519
Views
29
CrossRef citations to date
0
Altmetric
Original Research

Drug-related problems in patients with rheumatoid arthritis

, &
Pages 505-524 | Published online: 21 Mar 2019

Abstract

Background

Rheumatoid arthritis (RA) patients are at risk of acquiring drug-related problems (DRPs). However, there has been a lack of studies on DRPs in patients with RA up to now.

Method

This retrospective study was conducted in a tertiary hospital in Malaysia from January 2012 to December 2017 with the purpose of assessing DRPs in RA patients and factors associated with its occurrence. A total of 200 patients who had received pharmacological treatment for RA were enrolled in this study. Assessment of DRPs was based on the Pharmaceutical Network Care Europe tool version 5.01.

Results

A total of 289 DRPs with an average of 1.5±1.0 problems per patient were identified, in which 78.5% of the population had at least one DRP. The most common DRPs encountered were adverse reactions (38.8%), drug interactions (33.6%), and drug-choice problems (14.5%). Factors that had significant association with the occurrence of DRPs were polypharmacy (P=0.003), multiple comorbidities (P=0.001), hyperlipidemia (P=0.009), osteo (P=0.040), and renal impairment (P=0.044). These data indicated that the prevalence of DRPs was high among RA patients.

Conclusion

Early identification of types of DRPs and associated factors may enhance the prevention and management of RA.

Introduction

Rheumatoid arthritis (RA) is a chronic autoimmune disease that gives rise to inflammation of joints, characterized by swelling and pain.Citation1 RA can progress from self-limiting arthritis to irreversible joint destruction, and eventually to morbidity and disability.Citation2 The prevalence of RA in Southeast Asia is 0.4%, and is around 1% of the population worldwide.Citation3,Citation4 According to the Malaysian National Inflammatory Arthritis Registry, incidence is approximately double in female: 70% of RA patients are females. A study in the French West Indies has reported that the incidence of RA increases with age until around the eighth decade of life and declines thereafter.Citation5

Symptoms and severity of RA can vary for each individual to a different extent. Some may experience mild–moderate forms with periods of flares and remission, while others may have severe forms, which stay active most of the time and last a lifetime.Citation6 However, the specific causes of RA remain unclear.Citation7 It is believed that a combination of genetic and environmental factors, such as female sex, family history, and exposure to tobacco smoke, are associated with the etiology of RA.Citation4 Drug classes used to treat RA include nonsteroidal anti-inflammatory drugs (NSAIDs), disease-modifying antirheumatic drugs (DMARDs), and corticosteroids, the selection of drug depending on the severity of the disease.Citation8

RA may lead to multiple complications and comorbidities, such as cardiovascular, pulmonary, and neuropsychiatric diseases, infection, and malignancy.Citation9 The risk of cardiovascular disease is higher by 1.5-fold to 2-fold in RA patients, due to systemic chronic inflammation of RA.Citation10 According to a previous study, RA patients have two or more comorbidities on average.Citation11 A recent nationwide survey in South Korea showed that the most frequently associated comorbidities in RA patients included hypertension (30.3%), osteoarthritis (22.6%), dyslipidemia (14.1%), diabetes mellitus (12.9%), and depression (11.2%).Citation12 The presence of comorbidities may affect the common outcome measures used specifically in RA, especially joint scores, remission and response criteria, and functional disability assessment.Citation13 Furthermore, it will enhance the complexity of disease in patients with RA, which in turn poses the risk of acquiring drug-related problems (DRPs).

DRPs are events or circumstances involving drug therapy that actually or potentially interfere with desired health outcomes.Citation14 There is a high incidence of DRPs in RA patients, such as drug–drug interactions, dosing problems, drug-choice problems, and adverse reactions.Citation15 The incidence of DRPs is probably higher in elderly RA patients who receive multiple drugs to treat their comorbidities, resulting in polypharmacy and complex medication regimens.Citation16 High inflammatory activity and long duration of treatment for chronic RA have also been shown to contribute to DRPs.Citation16

In Malaysia, there have been studies done on DRPs in other diseases, including erectile dysfunction, benign prostatic hyperplasia, and diabetes mellitus.Citation17Citation19 However, there has been a lack of studies on DRPs in patients with RA up to now. Currently, there are very limited data on DRPs in patients with RA in Malaysia. Owing to the potentially poor prognosis and susceptibility of acquiring DRPs that may affect quality of life, this study is crucial to provide additional data on the types and factors associated with DRPs in RA patients.

Methods

Study design and setting

This was a cross-sectional retrospective study conducted at the University of Malaya Medical Center (UMMC), a specialist tertiary hospital in Malaysia with approximately 1,300 beds, comprising 44 wards and serving around 1.7 million people in the Klang Valley area.

