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Clinical relevance of alerts from a decision support system, PHARAO, for drug safety assessment in the older adults
PHARAO is a decision support system developed to evaluate the risk for a set of either common or serious side-effects resulting from a combination of pharmacodynamic effects from a patient's medications. The objective of this study was to investigate the validity of the risk scores for the comm...
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Published in: | BMC geriatrics 2019-06, Vol.19 (1), p.164-164, Article 164 |
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description | PHARAO is a decision support system developed to evaluate the risk for a set of either common or serious side-effects resulting from a combination of pharmacodynamic effects from a patient's medications. The objective of this study was to investigate the validity of the risk scores for the common side-effects generated by PHARAO in older patients.
Side-effects included were sedation, constipation, orthostatic symptoms, anticholinergic and serotonergic effects. The alerts generated by PHARAO were tested in 745 persons ≥65 years old. Dispensed prescriptions retrieved from the Swedish prescribed drug register were used to generate the pharmacological risk scores of patients' medications. Symptoms possibly related to side-effects were extracted from medical records data.
The PHARAO system generated 776 alerts, most often for the risk of anticholinergic symptoms. The total specificity estimates of the PHARAO system were 0.95, 0.89 and 0.78 for high, intermediate and low risk alerts, respectively. The corresponding sensitivity estimates were between 0.12 and 0.37. The negative predictive value was 0.90 and the positive predictive value ranged between 0.20-0.25.
The PHARAO system had a high specificity and negative predictive value to detect symptoms possibly associated with the of patients' medications, while the sensitivity and positive predictive value were low. The PHARAO system has the potential to minimise the risk of over-alerts in combination with a drug-drug interaction alert system, but should be used in connection with a medical evaluation of the patient. |
doi_str_mv | 10.1186/s12877-019-1179-y |
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Side-effects included were sedation, constipation, orthostatic symptoms, anticholinergic and serotonergic effects. The alerts generated by PHARAO were tested in 745 persons ≥65 years old. Dispensed prescriptions retrieved from the Swedish prescribed drug register were used to generate the pharmacological risk scores of patients' medications. Symptoms possibly related to side-effects were extracted from medical records data.
The PHARAO system generated 776 alerts, most often for the risk of anticholinergic symptoms. The total specificity estimates of the PHARAO system were 0.95, 0.89 and 0.78 for high, intermediate and low risk alerts, respectively. The corresponding sensitivity estimates were between 0.12 and 0.37. The negative predictive value was 0.90 and the positive predictive value ranged between 0.20-0.25.
The PHARAO system had a high specificity and negative predictive value to detect symptoms possibly associated with the of patients' medications, while the sensitivity and positive predictive value were low. The PHARAO system has the potential to minimise the risk of over-alerts in combination with a drug-drug interaction alert system, but should be used in connection with a medical evaluation of the patient.</description><identifier>ISSN: 1471-2318</identifier><identifier>EISSN: 1471-2318</identifier><identifier>DOI: 10.1186/s12877-019-1179-y</identifier><identifier>PMID: 31185943</identifier><language>eng</language><publisher>England: BioMed Central Ltd</publisher><subject>Adverse drug reaction ; Adverse drug reactions ; Aged ; Analysis ; Annan medicin och hälsovetenskap ; Anticholinergics ; Clinical decision support system ; Constipation ; Decision making ; Decision support systems ; Decision Support Systems, Clinical - standards ; Drug interaction ; Drug Interactions ; Drug Therapy, Combination - adverse effects ; Drug-Related Side Effects and Adverse Reactions - diagnosis ; Drug-Related Side Effects and Adverse Reactions - etiology ; Drugs ; Elderly ; Elderly patients ; events ; Farmaceutiska vetenskaper ; Farmakologi och toxikologi ; Female ; Geriatrics ; Geriatrics & Gerontology ; Geriatrik ; Gerontologi, medicinsk/hälsovetenskaplig inriktning (Samhällsvetenskaplig inriktn.under 50999) ; Health aspects ; Humans ; Hälso- och sjukvårdsorganisation, hälsopolitik och hälsoekonomi ; Hälsovetenskap ; impact ; Male ; Medical Order Entry Systems - standards ; Medical records ; Medical Records - statistics & numerical data ; Medical research ; Medication Therapy Management - organization & administration ; Medication Therapy Management - standards ; Medicin och hälsovetenskap ; Medicinska och farmaceutiska grundvetenskaper ; mortality ; Older adults ; Older people ; Patient safety ; Patients ; Pharmacodynamics ; Pharmacology and Toxicology ; Pharmacovigilance ; Pharmacy ; Prescription drugs ; Prescriptions (Drugs) ; prevalence ; Quality Improvement ; risk ; Risk factors ; Side effects ; Software ; Sweden ; Validity</subject><ispartof>BMC geriatrics, 2019-06, Vol.19 (1), p.164-164, Article 164</ispartof><rights>COPYRIGHT 2019 BioMed Central Ltd.</rights><rights>2019. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>The Author(s). 2019</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c724t-5b334515184fcbaa61ac86a02d4d1d1bcc3155a833c3830af197349dffc2204a3</citedby><cites>FETCH-LOGICAL-c724t-5b334515184fcbaa61ac86a02d4d1d1bcc3155a833c3830af197349dffc2204a3</cites><orcidid>0000-0002-3364-5767</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6560851/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2242952195?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,37013,44590,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31185943$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-158875$$DView record from Swedish Publication Index$$Hfree_for_read</backlink><backlink>$$Uhttps://gup.ub.gu.se/publication/281817$$DView record from Swedish Publication Index$$Hfree_for_read</backlink><backlink>$$Uhttp://kipublications.ki.se/Default.aspx?queryparsed=id:141146680$$DView record from Swedish Publication Index$$Hfree_for_read</backlink></links><search><creatorcontrib>Hedna, Khedidja</creatorcontrib><creatorcontrib>Andersson, Marine L</creatorcontrib><creatorcontrib>Gyllensten, Hanna</creatorcontrib><creatorcontrib>Hägg, Staffan</creatorcontrib><creatorcontrib>Böttiger, Ylva</creatorcontrib><title>Clinical relevance of alerts from a decision support system, PHARAO, for drug safety assessment in the older adults</title><title>BMC geriatrics</title><addtitle>BMC Geriatr</addtitle><description>PHARAO is a decision support system developed to evaluate the risk for a set of either common or serious side-effects resulting from a combination of pharmacodynamic effects from a patient's medications. The objective of this study was to investigate the validity of the risk scores for the common side-effects generated by PHARAO in older patients.
