<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.143186.2</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Assessment of potential drug-drug interactions in hospitalized patients with infectious diseases: an experience from a secondary care hospital</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 2; peer review: 1 approved, 2 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Shareef</surname>
                        <given-names>Javedh</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-5892-5909</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Sridhar</surname>
                        <given-names>Sathvik Belagodu</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Ahmad Ismail</surname>
                        <given-names>Abu Nawa</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Rao</surname>
                        <given-names>Padma G.M.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Ain Ur</surname>
                        <given-names>Rashid</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Department of Clinical Pharmacy &amp; Pharmacology, RAK College of Pharmacy, RAK Medical &amp; Health Sciences University, Ras Al Khaimah, 11172, United Arab Emirates</aff>
                <aff id="a2">
                    <label>2</label>Internal Medicine Specialist, Ibrahim Bin Hamad Obaidullah Hospital, Ras Al-Khaimah, Ras al Khaimah, 11172, United Arab Emirates</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:javedh@rakmhsu.ac.ae">javedh@rakmhsu.ac.ae</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>7</day>
                <month>8</month>
                <year>2024</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2024</year>
            </pub-date>
            <volume>13</volume>
            <elocation-id>164</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>22</day>
                    <month>7</month>
                    <year>2024</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Shareef J et al.</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/13-164/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>Polypharmacy is common among hospitalized patients with infectious infections owing to comorbidities or concomitant illnesses. This raises the likelihood of drug-drug interactions and creates uncertainty for healthcare providers. This study aimed to assess the potential drug-drug interactions (pDDIs) among hospitalized patients with infectious diseases in a secondary care hospital.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>A prospective observational study was conducted in the internal medicine ward for six months after the ethics committee&#x2019;s approval. Data were collected from patient case records, and prescriptions were screened for pDDIs from a portable electronic physician information database (PEPID) resource analyzed using SPSS, version 27.0.</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>In total, 148 patient case records were analyzed, and 549 pDDIs were identified, with 66.8% having at least one or more DDIs. The mean number of drug interactions was 3.70 &#x00b1; 4.58 per prescription. The most frequently encountered drug interactions were drug combinations such as bisoprolol with atorvastatin and aspirin with tazobactam/piperacillin. Bivariate analysis showed that age, comorbidities, length of hospital stay, and the number of drugs prescribed were risk factors associated with DDIs (p&lt;0.05). In the multiple binary logistic regression analysis, DDIs were significantly associated with comorbidities and the number of prescribed medications (p&lt;0.0001).</p>
                </sec>
                <sec>
                    <title>Conclusions</title>
                    <p>This study observed the prevalence of DDIs in hospitalized patients with infectious diseases of &#x2018;moderate&#x2019; severity. Prescription screening using a drug information database assists in early identification and prevention of DDIs, enhancing drug safety and quality of patient-centered care.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Drug interactions</kwd>
                <kwd>polypharmacy</kwd>
                <kwd>prescription drugs</kwd>
                <kwd>prevalence</kwd>
                <kwd>patients</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
        <notes>
            <sec sec-type="version-changes">
                <label>Revised</label>
                <title>Amendments from Version 1</title>
                <p>Title: No changes were made in the title &#x2018;Assessment of potential drug-drug interactions in hospitalized patients with infectious diseases: an experience from a secondary care hospital&#x2019;. Abstract: Under the &#x2018;introduction&#x2019; section editing and language review was done and the sentence was corrected as &#x2018;Polypharmacy is widespread among hospitalized patients with infectious disease infections due to comorbidities or other concomitant illnesses&#x2019;. Also in the &#x2018;conclusion&#x2019; section &#x2018;Prescription screening using a drug information database assists in identifying and preventing DDIs early, enhancing drug safety and quality of patient-centered care&#x2019;. No changes were done in Authors list, figures, tables and data that was provided in the version 1 However, Editing and language review was done through the text under each section of the manuscript. 
                    <bold>Introduction</bold>: Description of infection diseases is provide by incorporating the following sentence. Infectious diseases are conditions caused by microscopic organisms such as bacteria, viruses, fungi, or parasites that spread from one person to another. 
                    <bold>Methods</bold>: The following changes were done under this section in the manuscript. &#x2022;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; A statement of confirmation that the study conforms to recognized ethical standards should be included. &#x2018;This study was performed per the principles outlined in the Declaration of Helsinki, the US Federal Policy for the Protection of Human Subjects (Common Rule), and the European Medicines Agency Guidelines for Good Clinical Practice&#x2019;. &#x2022;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; &#x2018;Method&#x2019; section of the manuscript has been described in detail to include details about the study setting, ethical approval, inclusion/exclusion criteria, study duration, reference to the drug interaction tools used, and method of assessing drug-drug interactions.</p>
            </sec>
        </notes>
    </front>
    <body>
        <sec id="sec1" sec-type="intro">
            <title>Introduction</title>
            <p>Infectious infections are among the most common health concerns globally, regardless of age. Infected people frequently require hospitalization, which increases the risk of morbidity and mortality and raises healthcare costs. Infectious diseases are conditions caused by microscopic organisms such as bacteria, viruses, fungi, or parasites that spread from one person to another.
                <sup>
                    <xref ref-type="bibr" rid="ref1">1</xref>
                </sup> Indeed, healthcare providers frequently face challenges in selecting and using antimicrobial medicines.
                <sup>
                    <xref ref-type="bibr" rid="ref2">2</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>
                </sup>
            </p>
            <p>Drug-drug interactions (DDIs) occur when two or more co-administered drugs interact, with one drug altering the effect of the co-administered drug. The outcome effect of drug interactions may vary from non-serious to serious/life-threatening (or) irreversible, affecting the goals of therapy, clinical effectiveness, and worsening treatment outcomes.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup> Studies have reported that age (&#x2265; 65 years), polypharmacy, increased number of prescribers, and comorbid illness are defined risk factors for drug interactions. In addition, a decline in drug metabolism associated with aging, comorbidities such as hepatic and renal injury, and altered drug plasma concentrations complicate the medication use process and increase the sensitivity to drug interactions. As a result, clinically significant drug interactions prolong hospital stays, increase re-visit and healthcare expenditures, and aggravate patient outcomes in inpatient and outpatient healthcare settings.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup>
                <sup>&#x2013;</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup>
            </p>
            <p>Drug interactions are classified as pharmacokinetic and pharmacodynamic interactions; a few are categorized as unknown or other based on their mechanism of interactions. Drug interactions can be grouped as major, moderate, or minor according to severity and significance.
                <sup>
                    <xref ref-type="bibr" rid="ref8">8</xref>
                </sup> Studies carried out in different health settings and patients reported that potential drug-drug interactions (pDDIs) range from 19.3% to 91.6%.
                <sup>
                    <xref ref-type="bibr" rid="ref9">9</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref10">10</xref>
                </sup> A systematic review and meta-analysis reported that the prevalence of clinically manifested DDIs ranged from 1.2% to 64.0%.
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>
                </sup> The increased incidence of adverse outcomes associated with drug-drug interactions is a common cause of hospital admission, primarily in the aging population.
                <sup>
                    <xref ref-type="bibr" rid="ref12">12</xref>
                </sup> However, the variation in the results across different studies is associated with factors such as patient characteristics, prescribing pattern, severity of the illness, study population, and study setting.</p>
            <p>The use of clinical decision support systems, close monitoring of patient's drug therapy, and involvement of clinical pharmacists in a multidisciplinary team are some of the important measures that help to minimize drug interactions and improve patient safety.