Study population and sampling framework

This study included a minimum sample of 95 patients, which was calculated by using Epi Info 7.0 (Centers for Disease Control and Prevention, Atlanta, GA, USA). In this program, the two-sided confidence level was set as 95%, corresponding to a significance level (α) of 0.05. The desired power (1 – β) of the study was fixed as 80%. The expected proportion of RA patients was calculated based on the prevalence of RA, which is 1% worldwide. The study population consisted of all RA patients who fulfilled the requirements of the American College of Rheumatology (ACR)–European League Against Rheumatism (EULAR) 2010 criteria and CD10 code M05 and who had visited the UMMC from January 1, 2012 to December 31, 2017.

Study procedures

This study was in compliance with the Declaration of Helsinki, and it was approved by the medical ethics committee of the UMMC (20171030-5727). The committee waived the need for written informed consent from patients. Patient records were anonymized and deidentification of data done preceding analysis. The list of RA patients that fulfilled the ACR–EULAR 2010 criteria and ICD10 classification was retrieved from patient-information records of the UMMC. Patients were then screened for fulfillment of inclusion criteria based on the Ipesakit database. Thereafter, all relevant data stipulated in the data-collection form were collected from patients’ electronic medical records. As this retrospective study was highly dependent on medical records as the only source of data, assessment of causality associated with DRPs was less robust. shows an overview of methodology.

Figure 1 Overview of methodology.

Abbreviation: UMMC, University of Malaya Medical Centre.
Figure 1 Overview of methodology.

Inclusion criteria were patients 18 years old and above, diagnosed with RA, and had received at least one medication indicated for RA. Exclusion criteria were patients with missing data, diagnosed with RA, but had not received any pharmacological treatment, and diagnosed with RA, but had received only nonpharmacological or complementary alternative medicines.

Data collection

Data collected were demographic information, such as age at diagnosis, age at initiation of RA treatment, sex, ethnicity, weight, height, body-mass index, and smoking and alcohol-consumption status; clinical characteristics, such as duration of hospitalization, time from RA diagnosis, RA extra-articular manifestation, complications, and comorbidities; laboratory results, including CRP, erythrocyte-sedimentation rate, and other monitoring parameters stated in medical folders; medications used in the treatment of RA, including corticosteroids, conventional synthetic DMARDs (csDMARDs), biological DMARDs, and other concurrent medications. Assessment of DRPs was based on the Pharmaceutical Care Network Europe (PCNE) classification version 5.01 and definitions of terms are given in .

Table 1 Definition of terms

Classification and assessment of DRPs

DRPs were categorized using PCNE classification version 5.01. The version used has been validated, is adapted regularly, and is compatible with previous versions. This classification was the most suitable tool to match the study objective and methodology, and hence was used in this study to assess problems, causes, and interventions associated with DRPs. Basically there are six primary domains with 21 subdomains for problems, six primary domains with 33 subdomains for causes, and five primary domains with 17 subdomains for interventions.Citation14 The classification is useful in research related to DRPs, as it acts as a process indicator in studies of pharmaceutical care outcomes. In this study, we screened data and information from patients’ medication records to identify DRPs and their possible causes. Other than that, by referring to standard guidelines and literature reviews, we assessed such DRPs as adverse reactions, drug-choice problems, dosing problems, drug-use problems, and possible drug interactions. The authors (clinical pharmacist and rheumatologist) were involved in the identification and classification of DRPs.

Updated Beers criteria

The 2015 American Geriatrics Society Beers criteria consist of lists of medications that are potentially inappropriate to be used among elderly patients. Lists of medications comprise drugs that should be avoided or have their dose adjusted in certain conditions, like kidney failure in geriatrics. In this study, the Beers criteria served as a tool to assess the appropriateness of medications used in RA patients for the items included under the domain of drug-choice problems in PCNE version 5.01.

Statistical techniques

All collected and extracted data were analyzed with SPSS version 23.0 (IBM, Armonk, NY, USA). For categorical data, nominal and ordinal data are expressed as frequency or percentage. Frequency tables were used to tabulate and present such data as demographic and clinical characteristics of RA patients, different types of DRPs, and causes of DRPs. Other than frequency tables, categorical data are presented as bar charts as well. Associations between two categorical variables, such as patients’ characteristics and occurrence of DRPs, are indicated by Pearson’s χ2 test and logistic regression. Fisher’s exact test was used for a two-by-two table if expected counts were fewer than five. Statistical significance was assumed at P<0.05.

Results

Demographic characteristics

A total of 200 patients were enrolled in this study. There were 1,532 cases derived from patients, which comprised 361 admissions and 1,171 follow-ups to the hospital. As shown in , the majority of the patients belonged to the age-group of 60–69 years. Ages of the study population ranged from 22 to 91 years, with the median age of 64 (IQR 15) years.

Figure 2 Age-groups of study population (years, n=200).

Figure 2 Age-groups of study population (years, n=200).

shows the demographic characteristics of this study population. Nonelderly patients were present in an almost-equal proportion as elderly patients: only 4% greater. The number of female patients (86%) was five times higher than male patients (14%). Indian was the most popular ethnic group, making up 40.5% of the population, followed by Malay, Chinese, and others. For body-mass index, only 16.5% of the data were retrievable. Social history of smoking and alcohol were available in only 20% and 10% of the study population, respectively.

