Skip to main content
Top
Published in: Drugs - Real World Outcomes 3/2016

Open Access 01-09-2016 | Systematic Review

Risk Factors Associated with the Requirement for Pharmaceutical Intervention in the Hospital Setting: A Systematic Review of the Literature

Authors: Emma Suggett, John Marriott

Published in: Drugs - Real World Outcomes | Issue 3/2016

Login to get access

Abstract

Background

A number of methods exist for the risk assessment of hospital inpatients to determine the likelihood of patients experiencing drug-related problems (DRPs), including manual review of a patient’s medication (medication reviews) and more complex electronic assessment using decision support alerts in electronic prescribing systems. A systematic review was conducted to determine the evidence base for potential risks associated with adult hospital inpatients that could not only lead to medication-related issues but might also be directly associated with pharmacist intervention.

Objectives

The aims were to perform a systematic review of the literature in order to (1) identify all measurable risk factors associated with adult hospital inpatients that potentially lead to a pharmaceutical intervention; (2) critically evaluate the quality of the identified research; and (3) further subcategorise potential risk factors, so that pharmaceutical services may be targeted to patients “at risk” by identifying potential risk factors in a patient’s electronic hospital record.

Methods

A systematic review, conducted in June 2013, searched ten medical literature databases for all papers identifying risks leading to pharmacist interventions or DRPs, adverse drug events (ADEs), adverse drug reactions, drug errors (where not included in the definition of an ADE), and medication-related problems. The search identified 7720 titles, from which 120 papers were sourced. A hand search of a further 11 journals was also performed. No date restrictions were imposed. All primary research and literature reviews were included. Summary articles were excluded with the exception of literature reviews. The inclusion of search outputs was validated by a third party pharmacy research graduate.

Results

From the 7720 titles, 38 publications met the inclusion criteria for the review. The ten most frequently reported risk factors associated with medication-related issues that may potentially lead to a hospital pharmaceutical intervention are as follows (ranked in descending order of frequency): prescription of certain drugs or classes of drugs, polypharmacy, elderly patients (defined as over 65 years), female gender, poor renal function, the presence of multiple comorbidities, length of patient stay, history of drug allergy or sensitivity, patient compliance issues, and poor liver function. The ten classes of drugs most frequently reported to be associated with medication-related issues leading to a hospital pharmaceutical intervention are as follows (ranked in descending order of frequency): intravenous antimicrobials, thrombolytics/anticoagulants, cardiovascular agents, central nervous system agents, corticosteroids, diuretics, chemotherapy, insulin/hypoglycaemics, opiates, and anti-epileptics.