                <sup>
                    <xref ref-type="bibr" rid="ref13">13</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref14">14</xref>
                </sup>
            </p>
            <p>Studies on antimicrobial agents in the United Arab Emirates (UAE) have focused on the prescription pattern of drug use and related outcomes in various hospital settings. However, studies related to DDIs with antimicrobial agents in infectious diseases are unaddressed despite being one of the reasons for hospitalization. Therefore, the present study was carried out to assess pDDIs among hospitalized patients with infectious diseases in a secondary care hospital.</p>
        </sec>
        <sec id="sec2" sec-type="methods">
            <title>Methods</title>
            <sec id="sec3">
                <title>Study design and study setting</title>
                <p>This prospective observational study was conducted from March 2021 to August 2021 in the internal medicine department of Ibrahim Bin Hamad Obaidullah Hospital in the northern Emirate of the United Arab Emirates.</p>
            </sec>
            <sec id="sec4">
                <title>Ethical approval</title>
                <p>This study was performed per the principles outlined in the Declaration of Helsinki, the US Federal Policy for the Protection of Human Subjects (Common Rule), and the European Medicines Agency Guidelines for Good Clinical Practice. Approval was obtained from the human ethics committee of Ras Al Khaimah Medical and Health Sciences University (RAKMHSU-REC-068-2020/21-UG-P) and the Research Ethics Committee of Ministry of Health &amp; Prevention, Ras Al Khaimah (MOHAP/REC/2021/1-2021-PG-P) in January 2021.</p>
                <p>After getting approval from the MOHAP-RAK REC, the principal investigator obtained written informed consent from all the patients who met the study criteria after explaining the study procedures and other details to the participants.</p>
            </sec>
            <sec id="sec5">
                <title>Inclusion criteria</title>
                <p>Hospitalized patients aged 18 years and older who were diagnosed with infectious diseases caused by bacterial pathogens and received a minimum of two or more medications containing at least one antimicrobial agent were included in the study.</p>
            </sec>
            <sec id="sec6">
                <title>Exclusion criteria</title>
                <p>Patients referred from other departments admitted to the intensive care unit, diagnosed with COVID-19 receiving antibiotics, with incomplete medical records, and pregnant or lactating were excluded from the study.</p>
            </sec>
            <sec id="sec7">
                <title>Sample size and sampling technique</title>
                <p>The sample size was calculated using the formula to estimate a single proportion [n = (Z &#x2013; &#x03b1;/2)
                    <sup>2</sup> p (1- p)/d
                    <sup>2</sup>] where Z = standard normal variable at 95% confidence level (1.96), p = the prevalence of pDDIs assumed to be 50% and finally adjusted using a correction formula. The minimum sample size was 150 patients with 5-10% dropouts. Patients admitted during the study period were considered for the sampling frame and included using the systematic random sampling technique.</p>
            </sec>
            <sec id="sec8">
                <title>Data collection</title>
                <p>The medical records of the hospitalized patients who met the study criteria were reviewed daily. The data were collected from the Wareed system, an electronic health record information system (HIS), a technological platform that virtually connects all the government hospitals of ministry healthcare facilities in Dubai and the Northern Emirates by automating all healthcare processes across various departments. All necessary details of the patients, including drug therapy, were collected from the electronic health records and documented in the data collection form designed according to the needs of the study.</p>
            </sec>
            <sec id="sec9">
                <title>Assessment of drug-drug interactions</title>
                <p>All prescription medicines were added to the &#x2018;drugs to check&#x2019; list in the portable electronic physician information database (PEPID) interaction tool for evaluating pDDIs. (Pepid. LLC, 2024) The identified drug interactions were classified by level of concern as minor/non-significant, minor, moderate, significant, and life-threatening. They were also based on pharmacokinetics, pharmacodynamics, and other/unknown mechanisms. The collected data were scrutinized and checked for completeness, clarity, and legibility before being entered into a Microsoft Excel (RRID: SCR_016137) spreadsheet and were later analyzed using IBM SPSS Statistics (RRID: SCR_016479) version 27. (IBM Corp., Armonk, NY, USA).</p>
            </sec>
            <sec id="sec10">
                <title>Severity level of the drug interaction</title>
                <p>The severity of interactions in PEPID is represented by colored warning triangles stacked in descending order. The number value within each triangle relates to the severity of the interaction, with a value of &#x201c;5&#x201d; indicating a potentially fatal circumstance, and the combination should never be employed. Level 4 implies a major interaction, which has a high risk of being severe or lethal. Contraindicated unless the benefits outweigh the hazards and no other choices exist. Level 3 indicates a moderate interaction, necessitating strict monitoring and the use of alternate drugs, if possible. Furthermore, level 2 implies a strong contact that requires close monitoring, whereas level 1 indicates a minimal or insignificant interaction.</p>
            </sec>
            <sec id="sec11">
                <title>Mechanism of interaction</title>
                <p>Pharmacokinetic interactions can influence how medications are absorbed, transported, metabolized, and eliminated.</p>
                <p>Pharmacodynamic interactions occur when the effects of one drug are altered by the presence of another at its site of action, potentially resulting in synergistic or antagonistic therapeutic function or undesirable side effects.</p>
            </sec>
            <sec id="sec12">
                <title>Data analysis</title>
                <p>Descriptive statistics, such as mean, standard deviation, frequencies, and percentages, were used for categorical data. Bivariate analysis using a chi-square test was used to identify factors associated with drug-drug interactions. In the binary logistic regression model, the related factors identified in the bivariate analysis (p&lt;0.05) were entered, and the odds ratio and 95% confidence interval were used to determine the independent risk factors for pDDIs. Statistical significance was p&lt;0.05.</p>
            </sec>
        </sec>
        <sec id="sec13" sec-type="results">
            <title>Results</title>
            <sec id="sec14">
                <title>Patient demographics</title>
                <p>In total, 148 hospitalized patient case records were included during the study period, with 77 (52.02%) males and 71 (47.97%) females. Most patients were in the 21&#x2013;40 age range (28.37%), followed by 61-80 years (27.70%). The mean age was 54.27&#x00b1;24.3 (Mean&#x00b1;SD), ranging from 18 to 107 years.</p>
                <p>Among the patients, more than half (56.76%) had a medical history of one or more comorbidities. The most common were cardiovascular diseases (40.88%) followed by diabetes mellitus (28.72%) and dyslipidemia (7.18%). Respiratory tract infection (34.83%), urinary tract infection (34.19%), sepsis (14.8%), and gastroenteritis (7.09%) were the most common infectious diseases for hospital admission in our study. Most hospitalized patients had a stay duration of 6-10 days (56.08%), and the average length of stay was 8.16&#x00b1;2.85 days (range: 3-16 days). In our study, the majority of patients (45.27%) received 6&#x2013;9 drugs per prescription, and the average number of drugs per prescription was 8.35&#x00b1;3.19 (Mean&#x00b1;SD) (range: 2-16) medications (
                    <xref ref-type="table" rid="T1">Table 1</xref>).
                    <sup>
                        <xref ref-type="bibr" rid="ref33">33</xref>
                    </sup>
                </p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>Table 1. </label>
                    <caption>
                        <title>Demographic details of the study population.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Sl No</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variables</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Categories</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Frequency (%) (n=148)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="2" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="2" valign="top">Sex</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Male</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">77 (52.02)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Female</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">71( 47.97)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="5" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="5" valign="top">Age (in years)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264;20</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">10 (6.75)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">21&#x2013;40</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">42 (28.37)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">41&#x2013;60</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">30 (20.27)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">61&#x2013;80</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">41 (27.70)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">81 and above</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25 (16.89)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="4" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="4" valign="top">Number of Comorbidities</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Nil</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">64 (43.24)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">1&#x2013;2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">49 (33.10)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">3&#x2013;4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">31 (20.94)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Five or more</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4 (2.70)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="10" valign="top">4</td>
                                <td align="left" colspan="1" rowspan="10" valign="top">Types of Comorbidities</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Diabetes mellitus</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">52 (28.72)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cardiovascular</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">74 (40.88)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Dyslipidemia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13 (7.18)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Renal diseases</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">06 (3.31)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Neurologic</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13 (7.18)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Thyroid</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">02 (1.10)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Hematologic</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">02 (1.10)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Gastrointestinal</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">05 (2.76)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Respiratory</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">02 (1.10)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Others:
                                    <break/>Benign Prostate Hypertrophy (n=2)
                                    <break/>Chronic Liver Disease (n=3)
                                    <break/>Osteoarthritis (n=1)
                                    <break/>Tuberculosis (n=05)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">12 (6.62)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="5" valign="top">5</td>
                                <td align="left" colspan="1" rowspan="5" valign="top">Diagnosis</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Respiratory tract infection</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">54 (34.83%)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Urinary tract infection</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">53 (34.19%)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sepsis</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">23 (14.83%)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Gastroenteritis</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">11 (7.09%)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Others:
                                    <break/>Pancreatitis (n=3)
                                    <break/>Pyelonephritis (n=2)
                                    <break/>Pelvic Inflammatory Disease (n=2)
                                    <break/>Meningitis (n=1)
                                    <break/>Enteric Fever (n=1)
                                    <break/>Diarrhea (n=2)
                                    <break/>Food Poisoning (n=2)
                                    <break/>Ascites (n=1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">14 (9.03%)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="3" valign="top">6</td>
                                <td align="left" colspan="1" rowspan="3" valign="top">Hospital Stay (days)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1&#x2013;5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">37 (25.0)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">6&#x2013;10</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">83 (56.08)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265;11</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">28 (18.91)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="3" valign="top">7</td>
                                <td align="left" colspan="1" rowspan="3" valign="top">Drug Prescribed/Patient</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2&#x2013;5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">28 (18.91)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">6&#x2013;9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">67 (45.27)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265;10</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">53 (35.81)</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>A total of 44 drugs, consisting of 27 non-antimicrobial agents and 17 antimicrobial agents from different classes of drugs, were involved in the onset of pDDIs. Antimicrobial agents for systemic use belonging to various therapeutic groups, such as antibacterial and antimycobacterial agents, were also included in evaluating the clinically relevant pDDIs (
                    <xref ref-type="table" rid="T2">Table 2</xref>).</p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>Table 2. </label>
                    <caption>