Table 2 Demographic characteristics of study population (n=200)

Clinical characteristics

Around half the study population (51%) had RA for <10 years. Sjögren’s syndrome contributed to the highest percentage (10%) among RA complications, followed by lung fibrosis (5.5%). On average, each patient had 3.1±1.8 comorbidities, ranging from one to eight diseases. More than half the population (56.5%) had three or more comorbidities. Hyperlipidemia and hypertension were the top two comorbidities, found in 56% and 55% of patients, respectively. Approximately a third of the patients (33%) had comorbid type 2 diabetes mellitus, 27.5% suffered from osteoarthritis, and 25.5% had osteoporosis. Only 4% of the population had no comorbidities. Approximately two-thirds (64.5%) of patients were found to have polypharmacy, which involved 74% of the elderly population. The mean number of medications received by each patient was 5.5±2.3, ranging from 1 to 12 ().

Table 3 Clinical characteristics of study population (n=200)

Medications used in study population

RA medications

In this study, csDMARD monotherapy was the most commonly prescribed for RA patients, which involved the single use of such csDMARDs as methotrexate (Mtx), sulfasalazine, hydroxychloroquine, or leflunomide. As shown in , approximately 60% of the patient population received csDMARD monotherapy. Double-csDMARD therapy was used in around a quarter of the patients, followed by <10% of the population who received triple-csDMARD therapy. In contrast, the use of biologics and immunosuppressive drugs was less common, representing 1.0% and 0.5%, respectively.

Figure 3 Drug categories used in patients (n=200).

Abbreviations: bDMARD, biological disease-modifying antirheumatic drug; csDMARDs, conventional synthetic DMARDs.
Figure 3 Drug categories used in patients (n=200).

Among DMARDs, Mtx was the most frequently prescribed. As shown in , 133 of the 200 patients (66.5%) received Mtx for RA treatment. The most common dose of Mtx was 7.5 mg per week (15%), followed by 10 mg per week (13%). Approximately a third of the patients (32.5%) were treated with sulfasalazine, and the most widely prescribed dose was 1,000 mg per day (14.5%). Hydroxychloroquine was more commonly used than leflunomide, with a difference of 17%. In terms of dosing, hydroxychloroquine 400 mg per day was among the most commonly prescribed dose compared to other dosing, comprising 19% of the patient population.

Table 4 DMARDs commonly used in RA patients (n=200)Table Footnotea

There were four drugs used as adjunctive therapy in the study population. About 50% of the population received prednisolone as an adjunct. Of the 99 patients who received prednisolone, 80% had been prescribed the drug at the most common dose of 5 mg per day. Among painkillers, NSAIDs were preferable to be prescribed (28.5%) compared to paracetamol and tramadol, with common use of celecoxib 200 mg per day.

Concurrent medications

Several classes of drugs were reported to be commonly used in the study population. reveals the top ten concurrent medications with the highest percentage frequency. Statins were the most frequently implicated drug class, and had been prescribed in >50% of the patients. Among statins, simvastatin 20 mg was the most common, as it had been used in approximately 82% of 109 patients who received statins as a lipid-lowering agent. Gastroprotective agents were prescribed in about a third (33.5%) of the study population, including 28% proton-pump inhibitors and 5.5% H2 antagonists. The most common antidiabetic drug prescribed in the study was metformin, either as monotherapy or combination therapy, received by more than a quarter of the patients (26%).

Figure 4 Classes of concurrent medications (n=200).

Note: Patients may have had more than one concurrent medication.
Abbreviations: ARBs, angiotensin-receptor blockers; CCBs, calcium-channel blockers.
Figure 4 Classes of concurrent medications (n=200).

For antihypertensive agents, calcium-channel blockers were found to be most commonly prescribed, prescribed in approximately 30% of the study population. These were followed by angiotensin-converting enzyme inhibitors, β-blockers, diuretics and angiotensin-receptor blockers, while α-blockers, such as prazosin, were the least commonly prescribed antihypertensive agent, used by only 3% of the study population. Antibiotics were used in 10.5% of the patient population, with amoxicillin the most commonly prescribed, representing 75% of patients who received antibiotics.

Drug-related problems

A total of 289 DRPs were identified in the 200 patients. On average, each patient had 1.5±1.0 problems with 1.5±1.0 causes. The number of DRPs in the patients ranged from zero to five. A total of 157 patients (78.5%) were detected with at least one DRP. As shown in , the top two domains of DRPs were adverse reactions (38.8%) and interactions (33.6%) in which both accounted for more than a third of the population. This was followed by drug-choice problems (14.5%), drug-use problems (7.6%) and dosing problems (3.8%). Other domains had the lowest incidence, making up only 1.7% of all DRPs.

Figure 5 Drug-related problems (n=289).

Figure 5 Drug-related problems (n=289).