Side-effects included were sedation, constipation, orthostatic symptoms, anticholinergic and serotonergic effects. The alerts generated by PHARAO were tested in 745 persons ≥65 years old. Dispensed prescriptions retrieved from the Swedish prescribed drug register were used to generate the pharmacological risk scores of patients' medications. Symptoms possibly related to side-effects were extracted from medical records data.
The PHARAO system generated 776 alerts, most often for the risk of anticholinergic symptoms. The total specificity estimates of the PHARAO system were 0.95, 0.89 and 0.78 for high, intermediate and low risk alerts, respectively. The corresponding sensitivity estimates were between 0.12 and 0.37. The negative predictive value was 0.90 and the positive predictive value ranged between 0.20-0.25.
The PHARAO system had a high specificity and negative predictive value to detect symptoms possibly associated with the of patients' medications, while the sensitivity and positive predictive value were low. The PHARAO system has the potential to minimise the risk of over-alerts in combination with a drug-drug interaction alert system, but should be used in connection with a medical evaluation of the patient.</description><subject>Adverse drug reaction</subject><subject>Adverse drug reactions</subject><subject>Aged</subject><subject>Analysis</subject><subject>Annan medicin och hälsovetenskap</subject><subject>Anticholinergics</subject><subject>Clinical decision support system</subject><subject>Constipation</subject><subject>Decision making</subject><subject>Decision support systems</subject><subject>Decision Support Systems, Clinical - standards</subject><subject>Drug interaction</subject><subject>Drug Interactions</subject><subject>Drug Therapy, Combination - adverse effects</subject><subject>Drug-Related Side Effects and Adverse Reactions - diagnosis</subject><subject>Drug-Related Side Effects and Adverse Reactions - etiology</subject><subject>Drugs</subject><subject>Elderly</subject><subject>Elderly patients</subject><subject>events</subject><subject>Farmaceutiska vetenskaper</subject><subject>Farmakologi och toxikologi</subject><subject>Female</subject><subject>Geriatrics</subject><subject>Geriatrics & Gerontology</subject><subject>Geriatrik</subject><subject>Gerontologi, medicinsk/hälsovetenskaplig inriktning (Samhällsvetenskaplig inriktn.under 50999)</subject><subject>Health aspects</subject><subject>Humans</subject><subject>Hälso- och sjukvårdsorganisation, hälsopolitik och hälsoekonomi</subject><subject>Hälsovetenskap</subject><subject>impact</subject><subject>Male</subject><subject>Medical Order Entry Systems - 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standards</topic><topic>Drug interaction</topic><topic>Drug Interactions</topic><topic>Drug Therapy, Combination - adverse effects</topic><topic>Drug-Related Side Effects and Adverse Reactions - diagnosis</topic><topic>Drug-Related Side Effects and Adverse Reactions - etiology</topic><topic>Drugs</topic><topic>Elderly</topic><topic>Elderly patients</topic><topic>events</topic><topic>Farmaceutiska vetenskaper</topic><topic>Farmakologi och toxikologi</topic><topic>Female</topic><topic>Geriatrics</topic><topic>Geriatrics & Gerontology</topic><topic>Geriatrik</topic><topic>Gerontologi, medicinsk/hälsovetenskaplig inriktning (Samhällsvetenskaplig inriktn.under 50999)</topic><topic>Health aspects</topic><topic>Humans</topic><topic>Hälso- och sjukvårdsorganisation, hälsopolitik och hälsoekonomi</topic><topic>Hälsovetenskap</topic><topic>impact</topic><topic>Male</topic><topic>Medical Order Entry Systems - standards</topic><topic>Medical records</topic><topic>Medical Records - statistics & numerical data</topic><topic>Medical research</topic><topic>Medication Therapy Management - organization & administration</topic><topic>Medication Therapy Management - standards</topic><topic>Medicin och hälsovetenskap</topic><topic>Medicinska och farmaceutiska grundvetenskaper</topic><topic>mortality</topic><topic>Older adults</topic><topic>Older people</topic><topic>Patient safety</topic><topic>Patients</topic><topic>Pharmacodynamics</topic><topic>Pharmacology and Toxicology</topic><topic>Pharmacovigilance</topic><topic>Pharmacy</topic><topic>Prescription drugs</topic><topic>Prescriptions (Drugs)</topic><topic>prevalence</topic><topic>Quality Improvement</topic><topic>risk</topic><topic>Risk factors</topic><topic>Side effects</topic><topic>Software</topic><topic>Sweden</topic><topic>Validity</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hedna, Khedidja</creatorcontrib><creatorcontrib>Andersson, Marine