                        <title>Types of drug combinations causing drug interactions identified in the study population.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="2" valign="top">Types of drug combinations with interacting pairs (n=116)</th>
                                <th align="left" colspan="4" rowspan="1" valign="top">Level of Severity</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">Total number of DDIs (n=549) (%)</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">&#x03c7;
                                    <sup>2</sup>
                                </th>
                                <th align="left" colspan="1" rowspan="2" valign="top">P value</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Minor/non-significant (n=155) (%)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Minor (n=145) (%)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Moderate (n=220) (%)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Significant (n=29) (%)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Non-antimicrobial agents 
                                    <italic toggle="yes">vs.</italic> Antimicrobial agents (n=64)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">115 (29.04)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">95 (23.98)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">167 (42.17)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">19 (4.79)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">396 (100)</td>
                                <td align="left" colspan="1" rowspan="3" valign="top">37.52
                                    <sup>
                                        <xref ref-type="table-fn" rid="tfn1">&#x03ee;</xref>
                                    </sup>
                                </td>
                                <td align="left" colspan="1" rowspan="3" valign="top">0.078</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Non-antimicrobial agents 
                                    <italic toggle="yes">vs.</italic> Non-antimicrobial agents (n=44)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">38 (27.73)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">47 (34.30)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">44 (32.11)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">08 (5.83)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">137 (100)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Antimicrobial agents 
                                    <italic toggle="yes">vs.</italic> Antimicrobial agents (n=08)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02 (12.50)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">03 (18.75)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">09 (56.25)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02 (12.50)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">16 (100)</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn-group content-type="footnotes">
                            <fn id="tfn1">
                                <label>
                                    <sup>&#x03ee;</sup>
                                </label>
                                <p>Fisher's exact.</p>
                            </fn>
                            <fn id="tfn2">
                                <label>*</label>
                                <p>p value &lt;0.05 is statistically significant.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec15">
                <title>Drug-drug interactions</title>
                <p>In our study, 549 drug-drug interactions with 116 combinations of interacting drugs were observed. This includes 396 drug interactions from 64 non-antimicrobial combinations, 137 drug-drug interactions from 44 non-antimicrobial and antimicrobial combinations, and 16 drug-drug interactions from eight antimicrobial combinations. The mean drug interactions identified in the study population were 3.70&#x00b1;4.58 per prescription.</p>
                <p>It was observed that 66.89% (n=99) of prescriptions were found to have the potential for at least one or more DDIs, irrespective of the type of severity. The identified DDIs classified according to severity show that most of the interactions, 220 (40.07%) belong to the &#x2018;moderate&#x2019; category, 155 (28.23%) were minor/non-significant, and 145 (26.41%) were classified &#x2018;minor.&#x2019; A total of 29(5.28%) drug interactions were rated as a &#x2018;significant&#x2019; severity category (
                    <xref ref-type="table" rid="T3">Table 3</xref>).</p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>Table 3. </label>
                    <caption>
                        <title>List of antimicrobial and non-antimicrobial agents involved in causing potential drug-drug interactions (pDDIs).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Non-antimicrobial agents (n=27)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Antimicrobial agents (n=17)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Pantoprazole</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Amoxicillin &#x2013; clavulanic acid</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Paracetamol</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Doxycycline</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Aspirin</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Metronidazole</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Atorvastatin</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ceftriaxone</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bisoprolol</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ciprofloxacin</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Potassium chloride</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Piperacillin/tazobactam</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Clopidogrel</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Levofloxacin</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Enoxaparin</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cefuroxime</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Amlodipine</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Linezolid</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Levodopa</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Isoniazid</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Heparin</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rifampicin</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Amphotericin B</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ethambutol</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Furosemide</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Clindamycin</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Calcium carbonate</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Vancomycin</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Valsartan</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Trimethoprim</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sacubitril</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Clarithromycin</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Insulin</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Azithromycin</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Metformin</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Memantine</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lisinopril</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Atenolol</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Perindopril</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Tamsulosin</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sitagliptin</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Gliclazide</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Spironolactone</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Vildagliptin</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
            <sec id="sec16">
                <title>Class of medications involved in causing drug interactions</title>
                <p>The analysis of the class of medications involved in the onset of pDDIs carried out using the Anatomical Therapeutic Chemical (ATC) classification system derived by the World Health Organization found a higher prevalence in the category cardiovascular system (28.8%) followed by anti-infective for systemic use (23.9%) and alimentary tract and metabolism (21.5%) (
                    <xref ref-type="fig" rid="f1">Figure 1</xref>).</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>Figure 1. </label>
                    <caption>
                        <title>Anatomical Therapeutic Chemical (ATC) classification of drugs involved in potential drug-drug interactions (pDDIs).</title>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/169291/502448ec-71a9-4d8f-b7a0-e6d551d18a8b_figure1.gif"/>
                </fig>
                <p>The evaluation of the underlying mechanism that causes DDIs showed that 210 (38.25) interactions involve pharmacokinetic interactions, while 181 (32.96%) interactions were caused by &#x2018;others&#x2019; or unknown mechanisms. The remaining 158 (28.77%) interactions were known to be produced by pharmacodynamic interactions.</p>
                <p>The most frequently identified DDIs were the combination of atorvastatin with clopidogrel, bisoprolol, amlodipine, or pantoprazole; aspirin with insulin; clopidogrel enoxaparin and furosemide with valsartan; and lisinopril and bisoprolol. The antimicrobial drugs involved in pDDIs were combinations of ceftriaxone with enoxaparin and aspirin, levofloxacin with insulin, furosemide, and piperacillin/tazobactam with aspirin, metformin, and doxycycline (
                    <xref ref-type="table" rid="T4">Table 4</xref>).</p>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>Table 4. </label>
                    <caption>
                        <title>Most common drug-drug interactions and their effect were identified among the study population.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Interaction</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Drug combinations</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Frequency</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Effect</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Level of concern</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Source of recommendation</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="5" valign="middle">
                                    <bold>Significant</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Aspirin &#x2013; Enoxaparin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Both increase anticoagulation &amp; Increased risk of bleeding</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Clopidogrel &#x2013; Enoxaparin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">08</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Both increase anticoagulation &amp; Increased risk of bleeding</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bisoprolol &#x2013; potassium chloride</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Both increase serum potassium</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">a</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Valsartan &#x2013; Sacubitril</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Increased risk of renal impairment, hyperkalemia, hypotension,</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">a</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Metronidazole &#x2013; levofloxacin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">05</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">METRONIDAZOLE and LEVOFLOXACIN both increase QTc interval, Increased risk of long QT Syndrome, and possible Torsades de pointes</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">p</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="5" valign="middle">
                                    <bold>Moderate</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Isoniazid &#x2013; Rifampicin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">05</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rifampin enhances the metabolism of isoniazid to hepatotoxic metabolites</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">03</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">a</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Levofloxacin &#x2013; Furosemide</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">06</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Increased risk of long QT Syndrome and possible Torsades de pointes</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">03</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bisoprolol &#x2013; Aspirin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">13</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Both increase serum potassium</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">03</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Amlodipine &#x2013; Atorvastatin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">16</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Both levels probably increased &#x2013; increased risk of arrhythmia, edema, myopathy, elevated liver function tests</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">03</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Levodopa &#x2013; piperacillin/tazobactam</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">04</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Anticholinergics may enhance the therapeutic effects of LEVODOPA but may also exacerbate tardive dyskinesia. In high doses, anticholinergics may decrease the impact of LEVODOPA by delaying its GI absorption</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">03</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">a</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="5" valign="middle">
                                    <bold>Minor</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Clopidogrel &#x2013; Atorvastatin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">14</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Levels of Clopidogrel's active metabolite can be decreased</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Insulin &#x2013; levofloxacin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">08</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Insulin effects may be increased, and Quinolone antibiotic administration may result in hyper- or hypoglycemia</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">a</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lisinopril &#x2013; levodopa</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">03</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">LISINOPRIL effects may be increased
                                    <break/>Consider decreasing the dosage of an antihypertensive agent</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">a</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Aspirin &#x2013; piperacillin/tazobactam</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">16</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Both Piperacillin/Tazobactam (PIPERACILLIN) and ASPIRIN levels may be increased</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">a</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Clopidogrel &#x2013; Amlodipine</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">05</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Levels of CLOPIDOGREL's active metabolite can be decreased</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="5" valign="middle">