Adverse reactions

A total of 112 cases of adverse reactions were identified, including nonallergic, allergic, and toxic effects of drugs (). Most adverse reactions were associated with the use of DMARDs, especially Mtx. For nonallergic side effects, there were 19 cases reported with the use of Mtx that resulted in myelosuppression, including pancytopenia, bicytopenia, leukopenia, neutropenia, and thrombocytopenia. Gastrointestinal disturbances secondary to Mtx occurred in 17 patients, comprising nausea, vomiting, diarrhea, and epigastric pain. Elevated levels of liver enzymes associated with Mtx were reported as transaminitis in 14 cases, and hepatitis was experienced by six patients. There were seven cases of pneumonitis reported in patients receiving Mtx, and four patients developed lung fibrosis. Oral ulcers were also reported as side effects of Mtx in four cases. One patient complained of alopecia after receiving Mtx. Also, sulfasalazine caused neutropenia, nausea, vomiting, and diarrhea. Hydroxychloroquine was associated with blurred vision and maculopathy, whereas leflunomide was reported to cause cardiomyopathy in one case.

Table 5 Adverse reactions (n=289)

For allergic side effects, rash attributed to the use of Mtx, sulfasalazine, leflunomide, and infliximab was reported in seven cases. Dermatitis due to Mtx, hydroxychloroquine, and adalimumab was also reported. There was one patient that suffered from acute generalized erythematous pustulosis caused by sulfasalazine. All adverse reactions were diagnosed by clinical suspicion and interpreted from clinical findings and history. As such, associations between drugs and adverse reactions could not be completely verified.

Drug-choice problems

As shown in , inappropriate drug choice and untreated indications were the two most commonly detected drug-choice problems. There were 25 cases where no drugs were given, despite clear indications. For instance, hyperlipidemia was left untreated in eleven cases, persistently high blood pressure in seven, and four cases showed no treatment was given for symptomatic anemia.

Table 6 Drug-choice problems (n=289)

According to updated Beers criteria, several drugs prescribed for elderly patients were considered inappropriate and high risk in this study, which accounted for most of the problems of inappropriate drug choice identified, including diphenhydramine (four cases), chlorpheniramine (two cases), ticlopidine (three cases), amitriptyline (two cases), and nifedipine (one case). There was also one case where NSAIDs were prescribed in an elderly patient with chronic kidney disease (CKD). There were three cases associated with the use of contraindicated drugs. For example, Mtx was prescribed for a patient despite poor renal function, indicated by low creatinine clearance, which was <20 mL/min. Inappropriate duplication of drugs was detected in two cases, involving the concurrent use of two NSAIDs: celecoxib and diclofenac.

Dosing problems

Among the eleven cases of dosing problems, there were eight identified with medication overdoses (). Drugs involved were simvastatin (two cases), ranitidine (two cases), and cotrimoxazole (one case). Prescription of drugs at excessive doses was most commonly detected in patients with existing renal impairment, comprising >90% of cases. Also, RA medications, such as hydroxychloroquine, were associated with two cases of overdose, which exceeded the maximum dose of 6.5 mg/kg per day. There was one case where Mtx was prescribed with an initial dose of 20 mg instead of 7.5 mg.

Table 7 Dosing problems (n=289)

Drug-use problems

There were 22 cases of drug-use problems detected, and all were recorded in the patients’ medical records as drugs having not been taken or administered at all (). Mtx was implicated in 50% of all drug-use problems, followed by sulfasalazine (three cases), hydroxychloroquine (two cases), and leflunomide (one case). Noncompliance with other medications was also reported, including statins, antihypertensive agents, antidiabetic drugs, and alendronate.

Table 8 Drug-use problems (n=289)

Drug interactions

About a third of all DRPs identified were related to drug interactions (). Approximately 70% of cases of drug interaction involved DMARDs used in RA treatment, such as Mtx and sulfasalazine. The concurrent use of prednisolone and simvastatin posed a significant potential drug interaction in 39 cases. As shown in , the drug most implicated in drug interactions was Mtx (89 cases), which interacted with omeprazole (34 cases), diclofenac (31 cases), aspirin (12 cases), amoxicillin (11 cases), and hydrochlorothiazide (1 case). This was followed by sulfasalazine, involved in 17 cases. In addition, there were 2 cases in which patients were prescribed simvastatin at >20 mg while receiving amlodipine.

Figure 6 Drug pairs associated with drug interactions (n=97).

Note: A drug-related problem identified may have involved more than one pair of drug interactions.
Figure 6 Drug pairs associated with drug interactions (n=97).

Table 9 Drug interactions (n=289)

Other problems

Among all 289 DRPs identified in this study, 1.7% were problems that could not be classified under any domain, which were regarded as “others” (). A total of five cases were associated with insufficient awareness of health and diseases, possibly leading to future problems. For instance, some patients had a lack of knowledge on RA, which made them unaware of the importance of treatment, resulting in defaults on follow-up. There was one patient who was reported with chronic use of diclofenac, in which the drug was taken daily even when they did not feel any pain, instead of being used when necessary.