Conclusion

Review of the literature identified 38 papers, from which the ten most frequently reported risk factors linked with factors that are potentially associated with hospital pharmaceutical interventions (all definitions included) were identified. No papers were identified that demonstrated a direct causal relationship between a potential risk factor and hospital pharmaceutical interventions. All of the potential risk factors associated with problems with the use of medicines can be identified from patient records on admission to hospital. These risk factors may be used to identify patients at risk, with a view to targeting pharmaceutical intervention in order to minimise risks of problems with medicines and improve efficiency of clinical pharmacy services.
Literature
2.
go back to reference Lazarou J, Pomeranz BH, Corey PN. Incidence of adverse drug reactions in hospitalized patients. JAMA J Am Med Assoc. 1998;279:1200–5.CrossRef Lazarou J, Pomeranz BH, Corey PN. Incidence of adverse drug reactions in hospitalized patients. JAMA J Am Med Assoc. 1998;279:1200–5.CrossRef
3.
go back to reference Avery AJ, Rodgers S, Cantrill JA, et al. A pharmacist-led information technology intervention for medication errors (PINCER): a multicentre, cluster randomised, controlled trial and cost-effectiveness analysis. Lancet. 2012;379:1310–9.CrossRefPubMed Avery AJ, Rodgers S, Cantrill JA, et al. A pharmacist-led information technology intervention for medication errors (PINCER): a multicentre, cluster randomised, controlled trial and cost-effectiveness analysis. Lancet. 2012;379:1310–9.CrossRefPubMed
4.
go back to reference Carter BL, Malone DC, Billups SJ, et al. Interpreting the findings of the IMPROVE study. Am J Health-Syst Pharm AJHP Off J Am Soc. Health-Syst Pharm. 2001;58:1330–7. Carter BL, Malone DC, Billups SJ, et al. Interpreting the findings of the IMPROVE study. Am J Health-Syst Pharm AJHP Off J Am Soc. Health-Syst Pharm. 2001;58:1330–7.
5.
go back to reference Fick DM, Cooper JW, Wade WE, et al. Updating the Beers criteria for potentially inappropriate medication use in older adults: results of a US consensus panel of experts. Arch Intern Med. 2003;163:2716–24.CrossRefPubMed Fick DM, Cooper JW, Wade WE, et al. Updating the Beers criteria for potentially inappropriate medication use in older adults: results of a US consensus panel of experts. Arch Intern Med. 2003;163:2716–24.CrossRefPubMed
6.
go back to reference Lam MP, Cheung BM. The use of STOPP/START criteria as a screening tool for assessing the appropriateness of medications in the elderly population. Expert Rev Clin Pharmacol. 2012;5:187–97.CrossRefPubMed Lam MP, Cheung BM. The use of STOPP/START criteria as a screening tool for assessing the appropriateness of medications in the elderly population. Expert Rev Clin Pharmacol. 2012;5:187–97.CrossRefPubMed
7.
go back to reference Masica AL, Touchette DR, Dolor RJ, et al. Evaluation of a medication therapy management program in Medicare beneficiaries at high risk of adverse drug events: study methods. Adv Patient Saf N Dir Altern Approaches. 2008;4:8–34. Masica AL, Touchette DR, Dolor RJ, et al. Evaluation of a medication therapy management program in Medicare beneficiaries at high risk of adverse drug events: study methods. Adv Patient Saf N Dir Altern Approaches. 2008;4:8–34.
8.
go back to reference Gordon KJ, Smith FJ, Dhillon S. The development and validation of a screening tool for the identification of patients experiencing medication-related problems. Int J Pharm Pract. 2005;13:187–93.CrossRef Gordon KJ, Smith FJ, Dhillon S. The development and validation of a screening tool for the identification of patients experiencing medication-related problems. Int J Pharm Pract. 2005;13:187–93.CrossRef
9.
go back to reference Meyer-Massetti C, Cheng CM, Schwappach DLB, et al. Systematic review of medication safety assessment methods. Am J Health Syst Pharm. 2011;68:227–40.CrossRefPubMed Meyer-Massetti C, Cheng CM, Schwappach DLB, et al. Systematic review of medication safety assessment methods. Am J Health Syst Pharm. 2011;68:227–40.CrossRefPubMed