                                    <bold>Minor/non-significant</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bisoprolol/atorvastatin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">17</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Bisoprolol levels can be slightly increased, and Increased risk of bradycardia</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">01</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Furosemide/piperacillin &amp; tazobactam</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">06</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Both decrease cholinergic effects/transmission
                                    <break/>Increased risk of anticholinergic syndrome (dilated pupils, vasodilation/flushing, hyperthermia, dry skin)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">01</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">p</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Metformin &#x2013; furosemide</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">METFORMIN levels may be increased</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">01</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">a</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Memantine &#x2013; metformin</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">01</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Both drugs minimally increase the effects of the other drug involved in the mechanism</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">01</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">pa</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Clindamycin &#x2013; piperacillin/tazobactam</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">02</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">CLINDAMYCIN and Piperacillin/Tazobactam (PIPERACILLIN) both decrease cholinergic effects/transmission
                                    <break/>Increased risk of anticholinergic syndrome (dilated pupils, vasodilation/flushing, hyperthermia, dry skin, hallucinations/agitation, constipation/urinary retention, tachycardia)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">01</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">p</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>
                            <bold>Level of concern</bold>: 01 - Minor or non-significant drug/drug interaction; 02 &#x2013; Possible drug-drug interaction; 03 &#x2013; Likely drug-drug interaction; 04 &#x2013; Probable serious or life-threatening drug-drug interactions.</p>
                        <p>
                            <bold>Source of Recommendation (SOR)</bold>: p - predicted drug/drug interaction based on pharmacokinetic or pharmacodynamic principles; a - drug/drug interaction in literature; pa - predicted and recognized drug/drug interaction based on pharmacokinetic or pharmacodynamic principles.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec17">
                <title>Factors associated with pDDIs in the study population</title>
                <p>Analysis of the factors related to the appearance of pDDIs showed that there was a statistically significant association with age, comorbidities, length of hospital stay, and the number of drugs prescribed (p&lt;0.05) (
                    <xref ref-type="table" rid="T5">Table 5</xref>).</p>
                <table-wrap id="T5" orientation="portrait" position="float">
                    <label>Table 5. </label>
                    <caption>
                        <title>Bivariate analysis of factors associated with potential drug-drug interactions among the study population.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variables</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Categories</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Presence of DDIs [n(%)]</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Absence of DDIs [n(%)]</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">&#x03c7;
                                    <sup>2</sup>
                                </th>
                                <th align="left" colspan="1" rowspan="1" valign="top">p-value</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="2" valign="middle">Sex</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Male</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">56 (56.5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">21 (42.8)</td>
                                <td align="left" colspan="1" rowspan="2" valign="middle">2.46</td>
                                <td align="left" colspan="1" rowspan="2" valign="middle">0.116</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Female</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">43 (43.4)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">28 (57.1)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="5" valign="middle">Age (in years)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264;20</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5 (5.05)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5 (10.2)</td>
                                <td align="left" colspan="1" rowspan="5" valign="middle">13.82</td>
                                <td align="left" colspan="1" rowspan="5" valign="middle">
                                    <bold>0.008</bold>
                                    <xref ref-type="table-fn" rid="tfn3">
                                        <bold>*</bold>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">21&#x2013;40</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20 (20.2)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">22 (44.8)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">41&#x2013;60</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">21 (21.2)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9 (18.3)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">61&#x2013;80</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">33 (33.3)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">8 (16.3)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">81 and above</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20 (20.2)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5 (34.6)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="2" valign="middle">Comorbidities</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Present</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">69 (69.6)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15 (30.6)</td>
                                <td align="left" colspan="1" rowspan="2" valign="middle">20.40</td>
                                <td align="left" colspan="1" rowspan="2" valign="middle">
                                    <bold>&lt;0.001</bold>
                                    <xref ref-type="table-fn" rid="tfn4">
                                        <bold>**</bold>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Absent</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">30 (30.3)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">34 (69.3)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="3" valign="middle">Hospital stay (in days)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1&#x2013;5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20 (20.2)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">17 (34.6)</td>
                                <td align="left" colspan="1" rowspan="3" valign="middle">7.24</td>
                                <td align="left" colspan="1" rowspan="3" valign="middle">
                                    <bold>0.027</bold>
                                    <xref ref-type="table-fn" rid="tfn3">
                                        <bold>*</bold>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">6&#x2013;10</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">55 (55.5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">28 (57.1)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265;11</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">24 (24.2)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">04 (8.1)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="3" valign="middle">Number of drugs prescribed</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2&#x2013;5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9 (9.09)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">19 (38.07)</td>
                                <td align="left" colspan="1" rowspan="3" valign="middle">23.03</td>
                                <td align="left" colspan="1" rowspan="3" valign="middle">
                                    <bold>&lt;0.001</bold>
                                    <xref ref-type="table-fn" rid="tfn4">
                                        <bold>**</bold>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">6&#x2013;9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">45 (45.04)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">22 (44.8)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265;10</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">45 (45.4)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">8 (16.3)</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>DDIs: drug-drug interactions.</p>
                        <fn-group content-type="footnotes">
                            <fn id="tfn3">
                                <label>*</label>
                                <p>p&lt;0.05 statistically significant.</p>
                            </fn>
                            <fn id="tfn4">
                                <label>**</label>
                                <p>p&lt;0.01 highly statistically significant.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <p>In the binary logistic regression analysis, the dependent variable was the presence or absence of pDDIs, and the predictor variables were age, comorbidities, hospital stay, and the number of drugs prescribed. Drug-drug interactions were significantly associated with comorbidities and the number of medications prescribed (p&lt;0.05) (
                    <xref ref-type="table" rid="T6">Table 6</xref>).</p>
                <table-wrap id="T6" orientation="portrait" position="float">
                    <label>Table 6. </label>
                    <caption>
                        <title>Multiple binary logistic regression analysis for factors associated with potential drug-drug interactions among the study population.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variables</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">The beta coefficient of predictor variables</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Standard error</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Wald</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">P value</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Exp(B)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Odds ratio (95% CI)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Age (in years)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">-0.608</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.431</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1.990</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.158</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.545</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.234&#x2013;1.267</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Comorbidities</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">-1.077</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.548</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">5.517</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">
                                    <bold>0.019</bold>
                                    <xref ref-type="table-fn" rid="tfn5">
                                        <bold>*</bold>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.341</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.139&#x2013;0.837</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Hospital stay (in days)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.543</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.566</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.919</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.338</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1.721</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.567&#x2013;5.223</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Number of drugs prescribed</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">-1.411</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.629</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">5.022</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">
                                    <bold>0.025</bold>
                                    <xref ref-type="table-fn" rid="tfn5">
                                        <bold>*</bold>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.244</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.071&#x2013;0.838</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Constant</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1.627</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.305</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">28.45</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">5.087</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn-group content-type="footnotes">
                            <fn id="tfn5">
                                <label>*</label>
                                <p>p&lt;0.05 statistically significant.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
        </sec>
        <sec id="sec18" sec-type="discussion">
            <title>Discussion</title>
            <p>Drug interactions contribute to undesirable health outcomes, compromise the clinical effectiveness of drug therapy, increase hospital visits, and prolong hospital stays.
                <sup>
                    <xref ref-type="bibr" rid="ref15">15</xref>
                </sup> The overall prevalence of pDDIs in our study was 67%, higher compared to the study by Hamdouk et al., who reported at least one pDDIs in 62.9%8% of the study sample.
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>
                </sup> Downward trends in prevalence were documented in earlier studies by Kuscu 
                <italic toggle="yes">et al</italic>. (60%) and Rabba 
                <italic toggle="yes">et al</italic>. (56%), respectively.
                <sup>
                    <xref ref-type="bibr" rid="ref17">17</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup>
            </p>
            <p>This disparity in the prevalence of pDDIs may be attributed to the differences in the study setting, study population, prescribing pattern of medications, and types of pDDIs and tools used to screen drug interactions in the study. In the present study, the average was 3.70&#x00b1;4.58 drug interactions per prescription among hospitalized patients. Documented evidence indicates that drug interactions occur more predominantly in hospitalized patients than in outpatients, considering the severity of the disease, comorbidities, and prescription of multiple medications with frequent modifications during their stay.