Table 10 Other problems (n=289)

Causes of DRPs

shows a total of 289 causes for DRPs. Among all the six domains of causes, “others” and “drug or dose selection” were found to be the two most common, which comprised 47.1% and 43.3%, respectively, followed by “patient or psychological” (8.3%). For subtypes, the three most common causes were “no obvious cause” under the domain of “others”, “manifest side effect with no other causes”, and “inappropriate drug selection”, both under the domain of “drug or dose selection”.

Table 11 Causes of drug-related problems (n=289)

Factors associated with DRPs

shows the parameters that were significantly associated with the occurrence of DRPs in patients with RA. Polypharmacy (P=0.005) and multiple comorbidities (P=0.001) appeared to have significant associations with the occurrence of DRPs. Apart from that, several concurrent chronic diseases, such as hyperlipidemia (P=0.009), osteoarthritis (P=0.040), and renal impairment (P=0.044), were associated significantly with the DRPs identified. On the other hand, factors that had no significant association with the occurrence of DRPs included RA complications such as lung fibrosis and Sjögren’s syndrome and comorbidities such as hypertension, type 2 diabetes mellitus, cardiovascular diseases, and hepatic impairment.

Table 12 Factors associated with the occurrence of drug-related problems (n=200)

tabulate the associations between different factors and the six domains of DRPs. It was found that there were significant associations between the occurrence of adverse drug reactions and such parameters as multiple comorbidities (P=0.038) and renal impairment (P=0.022). There was only one factor – renal impairment (P=0.027) – associated significantly with drug-choice problems. Patients with type 2 diabetes mellitus (P=0.017) were more susceptible to the occurrence of dosing problems. There were five factors were found to be significantly associated with drug-use problems, including polypharmacy (P=0.027), multiple comorbidities (P=0.035), hypertension (P=0.011), and type 2 diabetes mellitus. For drug interactions, factors that had significant associations with DRPs were elderly (P=0.049), polypharmacy (P<0.001), multiple comorbidities (P<0.001), hyperlipidemia (P=0.020), hypertension (P<0.001), and osteoarthritis (P=0.013). Only type 2 diabetes mellitus was significantly associated with “other” problems.

Table 13 Factors associated with adverse reactions and drug-choice problems

Table 14 Factors associated with dosing problems and drug-use problems

Table 15 Factors associated with drug interactions and other problems

Discussion

In this study, the median age of the patient population was 64 years, ranging from 22 to 91 years. This was comparable with a cohort study, which reported on RA patients aged 18–89 years, with a median age of 58 years.Citation27 The slight difference in age reported between the studies was probably due to different sample sizes, which was not representative of all the population. The sex ratio was found to be 6:1 for females:males in this study. According to a study conducted in Romania, the female:male ratio in RA patients was approximately 5:1,Citation28 while another study reported a sex ratio of 2:1.Citation29 The higher number of female RA patients could be explained by the fact that women produce a more robust immunoresponse to infection, which may be responsible for the higher risk of developing autoimmune diseases.Citation30

This study demonstrated that Sjögren’s syndrome was the most common complication, affecting 10% of the patient population. This finding was consistent with other studies, which reported that the percentage of RA patients who fulfilled the criteria of Sjögren’s syndrome ranged from 4% to 31%.Citation31,Citation32 Hyperlipidemia (56%), hypertension (55%), and type 2 diabetes mellitus (33%) were the three most prevalent comorbidities in this study population. This was similar to a study conducted by the South Korean government that revealed that the most frequently associated comorbidities in RA were hypertension (30.3%), osteoarthritis (22.6%), and hyperlipidemia (11.1%).Citation12 Polypharmacy is common among people with RA, and is associated with older age and longer RA duration through a greater number of comorbidities.Citation33 Polypharmacy cases found in this study amounted to 64.5%, which was in accordance with a study that found five as the mean number of medications in RA patients.Citation34

Drug-related problems

This is the first study to investigate DRPs among patients with RA. A total of 289 DRPs were identified, with an average of 1.5±1.0 problems per patient. A study conducted in Norway yielded 6,158 DRPs detected among 2,465 elderly patients after medication review, with an average of 2.6 DRPs per patient.Citation35 Another recent study related to DRPs in erectile dysfunction patients identified 244 DRPs in 200 patients, with an average of 1.2±2.1 DRPs in each patient.Citation17 Discrepancies between these studies can be due to several factors, such as different interpretations of the problems by researchers, study design, and settings.

In this study, the most frequently encountered DRPs were adverse reactions and drug interactions. Likewise, the study conducted by Ernst et al in patients with musculoskeletal disorder comprising 93 RA patients reported that adverse reactions and need of additional therapy were the two most commonly identified DRPs.Citation15 However, discrepancies might occur due to different health care settings and study populations, leading to differential classification of DRPs.