10.
go back to reference Neubert A, Dormann H, Prokosch H-U, et al. E-pharmacovigilance: development and implementation of a computable knowledge base to identify adverse drug reactions. Br J Clin Pharmacol. 2013;76:69–77.CrossRefPubMedPubMedCentral Neubert A, Dormann H, Prokosch H-U, et al. E-pharmacovigilance: development and implementation of a computable knowledge base to identify adverse drug reactions. Br J Clin Pharmacol. 2013;76:69–77.CrossRefPubMedPubMedCentral
11.
go back to reference Rommers MK, Zegers MH, De Clercq PA, et al. Development of a computerised alert system, ADEAS, to identify patients at risk for an adverse drug event. Qual Saf Health Care. 2010;19:e35.PubMed Rommers MK, Zegers MH, De Clercq PA, et al. Development of a computerised alert system, ADEAS, to identify patients at risk for an adverse drug event. Qual Saf Health Care. 2010;19:e35.PubMed
12.
go back to reference Silverman JB, Stapinski CD, Huber C, et al. Computer-based system for preventing adverse drug events. Am J Health-Syst Pharm AJHP Off J Am Soc Health-Syst Pharm. 2004;61:1599–603. Silverman JB, Stapinski CD, Huber C, et al. Computer-based system for preventing adverse drug events. Am J Health-Syst Pharm AJHP Off J Am Soc Health-Syst Pharm. 2004;61:1599–603.
17.
go back to reference Saedder EA, Brock B, Nielsen LP, et al. Identifying high-risk medication: a systematic literature review. Eur J Clin Pharmacol. 2014;70:637–45.CrossRefPubMed Saedder EA, Brock B, Nielsen LP, et al. Identifying high-risk medication: a systematic literature review. Eur J Clin Pharmacol. 2014;70:637–45.CrossRefPubMed
18.
go back to reference Onder G, Petrovic M, Tangiisuran B, et al. Development and validation of a score to assess risk of adverse drug reactions among in-hospital patients 65 years or older: the GerontoNet ADR risk score. Arch Intern Med. 2010;170:1142–8.CrossRefPubMed Onder G, Petrovic M, Tangiisuran B, et al. Development and validation of a score to assess risk of adverse drug reactions among in-hospital patients 65 years or older: the GerontoNet ADR risk score. Arch Intern Med. 2010;170:1142–8.CrossRefPubMed
19.
go back to reference Moher D, Liberati A, Tetzlaff J, et al. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. BMJ. 2009;339:b2535-b2535.CrossRef Moher D, Liberati A, Tetzlaff J, et al. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. BMJ. 2009;339:b2535-b2535.CrossRef
20.
go back to reference Richardson WS, Wilson MC, Nishikawa J, et al. The well-built clinical question: a key to evidence-based decisions. ACP J Club. 1995;123:A12–3.PubMed Richardson WS, Wilson MC, Nishikawa J, et al. The well-built clinical question: a key to evidence-based decisions. ACP J Club. 1995;123:A12–3.PubMed
21.
go back to reference Alderman CP, Farmer C. A brief analysis of clinical pharmacy interventions undertaken in an Australian teaching hospital. J Qual Clin Pract. 2001;21:99–103.CrossRefPubMed Alderman CP, Farmer C. A brief analysis of clinical pharmacy interventions undertaken in an Australian teaching hospital. J Qual Clin Pract. 2001;21:99–103.CrossRefPubMed
22.
go back to reference Al-Hajje AH, Atoui F, Awada S, et al. Drug-related problems identified by clinical pharmacist’s students and pharmacist’s interventions. Ann Pharm Fr. 2012;70:169–76.CrossRefPubMed Al-Hajje AH, Atoui F, Awada S, et al. Drug-related problems identified by clinical pharmacist’s students and pharmacist’s interventions. Ann Pharm Fr. 2012;70:169–76.CrossRefPubMed
23.
go back to reference Bates DW, Miller EB, Cullen DJ, et al. Patient risk factors for adverse drug events in hospitalized patients. ADE Prevention Study Group. Arch Intern Med. 1999;159:2553–60.CrossRefPubMed Bates DW, Miller EB, Cullen DJ, et al. Patient risk factors for adverse drug events in hospitalized patients. ADE Prevention Study Group. Arch Intern Med. 1999;159:2553–60.CrossRefPubMed
24.