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup>
            </p>
            <p>The current study prescribed aspirin, clopidogrel, statins, enoxaparin, furosemide, valsartan, and bisoprolol to prevent and manage cardiovascular diseases. Documented evidence has reported that prescribing these medications alone or in combination is responsible for various interactions, such as increased bleeding, electrolyte imbalance, renal failure, and hypotension.
                <sup>
                    <xref ref-type="bibr" rid="ref17">17</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup>
                <sup>&#x2013;</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref21">21</xref>
                </sup> However, prescribing these medications is sometimes unavoidable and therapeutically valuable as a lifesaving medication. Therefore, close monitoring for effective treatment and evaluation of the benefit-risk assessment of actual DDIs of prescribed drugs is warranted. At the same time, careful laboratory assessment of international normalized ratio, serum electrolytes, renal and liver function tests, signs and symptoms of bleeding, and blood pressure monitoring are vital during treatment.</p>
            <p>Similarly, metformin, sitagliptin, insulin, tamsulosin, memantine, levodopa, pantoprazole, paracetamol, and supplements such as potassium chloride and calcium carbonate were some of the important medications prescribed for the various other medical conditions in our study. In addition, drugs such as penicillins, cephalosporins, fluoroquinolones, metronidazole, macrolides, doxycycline, linezolid, isoniazid, rifampicin, vancomycin, and amphotericin B were some of the important antimicrobial agents used in this study. Drugs that cause enzyme induction or inhibition, resulting in reduced metabolism or clinical effects and alteration of gastrointestinal absorption are the most common mechanisms related to antimicrobial interactions.
                <sup>
                    <xref ref-type="bibr" rid="ref22">22</xref>
                </sup>
            </p>
            <p>A review of the published evidence suggests that fluoroquinolones and macrolides are associated with QT prolongation and may cause life-threatening arrhythmias.
                <sup>
                    <xref ref-type="bibr" rid="ref17">17</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref23">23</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref24">24</xref>
                </sup> Cautious prescribing should be exercised when co-administering drugs with a narrow therapeutic index and drugs metabolized through cytochrome P450 isozymes that can develop clinically significant unpredictable drug interactions, particularly in patients with renal and hepatic impairment and the elderly population. In the present study, the class of medications involved in pDDIs by the ATC classification showed a higher prevalence in the cardiovascular system (28.2%) followed by anti-infective for systemic use (23.9%). The increase in the prevalence of cardiovascular disease could be related to the use of complex medications for the long-term treatment of comorbidities and associated complications among the study populations. Our findings are consistent with those of Noor 
                <italic toggle="yes">et al</italic>., Vazquez-Cornejo 
                <italic toggle="yes">et al.</italic>, and Samardzic 
                <italic toggle="yes">et al</italic>., who reported an increased prevalence of pDDIs in patients with cardiovascular disease.
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref20">20</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref24">24</xref>
                </sup> Furthermore, earlier study by Pavanello 
                <italic toggle="yes">et al.</italic>, in critical care patients showed that the most common drug class involved in pDDIs was anti-infective for systemic use, accounting for 45.8%, respectively.
                <sup>
                    <xref ref-type="bibr" rid="ref25">25</xref>
                </sup> The difference in study settings, varying profiles of study populations, disagreement in treatment guidelines and prescribing practice, and the use of different clinical decision support tools to analyze drug interactions may help explain the difference in the class of drugs involved in the onset of pDDIs.</p>
            <p>In the present study, the severity level of most drug interactions was &#x2018;moderate&#x2019; (40.0%). All pDDIs. are not identical in severity and evaluating their severity l is very important to recognize their clinical significance and proper management. Only small percentage (5.28%) of the identified drug interactions were found to be categorized as having a level of severity &#x2018;significant&#x2019;, which requires close monitoring to avoid any adverse outcome of the pDDIs.. A possible reason could be that physicians are aware of the risk factors and severity of pDDIs.and might have customized drug therapy individually to avoid or minimize pDDIs.</p>
            <p>These findings align with the results of the study by Noor 
                <italic toggle="yes">et al.</italic> and Obeid 
                <italic toggle="yes">et al.</italic>, who reported that most of the interactions were &#x2018;moderate&#x2019; in severity.
                <sup>
                    <xref ref-type="bibr" rid="ref20">20</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref26">26</xref>
                </sup> Contrary to our findings, studies by Rabba 
                <italic toggle="yes">et al.</italic> and Eneh 
                <italic toggle="yes">et al.</italic> reported 66.4% and 52.7% of interactions with &#x2018;major&#x2019; in severity level.
                <sup>
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref23">23</xref>
                </sup> The difference in defining the classification and grading of severity between the resources could be a possible reason for the varying study results. Studies have observed that mechanism of action plays a significant role in DDIs, which requires management by either reducing the dose of one drug by 25% or 50%, changing the frequency of administration and dosage form, or avoiding such combination, replacing it with another medication.
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref27">27</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref28">28</xref>
                </sup>
            </p>
            <p>Our study showed that &#x2018;pharmacokinetic interactions&#x2019; were the most common underlying mechanism that caused pDDIs compared to pharmacodynamic and other unknown mechanisms. Similar observations have been cited in the study by Tesfaye 
                <italic toggle="yes">et al</italic>., who reported pharmacokinetic interactions as the most common mechanism involved in causing pDDIs compared with pharmacodynamic and other/unknown interactions.
                <sup>
                    <xref ref-type="bibr" rid="ref29">29</xref>
                </sup>
            </p>
            <p>Studies have emphasized that patient characteristics such as age, comorbidities, number of medications prescribed, and hospital stay are risk factors for clinically significant pDDIs.
                <sup>
                    <xref ref-type="bibr" rid="ref28">28</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref30">30</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref31">31</xref>
                </sup> These findings align with our study observations. However, multiple binary logistic regression has revealed that comorbidities and number of drugs prescribed were the predictors associated with pDDIs among the study populations. It is important to note that aging populations are at risk of developing multiple comorbid medical conditions that require frequent hospital visits and a prolonged stay prescribed with more complex therapeutic regimens. Physiological changes related to age and variations in pharmacokinetics and pharmacodynamic parameters increase the risk and greater chance of developing pDDIs and adverse outcomes that reduce the efficacy of the treatment.
                <sup>
                    <xref ref-type="bibr" rid="ref32">32</xref>
                </sup>
            </p>
            <sec id="sec19">
                <title>Limitations</title>
                <p>Our study has a few limitations. First, only one database would limit the number of pDDIs and may not reflect all pDDIs. Using multiple database tools and comparisons may help define the results more explicitly. Second, the data for the present study were collected from the Wareed system and mainly focused on the theoretical pDDIs. Due to a lack of follow-up, they could not address the actual drug interactions and results from a clinical viewpoint. Third, the study only included patients with specific indications in the internal general medicine ward. Therefore, the findings cannot be extended or applied to other specialty wards, intensive care units, or outpatient settings.</p>
            </sec>
        </sec>
        <sec id="sec20" sec-type="conclusions">
            <title>Conclusions</title>
            <p>The present study identified a higher frequency of pDDIs in hospitalized patients with infectious diseases. Antimicrobial agents and co-prescribed medications interacted; most of the interactions in our study had &#x2018;moderate&#x2019; levels of severity. This study highlighted that advanced age, multiple comorbidities, and polypharmacy were independent risk factors for pDDIs. Knowledge about pDDIs and the regular use of professional drug information database support systems can help prescribers optimize drug therapy and enhance health outcomes. The study strongly recommends that regular review of patient drug therapy by a clinical pharmacist might avoid possible drug combinations that are likely to cause pDDIs and could ring a bell in improving the quality of patient-centered care.</p>
        </sec>
    </body>
    <back>
        <sec id="sec21" sec-type="data-availability">
            <title>Data availability</title>
            <sec id="sec22">
                <title>Underlying data</title>
                <p>Figshare: ASSESSMENT OF POTENTIAL DRUG-DRUG INTERACTIONS IN HOSPITALIZED PATIENTS WITH INFECTIOUS DISEASES &#x2013; AN EXPERIENCE FROM A SECONDARY CARE HOSPITAL. 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.24220714.v2">https://doi.org/10.6084/m9.figshare.24220714.v2</ext-link>.