L</creatorcontrib><creatorcontrib>Gyllensten, Hanna</creatorcontrib><creatorcontrib>Hägg, Staffan</creatorcontrib><creatorcontrib>Böttiger, Ylva</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>SWEPUB Linköpings universitet full text</collection><collection>SwePub</collection><collection>SwePub Articles</collection><collection>SWEPUB Freely available online</collection><collection>SWEPUB Linköpings universitet</collection><collection>SwePub Articles full text</collection><collection>SWEPUB Göteborgs universitet</collection><collection>Directory of Open Access Journals</collection><jtitle>BMC geriatrics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hedna, Khedidja</au><au>Andersson, Marine L</au><au>Gyllensten, Hanna</au><au>Hägg, Staffan</au><au>Böttiger, Ylva</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Clinical relevance of alerts from a decision support system, PHARAO, for drug safety assessment in the older adults</atitle><jtitle>BMC geriatrics</jtitle><addtitle>BMC Geriatr</addtitle><date>2019-06-11</date><risdate>2019</risdate><volume>19</volume><issue>1</issue><spage>164</spage><epage>164</epage><pages>164-164</pages><artnum>164</artnum><issn>1471-2318</issn><eissn>1471-2318</eissn><abstract>PHARAO is a decision support system developed to evaluate the risk for a set of either common or serious side-effects resulting from a combination of pharmacodynamic effects from a patient's medications. The objective of this study was to investigate the validity of the risk scores for the common side-effects generated by PHARAO in older patients.
Side-effects included were sedation, constipation, orthostatic symptoms, anticholinergic and serotonergic effects. The alerts generated by PHARAO were tested in 745 persons ≥65 years old. Dispensed prescriptions retrieved from the Swedish prescribed drug register were used to generate the pharmacological risk scores of patients' medications. Symptoms possibly related to side-effects were extracted from medical records data.
The PHARAO system generated 776 alerts, most often for the risk of anticholinergic symptoms. The total specificity estimates of the PHARAO system were 0.95, 0.89 and 0.78 for high, intermediate and low risk alerts, respectively. The corresponding sensitivity estimates were between 0.12 and 0.37. The negative predictive value was 0.90 and the positive predictive value ranged between 0.20-0.25.
The PHARAO system had a high specificity and negative predictive value to detect symptoms possibly associated with the of patients' medications, while the sensitivity and positive predictive value were low. The PHARAO system has the potential to minimise the risk of over-alerts in combination with a drug-drug interaction alert system, but should be used in connection with a medical evaluation of the patient.</abstract><cop>England</cop><pub>BioMed Central Ltd</pub><pmid>31185943</pmid><doi>10.1186/s12877-019-1179-y</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0002-3364-5767</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adverse drug reaction Adverse drug reactions Aged Analysis Annan medicin och hälsovetenskap Anticholinergics Clinical decision support system Constipation Decision making Decision support systems Decision Support Systems, Clinical - standards Drug interaction Drug Interactions Drug Therapy, Combination - adverse effects Drug-Related Side Effects and Adverse Reactions - diagnosis Drug-Related Side Effects and Adverse Reactions - etiology Drugs Elderly Elderly patients events Farmaceutiska vetenskaper Farmakologi och toxikologi Female Geriatrics Geriatrics & Gerontology Geriatrik Gerontologi, medicinsk/hälsovetenskaplig inriktning (Samhällsvetenskaplig inriktn.under 50999) Health aspects Humans Hälso- och sjukvårdsorganisation, hälsopolitik och hälsoekonomi Hälsovetenskap impact Male Medical Order Entry Systems - standards Medical records Medical Records - statistics & numerical data Medical research Medication Therapy Management - organization & administration Medication Therapy Management - standards Medicin och hälsovetenskap Medicinska och farmaceutiska grundvetenskaper mortality Older adults Older people Patient safety Patients Pharmacodynamics Pharmacology and Toxicology Pharmacovigilance Pharmacy Prescription drugs Prescriptions (Drugs) prevalence Quality Improvement risk Risk factors Side effects Software Sweden Validity |
title | Clinical relevance of alerts from a decision support system, PHARAO, for drug safety assessment in the older adults |
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