go back to reference Blix HS, Viktil KK, Reikvam A, et al. The majority of hospitalised patients have drug-related problems: results from a prospective study in general hospitals. Eur J Clin Pharmacol. 2004;60:651–8.CrossRefPubMed Blix HS, Viktil KK, Reikvam A, et al. The majority of hospitalised patients have drug-related problems: results from a prospective study in general hospitals. Eur J Clin Pharmacol. 2004;60:651–8.CrossRefPubMed
25.
go back to reference Bowman L, Carlstedt BC, Hancock EF, et al. Adverse drug reaction (ADR) occurrence and evaluation in elderly inpatients. Pharmacoepidemiol Drug Saf. 1996;5:9–18.CrossRefPubMed Bowman L, Carlstedt BC, Hancock EF, et al. Adverse drug reaction (ADR) occurrence and evaluation in elderly inpatients. Pharmacoepidemiol Drug Saf. 1996;5:9–18.CrossRefPubMed
26.
go back to reference Bowman L, Carlstedt BC, Black CD. Incidence of adverse drug reactions in adult medical inpatients. Can J Hosp Pharm. 1994;47:209.PubMed Bowman L, Carlstedt BC, Black CD. Incidence of adverse drug reactions in adult medical inpatients. Can J Hosp Pharm. 1994;47:209.PubMed
27.
go back to reference Calderón-Ospina C, Bustamante-Rojas C. The DoTS classification is a useful way to classify adverse drug reactions: a preliminary study in hospitalized patients: evaluation of adverse drug reactions. Int J Pharm Pract. 2010;18:230–5.CrossRefPubMed Calderón-Ospina C, Bustamante-Rojas C. The DoTS classification is a useful way to classify adverse drug reactions: a preliminary study in hospitalized patients: evaluation of adverse drug reactions. Int J Pharm Pract. 2010;18:230–5.CrossRefPubMed
28.
go back to reference Camargo AL, Ferreira MBC, Heineck I. Adverse drug reactions: a cohort study in internal medicine units at a university hospital. Eur J Clin Pharmacol. 2006;62:143–9.CrossRefPubMed Camargo AL, Ferreira MBC, Heineck I. Adverse drug reactions: a cohort study in internal medicine units at a university hospital. Eur J Clin Pharmacol. 2006;62:143–9.CrossRefPubMed
29.
go back to reference Carbonin P, Pahor M, Bernabei R, et al. Is age an independent risk factor of adverse drug reactions in hospitalized medical patients? J Am Geriatr Soc. 1991;39:1093–9.CrossRefPubMed Carbonin P, Pahor M, Bernabei R, et al. Is age an independent risk factor of adverse drug reactions in hospitalized medical patients? J Am Geriatr Soc. 1991;39:1093–9.CrossRefPubMed
30.
go back to reference Classen DC, Pestotnik SL, Evans RS, et al. Computerized surveillance of adverse drug events in hospital patients. JAMA. 1991;266:2847–51.CrossRefPubMed Classen DC, Pestotnik SL, Evans RS, et al. Computerized surveillance of adverse drug events in hospital patients. JAMA. 1991;266:2847–51.CrossRefPubMed
31.
go back to reference Claydon-Platt K, Manias E, Dunning T. Medication-related problems occurring in people with diabetes during an admission to an adult teaching hospital: a retrospective cohort study. Diabetes Res Clin Pract. 2012;97:223–30.CrossRefPubMed Claydon-Platt K, Manias E, Dunning T. Medication-related problems occurring in people with diabetes during an admission to an adult teaching hospital: a retrospective cohort study. Diabetes Res Clin Pract. 2012;97:223–30.CrossRefPubMed
32.
go back to reference Davies EC, Green CF, Taylor S, et al. Adverse drug reactions in hospital in-patients: a prospective analysis of 3695 patient-episodes. PLoS One. 2009;4:e4439.CrossRefPubMedPubMedCentral Davies EC, Green CF, Taylor S, et al. Adverse drug reactions in hospital in-patients: a prospective analysis of 3695 patient-episodes. PLoS One. 2009;4:e4439.CrossRefPubMedPubMedCentral
33.
go back to reference Dequito AB, Mol PGM, van Doormaal JE, et al. Preventable and non-preventable adverse drug events in hospitalized patients: a prospective chart review in the Netherlands. Drug Saf Int J Med Toxicol Drug Exp. 2011;34:1089–100.CrossRef Dequito AB, Mol PGM, van Doormaal JE, et al. Preventable and non-preventable adverse drug events in hospitalized patients: a prospective chart review in the Netherlands. Drug Saf Int J Med Toxicol Drug Exp. 2011;34:1089–100.CrossRef