                    <sup>

                        <xref ref-type="bibr" rid="ref33">33</xref>
</sup>
                </p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International license</ext-link> (CC-BY 4.0).</p>
            </sec>
        </sec>
        <ack>
            <title>Acknowledgments</title>
            <p>We want to thank the administration of Ibrahim Bin Hamad Obaidullah Hospital, Ras Al Khaimah, United Arab Emirates, for allowing us to conduct the study. The authors also thank the President of RAK Medical and Health Science University and the Dean of RAK College of Pharmacy for their encouragement and support.</p>
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    <sub-article article-type="reviewer-report" id="report329857">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.169291.r329857</article-id>
            <title-group>
                <article-title>Reviewer response for version 2</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Bortolussi-Courval</surname>
                        <given-names>&#x00c9;milie</given-names>
                    </name>
                    <xref ref-type="aff" rid="r329857a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-4926-5195</uri>
                </contrib>
                <aff id="r329857a1">
                    <label>1</label>McGill University, Montreal, Qu&#x00e9;bec, Canada</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>22</day>
                <month>10</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Bortolussi-Courval &#x00c9;</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport329857" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.143186.2"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>Thank you for the opportunity to review this manuscript. This prospective observational study analyzed potential drug-drug interactions (pDDIs) among hospitalized adults with an infectious disease.&#x00a0;</p>
            <p> </p>
            <p> Based on my assessment, I do not believe authors sufficiently cited literature. In the introduction, there should be citations for the definition of a DDI. When authors mention "studies have reported that age, polypharmacy (...)", they do not cite any study to support these sttements. In the methodology, I was expecting citations for the European Medicines Agency Guidelines. I was disappointed to see that there were no guidelines followed for reporting the findings of this study, such as the STROBE guidelines.</p>
            <p> </p>
            <p> Methods</p>
            <p> When, during the course of the study, were the covariates selected? Was selection done a priori or posthoc? This is a very important clarification to make.&#x00a0;</p>
            <p> </p>
            <p> Definitions would have been required for pharmacokinetic and pharmacodynamic interactions.</p>
            <p> </p>
            <p> Were median/IQR ever necessary to use in this study, in the case of demographic data that was not normally distributed?</p>
            <p> </p>
            <p> Women may have more pDDIs because of a baseline longer QT interval; would it be possible to stratify outcomes according to sex?&#x00a0;</p>
            <p> </p>
            <p> Results</p>
            <p> Were there significantly more patients in a particular age group versus another?</p>
            <p> </p>
            <p> I believe the prevalence of pDDIs should be described in the Results section of the manuscript. This is an important finding that the reader should appreciate quickly.&#x00a0;</p>
            <p> </p>
            <p> What does "the average number of drugs per prescription was 8.35&#x00b1;3.19 medications" mean? I'm not sure I understand.</p>
            <p> </p>
            <p> Table 3: I do not understand the utility of this table. It appears as though several non-antimicrobial drugs are listed alone. Would it be possible to only use Figure 1? I believe it is more telling of the classes of drugs that were involved rather than the list of agents involved. The other issues I have with Table 3 are that i) there is no indication of the frequency of involvement of each medication in an interaction, and ii) Amphotericin B should belong in the antimicrobial category, not the non-antimicrobial category.&#x00a0;</p>
            <p> </p>
            <p> In the discussion, "cautious prescribing should be exercised when co-administering drugs with a narrow therapeutic index (...)", I was expecting citations for this. Was this from UpToDate? If so, it would require a citation.</p>
            <p> </p>
            <p> "A possible reason could be that physicians are aware of the risk factors and severity of pDDIs" : has this been previously documented in the literature? If so, a citation would be needed here.&#x00a0;</p>
            <p> </p>
            <p> "It is important to note that aging populations are at risk of developing multiple comorbid medical conditions that require frequent hospital visits and a prolonged stay prescribed with more complex therapeutic regimens". Is there a citation for this?</p>
            <p> </p>
            <p> Would the authors be able to provide the proportion of patients with a pDDI in the Results section of Table 1?</p>
            <p> </p>
            <p> There are several typos within the discussion that need to be fixed.</p>
            <p> </p>
            <p> What does "62.9%8% of the study sample" mean?</p>
            <p> Please fix this sentence: "All pDDIs. are not identical in severity and evaluating their severity l is very important to recognize their clinical significance and proper management."&#x00a0;</p>
            <p> </p>
            <p> What are the strengths of this study? I was expecting to see this in the discussion.&#x00a0;</p>
            <p> </p>
            <p> I do not see the relevance of the following sentence with the rest of the paragraph: "A review of the published evidence suggests that fluoroquinolones and macrolides are associated with QT prolongation and may cause life-threatening arrhythmias." I would consider removing it.&#x00a0;</p>
            <p> </p>
            <p> Given the several oversights that I have seen within the manuscript (omission of citation of studies despite referencing of "several studies", adding an antimicrobial agent in a under "non antimicrobial agent" column by mistake, several typos in the discussion) that make the interpretation of the study findings difficult, I am not able to accept this manuscript at this time. This study has the potential to be an important addition to the literature in the field, but there are several issues with the methodology and results of the manuscript that require clarification.</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>No</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>No</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>No</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Polypharmacy, deprescribing, medication safety, pharmacoepidemiology</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment12774-329857">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>SHAREEF</surname>
                            <given-names>JAVEDH</given-names>
                        </name>
                        <aff>CLINICAL PHARMACY AND PHARMACO, RAS AL KHAIMAH MEDICAL AND HEALTH SCIENCES UNIVERSITY, AL QUSAIDAT, RAS AL KHAIMAH, United Arab Emirates</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>3</day>
                    <month>11</month>
                    <year>2024</year>
                </pub-date>
            </front-stub>
            <body>
                <p>
                    <bold>In the introduction, there should be citations for the definition of a DDI.</bold>
                </p>
                <p> Thank you for your valuable feedback regarding the definition of drug-drug interactions (DDIs) in the introduction. In the updated manuscript, I have provided proper citations for the concept of a DDI, specifying the sources in the reference list (
                    <bold>Ref. 01</bold>) for clarity.</p>
                <p> </p>
                <p> 
                    <bold>When authors mention "studies have reported that age, polypharmacy (...)", they do not cite any study to support these statements.</bold>
                </p>
                <p> I have reviewed the relevant literature and included primary studies as citations in the revised manuscript to substantiate these assertions (Ref. 6,7).</p>
                <p> </p>
                <p> 
                    <bold>In the methodology, I was expecting citations for the European Medicines Agency Guidelines.</bold>
                </p>
                <p> I have added citations for the European Medicines Agency Guidelines in the revised manuscript to support our methodology accurately (Ref. 18).</p>
                <p> </p>
                <p> 
                    <bold>When, during the course of the study, were the covariates selected? Was selection done a priori or posthoc? This is a very important clarification to make.</bold>
                </p>
                <p> Before data collection and analysis, the covariates were chosen based on current literature and the clinical significance of potential drug-drug interactions (pDDIs).</p>
                <p> </p>
                <p> 
                    <bold>Definitions would have been required for pharmacokinetic and pharmacodynamic interactions.</bold>
                </p>
                <p> The updated manuscript has included precise definitions of pharmacokinetic and pharmacodynamic interactions.</p>
                <p> </p>
                <p> 
                    <bold>Were median/IQR ever necessary to use in this study, in the case of demographic data that was not normally distributed?</bold>
                </p>
                <p> We appreciate your interest in presenting demographic data using the median and interquartile range (IQR).</p>
                <p> We appreciate your interest in presenting demographic data using the median and interquartile range (IQR). Normality tests indicated that age and length of hospital stay were roughly normally distributed, so we presented these variables' mean and standard deviation (SD).</p>
                <p> In future studies, we will consider using the median and IQR where data is skewed.</p>
                <p> </p>
                <p> 
                    <bold>Women may have more pDDIs because of a baseline longer QT interval; would it be possible to stratify outcomes according to sex?</bold>
                </p>
                <p> While our current analysis did not include sex-specific stratification, we recognize that stratifying outcomes by sex could provide valuable insights. Future studies will consider this approach to understand pDDIs across demographic groups better.</p>
                <p> </p>
                <p> 
                    <bold>Were there significantly more patients in a particular age group versus another?</bold>
                </p>
                <p> Our analysis found that most patients fell within the 21&#x2013;40 and 61&#x2013;80 age ranges, with significant associations (p&lt;0.05) between these age categories and pDDIs. In future studies, we will clarify these findings and consider a further breakdown of age-related data to enhance our understanding of age as a factor in pDDIs.</p>
                <p> </p>
                <p> 