Adverse reactions

Adverse reactions were the most frequently detected DRPs in this study. Among patients receiving Mtx, approximately 58% suffered from side effects of the drug. The prevalence of side effects caused by Mtx in this study was greater than that from a study conducted in the Saudi population, which demonstrated that 32.8% of patients using Mtx experienced at least one adverse event that was preventable.Citation35 Hematological side effects were the most prominent in this study, comprising approximately 14% of all Mtx users. This percentage was slightly higher than another study that found 11.8% of patients receiving Mtx to be affected.Citation36 Gastrointestinal disturbances were also reported as side effects of Mtx, with R12.8% of patients reporting it. Different studies have had different results on this finding, ranging from 7.0%Citation37 to 52.5%.Citation35 Most cases of hepatic side effects with Mtx in this study involved elevated levels of liver enzymes, found in 10.5% of the patients. This was similar to the results of a study that revealed that incidence of adverse liver events was 11.2% in Mtx-treated patients.Citation38

Besides Mtx, other DMARDs, including sulfasalazine, hydroxychloroquine, and leflunomide, shared many of the same potential toxicities as those of Mtx, including cytopenia and hepatotoxicity.Citation39,Citation40 However, in this study, side effects reported with the use of sulfasalazine, hydroxychloroquine, and leflunomide were less common, making up only about 20% of all the adverse reactions reported. A previous study revealed concerns with combination Mtx–leflunomide therapy, which may cause potentially life-threatening side effects, particularly hepatotoxicity and leucopaenia.Citation41 However, the adverse effects reported among the studies have not been consistent, as it has been demonstrated that the majority of the side effects seemed to be minor in another study.Citation42

Although most patients tolerate Mtx well, monitoring is essential to prevent side effects. ACR guidelines call for monitoring of liver enzymes and blood counts at least every 3 months.Citation43 Monitoring frequency can be reduced afterward based on clinical judgment, with consideration of such risk factors as age, comorbidity, and renal impairment.

Drug-choice problems

Untreated indications comprised 8.7% of DRPs in this study. This was less than that of a study conducted among Taiwanese older adults, which showed that the proportion of untreated indications was 16%–18%.Citation44 The majority of the cases were correlated with untreated hyperlipidemia, followed by anemia and hypertension. This was found to be consistent with a study conducted in Japan, which reported that the percentage of untreated hypertension was significantly lower than the percentage of unattended hypercholesterolemia.Citation45

In this study, most problems of inappropriate use of drugs were described in updated Beers criteria.Citation46 Inappropriate drugs were detected in 4.2% of cases, a number that was close to that of an Indian study.Citation47 However, the result was not in concordance with a study that demonstrated inappropriate drug choice contributed to 8.2% of all DRPs.Citation48 Despite the overall result showing low incidence of drug-choice problems, the need to review medications prescribed to patients is crucial to reduce the risk of inappropriate use so that patients can receive the most suitable drugs, which are safer.

Dosing problems

Hydroxychloroquine overdose was detected in two cases in this study. The common threshold of 6.5 mg/kg/day has been published as the upper limit of safe dosing for hydroxychloroquine.Citation49 In this study, there was one case in which the dose of hydroxychloroquine prescribed was 400 mg twice per day in a patient weighing 44 kg. There is a higher risk of retinopathy developing in patients receiving hydroxychloroquine at >6.5 mg/kg/day, due to toxicity.Citation50

In usual conditions, Mtx will be initiated at a dose of 7.5–10 mg per week, and this can be increased to a maximum 25 mg per week.Citation51 The low initial dose aims to manage intolerance to oral Mtx and improve adherence to therapy.Citation52 However, in this study, there was one case where Mtx was started at 20 mg per week and discontinued later, due to the occurrence of side effects. In clinical practice, step-up strategy is usually applied, where the Mtx dose is increased stepwise, starting at a low and often ineffective dose, and increasing the dose until the treatment target is reached.Citation53 However, a study has indicated that there was no difference in the tolerability of Mtx-naïve RA patients when comparing two doses of Mtx: 15 and 25 mg per week.Citation54 Discrepancies among the studies reveal that different patients might benefit from different dosing for optimal disease control. There is no guidance on the optimal initiation and maintenance dose of Mtx for individual patients.Citation51 Therefore, further studies are encouraged to explore the optimization of Mtx dosing.

Drug-use problems

In this study, 7.6% of cases reported drug-use problems, where patients were not compliant to their medications. The majority of the drug-use problems involved RA medications. However, compliance status in this study was not in accordance with that reported in other studies. Muller et al reported that the compliance rate in RA patients was 80%, indicating the noncompliance rate was much greater compared to that in this study.Citation55 Forgetfulness and fear of side effects were found to be the common reasons for noncompliance with RA medications, especially Mtx, which was administered on a weekly basis.Citation56 Other factors included concern about cost, particularly with leflunomide.Citation57 Therefore, reasons for patients’ noncompliance should be taken into consideration before further action on the drug regimen. Unrecorded information regarding patients’ compliance in the medical records in this study may have led to discrepancies in the reported prevalence between studies. This could have led to underestimation of DRPs.