34.
go back to reference Fattinger K, Roos M, Vergères P, et al. Epidemiology of drug exposure and adverse drug reactions in two Swiss departments of internal medicine. Br J Clin Pharmacol. 2000;49:158–67.CrossRefPubMedPubMedCentral Fattinger K, Roos M, Vergères P, et al. Epidemiology of drug exposure and adverse drug reactions in two Swiss departments of internal medicine. Br J Clin Pharmacol. 2000;49:158–67.CrossRefPubMedPubMedCentral
35.
go back to reference Fields W, Tedeschi C, Foltz J, et al. Reducing preventable medication safety events by recognizing renal risk. Clin Nurse Spec CNS. 2008;22:73–80.CrossRefPubMed Fields W, Tedeschi C, Foltz J, et al. Reducing preventable medication safety events by recognizing renal risk. Clin Nurse Spec CNS. 2008;22:73–80.CrossRefPubMed
36.
go back to reference Gurwitz JH, Avorn J. The ambiguous relation between aging and adverse drug reactions. Ann Intern Med. 1991;114:956–66.CrossRefPubMed Gurwitz JH, Avorn J. The ambiguous relation between aging and adverse drug reactions. Ann Intern Med. 1991;114:956–66.CrossRefPubMed
37.
go back to reference Hoonhout LH, de Bruijne MC, Wagner C, et al. Nature, occurrence and consequences of medication-related adverse events during hospitalization: a retrospective chart review in the Netherlands. Drug Saf. 2010;33:853–64.CrossRefPubMed Hoonhout LH, de Bruijne MC, Wagner C, et al. Nature, occurrence and consequences of medication-related adverse events during hospitalization: a retrospective chart review in the Netherlands. Drug Saf. 2010;33:853–64.CrossRefPubMed
40.
go back to reference Johnston PE, France DJ, Byrne DW, et al. Assessment of adverse drug events among patients in a tertiary care medical center. Am J Health-Syst Pharm AJHP Off J Am Soc Health-Syst Pharm. 2006;63:2218–27.CrossRef Johnston PE, France DJ, Byrne DW, et al. Assessment of adverse drug events among patients in a tertiary care medical center. Am J Health-Syst Pharm AJHP Off J Am Soc Health-Syst Pharm. 2006;63:2218–27.CrossRef
41.
go back to reference Kanjanarat P, Winterstein AG, Johns TE, et al. Nature of preventable adverse drug events in hospitals: a literature review. Am J Health-Syst Pharm AJHP Off J Am Soc Health-Syst Pharm. 2003;60:1750–9. Kanjanarat P, Winterstein AG, Johns TE, et al. Nature of preventable adverse drug events in hospitals: a literature review. Am J Health-Syst Pharm AJHP Off J Am Soc Health-Syst Pharm. 2003;60:1750–9.
42.
go back to reference Kelly WN. Potential risks and prevention, part 1: fatal adverse drug events. Am J Health Syst Pharm. 2001;58:1317–24.PubMed Kelly WN. Potential risks and prevention, part 1: fatal adverse drug events. Am J Health Syst Pharm. 2001;58:1317–24.PubMed
43.
go back to reference Kelly WN. Potential risks and prevention, part 2: drug-induced permanent disabilities. Am J Health Syst Pharm. 2001;58:1325–9.PubMed Kelly WN. Potential risks and prevention, part 2: drug-induced permanent disabilities. Am J Health Syst Pharm. 2001;58:1325–9.PubMed
44.
go back to reference Krähenbühl-Melcher A, Schlienger R, Lampert M, et al. Drug-related problems in hospitals: a review of the recent literature. Drug Saf Int J Med Toxicol Drug Exp. 2007;30:379–407.CrossRef Krähenbühl-Melcher A, Schlienger R, Lampert M, et al. Drug-related problems in hospitals: a review of the recent literature. Drug Saf Int J Med Toxicol Drug Exp. 2007;30:379–407.CrossRef
45.
go back to reference Marcellino K, Kelly WN. Potential risks and prevention, part 3: drug-induced threats to life. Am J Health Syst Pharm. 2001;58:1399–405.PubMed Marcellino K, Kelly WN. Potential risks and prevention, part 3: drug-induced threats to life. Am J Health Syst Pharm. 2001;58:1399–405.PubMed
46.
go back to reference O’Connor MN, Gallagher P, Byrne S, et al. Adverse drug reactions in older patients during hospitalisation: are they predictable? Age Ageing. 2012;41:771–6.CrossRefPubMed O’Connor MN, Gallagher P, Byrne S, et al. Adverse drug reactions in older patients during hospitalisation: are they predictable? Age Ageing. 2012;41:771–6.CrossRefPubMed