                    <bold>I believe the prevalence of pDDIs should be described in the Results section of the manuscript. This is an important finding that the reader should appreciate quickly.</bold>
                </p>
                <p> We have modified the Results section to include the prevalence rate of pDDIs among our study population. Highlighting this important finding can enhance the clarity and impact of our manuscript.</p>
                <p> </p>
                <p> 
                    <bold>What does "the average number of drugs per prescription was 8.35&#x00b1;3.19 medications" mean? I'm not sure I understand.</bold>
                </p>
                <p> The statement "the average number of drugs per prescription was 8.35&#x00b1;3.19 medications" means that, on average, each patient was prescribed about 8.35 medications, with &#x00b1;3.19 indicating the standard deviation.</p>
                <p> </p>
                <p> 
                    <bold>Table 3: I do not understand the utility of this table. It appears as though several non-antimicrobial drugs are listed alone. Would it be possible to only use Figure 1? I believe it is more telling of the classes of drugs that were involved rather than the list of agents involved. The other issues I have with Table 3 are that i) there is no indication of the frequency of involvement of each medication in an interaction, and ii) Amphotericin B should belong in the antimicrobial category, not the non-antimicrobial category.</bold>
                </p>
                <p> Thank you for your feedback regarding Table 3. Utility of Table 3: To enhance clarity, I have removed Table 3 and will rely solely on Figure 1 for a streamlined presentation of drug classes involved in pDDIs. Amphotericin B has been reclassified as an antimicrobial agent.</p>
                <p> </p>
                <p> 
                    <bold>In the discussion, "cautious prescribing should be exercised when co-administering drugs with a narrow therapeutic index (...)", I was expecting citations for this. Was this from UpToDate? If so, it would require a citation.</bold>
                </p>
                <p> The revised manuscript has included citations to support this claim (Ref. 27-29). This information was obtained from the previous similar studies, I have properly cited it in the revised text.</p>
                <p> </p>
                <p> 
                    <bold>A possible reason could be that physicians are aware of the risk factors and severity of pDDIs": has this been previously documented in the literature? If so, a citation would be needed here.</bold>
                </p>
                <p> This observation was an author&#x2019;s assumption based on our study&#x2019;s results rather than documented in previous studies. I have revised the text to clarify that this is an author&#x2019;s hypothesis rather than a literature-supported statement.</p>
                <p> </p>
                <p> "
                    <bold>It is important to note that aging populations are at risk of developing multiple comorbid medical conditions that require frequent hospital visits and a prolonged stay prescribed with more complex therapeutic regimens". Is there a citation for this?</bold>
                </p>
                <p> I have included relevant studies as citations supporting this claim in the revised manuscript (
                    <bold>Ref. 37).</bold>
                </p>
                <p>
                    <bold> </bold>
                </p>
                <p>
                    <bold> Would the authors be able to provide the proportion of patients with a pDDI in the Results section of Table 1?</bold>
                </p>
                <p> Thank you for your suggestion. I calculated and included the proportion of patients with pDDIs in the revised manuscript in Table 1.</p>
                <p> </p>
                <p> 
                    <bold>Please fix this sentence: "All pDDIs. are not identical in severity and evaluating their severity l is very important to recognize their clinical significance and proper management."</bold>
                </p>
                <p> Thank you for your feedback. The sentence has been revised in the manuscript for clarity.</p>
                <p> </p>
                <p> 
                    <bold>I do not see the relevance of the following sentence with the rest of the paragraph: "A review of the published evidence suggests that fluoroquinolones and macrolides are associated with QT prolongation and may cause life-threatening arrhythmias." I would consider removing it.</bold>
                </p>
                <p> Thank you for your comment. The sentence about fluoroquinolones and macrolides has been removed to improve paragraph coherence.</p>
                <p> </p>
                <p> 
                    <bold>What are the strengths of this study? I was expecting to see this in the discussion.</bold>
                </p>
                <p> I have added a detailed discussion of the study&#x2019;s strengths in the revised manuscript to highlight our contributions to pDDI research.</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report312034">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.169291.r312034</article-id>
            <title-group>
                <article-title>Reviewer response for version 2</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Das</surname>
                        <given-names>Rina</given-names>
                    </name>
                    <xref ref-type="aff" rid="r312034a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r312034a1">
                    <label>1</label>MM College of Pharmacy, Maharishi Markandeshwar University, Ambala, Haryana, India</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>29</day>
                <month>8</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Das R</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport312034" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.143186.2"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The suggested changes and corrections are done in the revised version.</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>I cannot comment. A qualified statistician is required.</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>No source data required</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Partly</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>infectious diseases, diabetes care, hypertension therapy, liver diseases, serum enzyme study</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.</p>
        </body>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report289750">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.156820.r289750</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Rao</surname>
                        <given-names>Mahadev</given-names>
                    </name>
                    <xref ref-type="aff" rid="r289750a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r289750a1">
                    <label>1</label>Department of Pharmacy Practice, Manipal Academy of Higher Education (MAHE), Manipal, Karnataka, 576104, India</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>28</day>
                <month>6</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Rao M</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport289750" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.143186.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>
                <bold>Assessment of potential drug-drug interactions in hospitalized patients with infectious diseases: an experience from a secondary care hospital</bold>
            </p>
            <p> The authors aimed to assess potential drug-drug interactions (pDDIs) among hospitalized patients with infectious diseases in a secondary care hospital. 
                <list list-type="order">
                    <list-item>
                        <p>There is an inconsistency in the mention of &#x201c;pDDIs&#x201d;, &#x201c;DDI&#x201d;, drug&#x2013;drug interactions and &#x201c;drug interaction&#x201d; across the manuscript.</p>
                    </list-item>
                    <list-item>
                        <p>There is a significant flaw in the study objectives, design and results. The study objective states that &#x201c;Therefore, the present study was carried out to assess pDDIs among hospitalized patients with infectious diseases receiving antimicrobial agents in a secondary care hospital.&#x201d; However, the study also reports on the pDDIs between 2 non-antimicrobial agents. Many pDDIs reported in Table 4 are between 2 non-antimicrobial agents, which may not justify the title and objectives.</p>
                    </list-item>
                    <list-item>
                        <p>There is a fundamental flaw in this study. Table 1 reports that tuberculosis is present in 1 patient as a comorbidity among 148 hospitalized patients studied. Whereas Table 4 shows that the frequency of Isoniazid-Rifampicin pDDI is 5, which cannot be possible. Further, isoniazid is administered along with rifampicin, and other antitubercular agents such as pyrazinamide and ethambutol as a combined fixed dose formulation to TB patients.</p>
                    </list-item>
                    <list-item>
                        <p>To justify the title and the objectives, the authors may focus on the identification of the pDDIs between the antimicrobial agents and between antimicrobial agents and other drug categories. Identify the frequency of the top interacting antimicrobial agents and their mechanism and classify based on the infection categories.</p>
                    </list-item>
                    <list-item>
                        <p>Table 1 has listed on the different comorbidities in the 148 hospitalized patients. What are the comorbidities, where a higher frequency of pDDIs between antimicrobial agents and other drug categories were observed?</p>
                    </list-item>
                    <list-item>
                        <p>Since this is a scientific manuscript, the detailed elaboration on the need for obtaining necessary ethics committee approval from the hospital in a paragraph is not required as mentioned in the study setting.</p>
                    </list-item>
                    <list-item>
                        <p>Most of the statements mentioned in the patient demographics are a repetition of the Table 1. There is no need for repeating the results and table.</p>
                    </list-item>
                    <list-item>
                        <p>Also, many result statements are repeated in the discussion section.</p>
                    </list-item>
                    <list-item>
                        <p>The study aimed to assess the potential drug-drug interaction among hospitalized patients with infectious diseases using only a single electronic physician information database (PEPID) interaction tool (mentioned in limitation).</p>
                    </list-item>
                    <list-item>
                        <p>In the Table 5, for the column- presence and absence of DDI, n and % is mentioned in column title, but only n is present in the results. Also is it &#x201c;Number of drugs prescribed&#x201d; instead of &#x201c;No drugs prescribed&#x201d;?.</p>
                    </list-item>
                    <list-item>
                        <p>The current manuscript requires extensive editing of English language.</p>
                    </list-item>
                </list>