Drug interactions

Approximately a third (33.6%) of the DRPs identified in this study were drug interactions. This result was comparable with a study that revealed that drug–drug interactions were a common cause of medication error, with a prevalence of 20%–40%, particularly in the elderly, due to polypharmacy.Citation58 The majority of potential drug interactions found in this study involved Mtx. This result represented a limiting factor for the use of Mtx during the clinical management of RA, despite its good safety profile, especially when several drugs are coadministered to treat the disease.Citation59

Among the drugs interacting with Mtx, omeprazole was found to be the major representative of potential drug interactions identified in this study, with 40.2% of cases, followed by diclofenac sodium (32%). Likewise, a study demonstrated that the interaction between Mtx and omeprazole was the most common (29.3%), with diclofenac sodium next (17.6%).Citation60 The interaction was attributed to the delay of renal clearance of Mtx when it was coadministered with proton-pump inhibitors or NSAIDs, thus potentiating its adverse effects.Citation61 The association of Mtx and NSAIDs can cause several complications, such as severe hematologic and gastrointestinal toxicity.Citation61 Therefore, patients who receive combinations of drugs concurrently should be strictly monitored to avoid complications or side effects due to possible relatively high concentration of Mtx.

The clinical significance of these interactions has not been substantiated by extensive clinical observations. After assessment of benefits and risks, combinations of offending drugs will still be used in certain hospital settings, depending on their prescription policies. Therefore, frequent monitoring should be conducted to minimize adverse effects secondary to drug–drug interactions.

Other problems

Other problems contributed in the least proportion to DRPs, with all cases identified under insufficient awareness of health and diseases possibly leading to future problems. In this study, there were only five cases where patients had inadequate awareness on RA. This was consistent with a study that showed a majority of RA patients were aware of the occurrence of adverse drug reactions caused by Mtx.Citation62 To raise awareness on RA, there was a Rheumatoid Awareness Day held annually on February 2, giving RA patients a day of recognition with the aim of educating about rheumatoid disease.Citation63 In this study, however, awareness of the patients might have been overestimated, as patient feedback was not recorded in the medical notes in all.

Causes of DRPs

The most prevalent cause of DRPs in this study appeared to be “others”, followed by “drug or dose selection”. When matching causes to problems, most drug interactions were classified into no obvious cause (C6.2) under the domain of “others”. For the domain of drug or dose selection, manifestation of side effects with no other cause (C1.8) was most frequently associated with such DRPs as adverse reactions of drugs, while the subtypes of inappropriate drug and dose selection (C1.1 and C1.2) were also used to explain DRPs like adverse reactions and drug-choice problems. The assignment of causes to each DRP was based on the researchers’ own judgment or information obtained from the medical records, which can lead to difficulties in assessing the causes of DRPs, as some possible causes of DRPs may not be retrievable from medical records.

Factors associated with DRPs

Elderly

In this study, being elderly was not found to be significantly associated with DRPs. This finding was not consistent with several studies suggesting that the prevalence of DRPs is high in the elderly population, as risk increases with age, especially when polypharmacy was one of the risk factors.Citation48,Citation64,Citation65 However, findings on the association between age and DRPs are conflicting. There was a local study that had similar finding to this study, demonstrating that the association between being elderly and DRPs was not significant.Citation19 Also, Koh et al reported that being elderly did not result in a higher risk of experiencing adverse drug reactions or DRPs.Citation66 Discrepancies among the studies suggest further studies need to be carried out to investigate the association between being elderly and the occurrence of DRPs.

Multiple comorbidities

The prevalence of multimorbidity has been found to be 65%–80% in elderly populations.Citation67 In correspondence with other studies, patients who possessed comorbid diseases had a higher risk of encountering DRPs.Citation68 Adverse reactions, drug-use problems, and drug interactions were shown to be significantly associated with DRPs in this study, which is supported by a few others.Citation69,Citation70 Comparable with another study, patients with comorbidity were three times more susceptible to adverse drug reactions than those without comorbidity.Citation71 The high incidence of adverse drug reactions can be explained by the established fact that elderly people are often frail and highly sensitive to pharmacotherapy, due to changes in pharmacokinetic and pharmacodynamic parameters and also impairment in many organ functions.Citation71 Since it is inevitable that the majority of elderly patients present with multiple comorbid diseases, it is important to have medication reconciliation in all health care settings to avoid medication errors, including inappropriate prescriptions, dosing errors, and drug–drug interactions.

Polypharmacy

The issue of polypharmacy is a prevalent concern associated with DRPs in the elderly, resulting from multiple comorbidities that require chronic medical therapies.Citation48,Citation72,Citation73 As such, it was not surprising that polypharmacy was found to be significantly associated with the occurrence of DRPs in this study. In agreement with a few studies, it was strongly supported that an increase in medications prescribed posed an elevated risk of medication errors, which in turn lead to DRPs.Citation74 Strong associations between polypharmacy and drug-use problems was supported by a study that reported that polypharmacy influenced medication adherence negatively, with high noncompliance status, which was increased with the number of medication prescribed.Citation24 High incidence of drug-use problems could be justified by the complexity of drug regimens in polypharmacy and cognitive impairment of the elderly.Citation75 Therefore, pharmacists play an important role in the optimization of drug treatment for the patient’s benefit. More efforts should be put into medication review to minimize polydrug therapy whenever possible to reduce the risk of DRPs.