47.
go back to reference Pearson TF, Pittman DG, Longley JM, et al. Factors associated with preventable adverse drug reactions. Am J Hosp Pharm. 1994;51:2268–72.PubMed Pearson TF, Pittman DG, Longley JM, et al. Factors associated with preventable adverse drug reactions. Am J Hosp Pharm. 1994;51:2268–72.PubMed
48.
go back to reference Runciman WB. Adverse drug events and medication errors in Australia. Int J Qual Health Care. 2003;15:49i–59i.CrossRef Runciman WB. Adverse drug events and medication errors in Australia. Int J Qual Health Care. 2003;15:49i–59i.CrossRef
49.
go back to reference Samuel SA, Rajendran SD, Ebenezzar S, et al. Surveillance of adverse drug reactions at two multidisciplinary hospitals and an outpatient specialty clinic in India. Int J Pharm Pract. 2002;10:115–20.CrossRef Samuel SA, Rajendran SD, Ebenezzar S, et al. Surveillance of adverse drug reactions at two multidisciplinary hospitals and an outpatient specialty clinic in India. Int J Pharm Pract. 2002;10:115–20.CrossRef
51.
go back to reference Smith JW, Seidl LG, Cluff LE. Studies on the epidemiology of adverse drug reactions V. Clinical factors influencing susceptibility. Ann Intern Med. 1966;65:629–40.CrossRefPubMed Smith JW, Seidl LG, Cluff LE. Studies on the epidemiology of adverse drug reactions V. Clinical factors influencing susceptibility. Ann Intern Med. 1966;65:629–40.CrossRefPubMed
53.
go back to reference Tegeder I, Levy M, Muth-Selbach U, et al. Retrospective analysis of the frequency and recognition of adverse drug reactions by means of automatically recorded laboratory signals. Br J Clin Pharmacol. 1999;47:557–64.CrossRefPubMedPubMedCentral Tegeder I, Levy M, Muth-Selbach U, et al. Retrospective analysis of the frequency and recognition of adverse drug reactions by means of automatically recorded laboratory signals. Br J Clin Pharmacol. 1999;47:557–64.CrossRefPubMedPubMedCentral
54.
go back to reference Van den Bemt P, Egberts ACG, Lenderink AW, et al. Risk factors for the development of adverse drug events in hospitalized patients. Pharm World Sci. 2000;22:62–6.CrossRefPubMed Van den Bemt P, Egberts ACG, Lenderink AW, et al. Risk factors for the development of adverse drug events in hospitalized patients. Pharm World Sci. 2000;22:62–6.CrossRefPubMed
55.
go back to reference Van Kraaij DJ, Haagsma CJ, Go IH, et al. Drug use and adverse drug reactions in 105 elderly patients admitted to a general medical ward. Neth J Med. 1994;44:166.CrossRefPubMed Van Kraaij DJ, Haagsma CJ, Go IH, et al. Drug use and adverse drug reactions in 105 elderly patients admitted to a general medical ward. Neth J Med. 1994;44:166.CrossRefPubMed
56.
go back to reference Viktil KK, Blix HS, Moger TA, et al. Polypharmacy as commonly defined is an indicator of limited value in the assessment of drug-related problems. Br J Clin Pharmacol. 2007;63:187–95.CrossRefPubMed Viktil KK, Blix HS, Moger TA, et al. Polypharmacy as commonly defined is an indicator of limited value in the assessment of drug-related problems. Br J Clin Pharmacol. 2007;63:187–95.CrossRefPubMed
57.
go back to reference Wiffen P, Gill M, Edwards J, et al. Adverse drug reactions in hospital patients: a systematic review of the prospective and retrospective studies. Bandolier Extra. 2002;101:1–16. Wiffen P, Gill M, Edwards J, et al. Adverse drug reactions in hospital patients: a systematic review of the prospective and retrospective studies. Bandolier Extra. 2002;101:1–16.
Metadata
Title
Risk Factors Associated with the Requirement for Pharmaceutical Intervention in the Hospital Setting: A Systematic Review of the Literature
Authors
Emma Suggett
John Marriott
Publication date
01-09-2016
Publisher
Springer International Publishing
Published in
Drugs - Real World Outcomes / Issue 3/2016
Print ISSN: 2199-1154
Electronic ISSN: 2198-9788
DOI
https://doi.org/10.1007/s40801-016-0083-4

Other articles of this Issue 3/2016

Drugs - Real World Outcomes 3/2016 Go to the issue