            </p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>No</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>I cannot comment. A qualified statistician is required.</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>No source data required</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>No</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Drug-drug interactions, clinical pharmacy, precision medicine</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report272895">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.156820.r272895</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Das</surname>
                        <given-names>Rina</given-names>
                    </name>
                    <xref ref-type="aff" rid="r272895a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r272895a1">
                    <label>1</label>MM College of Pharmacy, Maharishi Markandeshwar University, Ambala, Haryana, India</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>16</day>
                <month>5</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Das R</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport272895" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.143186.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The authors have studied 148 patient case records to assess the&#x00a0;potential drug-drug interactions in hospitalized patients with infectious diseases giving more emphasis on comorbidity cases.</p>
            <p> </p>
            <p> The manuscript addresses the potential drug-drug interactions in hospitalized patients with infectious diseases. Since there are many studies investigating this theme, it is not clear how this research adds to the current field.</p>
            <p> </p>
            <p> A statement of confirmation that the study conforms to recognised ethical standards should be included (for example: Declaration of Helsinki;&#x202f;US Federal Policy for the Protection of Human Subjects;&#x202f;European Medicines Agency Guidelines for Good Clinical Practice).</p>
            <p> </p>
            <p> The title of article states that ''Assessment of potential drug-drug interactions in hospitalized patients with 
                <bold>infectious diseases</bold>''......but the result states majority of drug interaction with non-antimicrobial combinations, ''396 drug interactions 64 non-antimicrobial combinations''. When the work was focused on&#x00a0;patients with infectious diseases, majority of cases should have been included DDIs with non-antimicrobial and antimicrobial combinations, or antimicrobial combinations.</p>
            <p> </p>
            <p> Is the study design appropriate and is the work technically sound?</p>
            <p> </p>
            <p> The method described is not detailed enough to warrant possibility of replication by the readers. Details of the experimental setting, timeline, research questions, and references of the methods/scales have to be better explained.</p>
            <p> Also no description of infectious diseases is provided whereas all comorbidities are elaborately described.</p>
            <p> The method of identification of drug-drug interaction results is not described.</p>
            <p> </p>
            <p> The text needs editing and language review, eg&#x00a0;Polypharmacy is common among hospitalized patients with 
                <bold>infectious infections</bold>&#x00a0;.........</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>I cannot comment. A qualified statistician is required.</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>No source data required</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Partly</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>infectious diseases, diabetes care, hypertension therapy, liver diseases, serum enzyme study</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment12023-272895">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>SHAREEF</surname>
                            <given-names>JAVEDH</given-names>
                        </name>
                        <aff>CLINICAL PHARMACY AND PHARMACO, RAS AL KHAIMAH MEDICAL AND HEALTH SCIENCES UNIVERSITY, AL QUSAIDAT, RAS AL KHAIMAH, United Arab Emirates</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>16</day>
                    <month>7</month>
                    <year>2024</year>
                </pub-date>
            </front-stub>
            <body>
                <p>
                    <bold>COMPLIANCE TO REVIEWER COMMENTS </bold>
                </p>
                <p> 
                    <bold>Manuscript title: </bold>ASSESSMENT OF POTENTIAL DRUG-DRUG INTERACTIONS IN HOSPITALIZED PATIENTS WITH INFECTIOUS DISEASES &#x2013; AN EXPERIENCE FROM A SECONDARY CARE HOSPITAL</p>
                <p> </p>
                <p> 
                    <bold>Authors: </bold>JAVEDH SHAREEF, Sathvik Belagodu Sridhar1, Abu Nawa Ahmad Ismail1, Padma G.M. Rao1, Rashid Ain Ur2</p>
                <p> 
                    <bold>Reviewer &#x2013; 1</bold>
                </p>
                <p> Rina Das, MM College of Pharmacy, Maharishi Markandeshwar University, Ambala, Haryana, India</p>
                <p> 
                    <bold>Sl No</bold>
                </p>
                <p> 
                    <bold>Reviewer (comments)</bold>
                </p>
                <p> 
                    <bold>Corrections Made</bold>
                </p>
                <p> 
                    <bold>Page No. </bold>
                </p>
                <p> </p>
                <p> 
                    <bold>1.&#x00a0;</bold>The authors have studied 148 patient case records to assess the potential drug-drug interactions in hospitalized patients with infectious diseases giving more emphasis on comorbidity cases.</p>
                <p> The manuscript addresses the potential drug-drug interactions in hospitalized patients with infectious diseases. Since there are many studies investigating this theme, it is not clear how this research adds to the current field.</p>
                <p> 
                    <bold>Response:</bold> Thank you for your valuable feedback. Our investigation of pDDIs among hospitalized patients with infectious illnesses in the UAE adds a novel perspective to the current literature. While there are several global studies on this issue, our research is relevant to the UAE healthcare system, considering local prescription patterns, common infectious illnesses, and distinct patient demographics. By evaluating 148 patient case records, focusing on comorbidities, we present insights specific to this geographical situation. This localized approach broadens our understanding of medication safety and management measures, particularly in the UAE, with practical implications for enhancing patient care and outcomes in our healthcare system.</p>
                <p> --</p>
                <p> </p>
                <p> 
                    <bold>2.&#x00a0;</bold>A statement of confirmation that the study conforms to recognised ethical standards should be included (for example: Declaration of Helsinki;&#x202f;US Federal Policy for the Protection of Human Subjects;&#x202f;European Medicines Agency Guidelines for Good Clinical Practice).</p>
                <p> 
                    <bold>Response:&#x00a0;</bold>Thank you for your feedback. We confirm that our study "Assessment of potential drug-drug interactions in hospitalized patients with infectious diseases: an experience from a secondary care hospital" adheres to recognized ethical standards. This study was performed per the principles outlined in the Declaration of Helsinki, the US Federal Policy for the Protection of Human Subjects (Common Rule), and the European Medicines Agency Guidelines for Good Clinical Practice.</p>
                <p> 04</p>
                <p> </p>
                <p> 
                    <bold>3.&#x00a0;</bold>The title of article states that ''Assessment of potential drug-drug interactions in hospitalized patients with infectious diseases''......but the result states majority of drug interaction with non-antimicrobial combinations, ''396 drug interactions 64 non-antimicrobial combinations''. When the work was focused on patients with infectious diseases, majority of cases should have been included DDIs with non-antimicrobial and antimicrobial combinations, or antimicrobial combinations.</p>
                <p> 
                    <bold>Response:</bold> Thank you for your insightful observation. Our study aimed to investigate pDDIs in hospitalized patients with infectious diseases and also looked at interactions with antimicrobial and non-antimicrobial medications. This divergence from the stated aims could be clarified by emphasizing the comprehensive nature of our investigation into pDDIs, encompassing interactions across all medication classes administered to the patient group. This approach aimed to thoroughly assess potential interactions that could impact clinical management in secondary care settings.</p>
                <p> The primary aim of our study was to investigate pDDIs involving antimicrobial drugs, which are important in treating infectious disorders. However, throughout the process, we discovered substantial interactions with non-antimicrobial drugs, which might have an equivalent impact on patient outcomes. Including these data gives a more comprehensive understanding of the drug management problems that hospitalized patients experience. Our work provides a stronger platform for improving clinical procedures and guaranteeing patient safety by recognizing and managing antimicrobial and non-antimicrobial pDDIs.</p>
                <p> </p>
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                <p> </p>
                <p> 
                    <bold>4.&#x00a0;</bold>The method described is not detailed enough to warrant possibility of replication by the readers. Details of the experimental setting, timeline, research questions, and references of the methods/scales have to be better explained.</p>
                <p> Also no description of infectious diseases is provided whereas all comorbidities are elaborately described.</p>
                <p> The method of identification of drug-drug interaction results is not described.</p>
                <p> 
                    <bold>Response:</bold> The methodology section has been revised to include details about the study setting, ethical approval, inclusion/exclusion criteria, study duration, reference to the drug interaction tools used, and method of assessing drug-drug interactions.</p>
                <p> A description of infectious diseases is provided in the first paragraph of the introduction section.</p>
                <p> 4-6 &amp; 03</p>
                <p> </p>
                <p> 
                    <bold>5.&#x00a0;</bold>The text needs editing and language review, e.g., Polypharmacy is common among hospitalized patients with infectious infections .........</p>
                <p> 
                    <bold>Response:&#x00a0;</bold>All the grammatical and construction errors have been rectified with the help of an English language expert and incorporated in the updated version of the manuscript.</p>
                <p> ---</p>
                <p> </p>
                <p> 
                    <bold>6.&#x00a0;</bold>Is the work clearly and accurately presented and does it cite the current literature?</p>
                <p> </p>
                <p> Yes</p>
                <p> Thank you!</p>
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