Osteoarthritis

In this study, osteoarthritis was found to have significant association with DRPs. Across the problem domains, RA patients with comorbid osteoarthritis were more prone to acquire drug interactions. This finding corresponds to a study that demonstrated that the risk of drug interactions was high in osteoarthritis patients, with a few clinically significant interactions that prompted a recommendation for avoidance.Citation76 NSAIDs were commonly used by older patients with osteoarthritis, but were associated with many adverse events, resulting in negative likelihood of NSAID continuation in osteoarthritis patients.Citation77,Citation78 However, this is not comparable with the findings in this study, which revealed that osteoarthritis was significantly associated only with drug interactions, whereas correlation with other problem domains like adverse reactions was not detected. The discrepancies are most probably due to the small sample, involving a limited number of patients with osteoarthritis among RA patients.

Hypertension

Studies have demonstrated that patients with hypertension are associated with higher risk of DRPs.Citation79,Citation80 However, findings from the literature review were in contradiction to those in this study. Hypertension was not significantly associated with DRPs, but showed strong correlation with drug interactions and drug-use problems in term of problem domains. The high risk of drug interaction could be explained by the use of antihypertensive drugs, particularly calcium-channel blockers, which commonly interact with α-blockers and statins.Citation81 This result was not consistent with that of research done in east Ethiopia, which stated drug interactions in hypertension patients were most commonly caused by angiotensin-converting enzyme inhibitors.Citation82 This difference may be due to the variation in commonly prescribed medications in the two countries.

Type 2 diabetes mellitus

In the present study, patients with type 2 diabetes mellitus were found to be at lower risk of having DRPs. This result was not consistent with the findings of other studies, which revealed a higher risk of DRPs in patients with diabetes.Citation79 Likewise, two local studies done on DRPs in patients with diabetes mellitus also demonstrated that 90.5% and 91.8% of patients had at least one DRP.Citation19,Citation83 This conflict with other studies may be due to the limited sample size of diabetic patients in this study, which was not representative of all the population.

Renal impairment

Renal impairment was found to be significantly associated with the occurrence of DRPs in this study. Consistently, a study conducted in Canada revealed that DRPs are prevalent among CKD patients.Citation84 Among the six domains of DRPs, adverse reactions and drug-choice problems were found to be significantly associated with DRPs in the present study. This result was in line with an Indonesian study that demonstrated that treatment-effectiveness and adverse-reaction domains contributed to the majority of DRPs in CKD patients.Citation85 Therefore, identification and prevention of DRPs are vital measures, in order to improve clinical outcomes in CKD patients who are prone to encounter DRPs.

Limitations of the study

There is a risk of bias attributed to the retrospective nature of this study, because the assessment of DRPs was dependent solely on patients’ clinical records as the source of data. This may have caused an underestimation of prevalence of some important data, including physicians’ and patients’ perceptions, which could not be retrieved from the medical records. Adverse reactions were diagnosed mainly by clinical suspicion and interpreted from clinical findings and history. As such, the association between the drugs and adverse reactions could not be completely verified.

Conclusion

Among all the RA medications, Mtx was the most commonly used as first-line treatment. csDMARD monotherapy was the most frequently prescribed compared to double- and triple-DMARD therapy. Biological DMARDs were rarely used, as they were prescribed only when csDMARDs had failed or patients were intolerant to csDMARDs. Concurrent medications that were most frequently implicated in this study were statins, which corresponded with hyperlipidemia as the most common comorbidity. The most commonly identified DRPs were adverse reactions, drug interactions, and drug-choice problems. On the other hand, several factors were found to be significantly associated with the occurrence of DRPs, including polypharmacy, multiple comorbidities, hyperlipidemia, osteoarthritis, and renal impairment. Therefore, early identification of the types and patterns of DRPs, as well as the factors associated with them, is important to enhance the prevention and management of DRPs in RA patients.

Acknowledgments

The authors would like to thank the University of Malaya, Malaysia, and University of Malaya Medical Center for technical support.

Disclosure

The authors report no conflicts of interest in this work.

References

  • FleischmannRKremerJCushJPlacebo-controlled trial of tofacitinib monotherapy in rheumatoid arthritisN Engl J Med2012367649550722873530
  • KnevelRHuizingaTWJKurreemanFGenomic influences on susceptibility and severity of rheumatoid arthritisRheum Dis Clin North Am201743334736128711138
  • RudanISidhuSPapanaAPrevalence of rheumatoid arthritis in low- and middle-income countries: a systematic review and analysisJ Glob Health20155101040925969732
  • GibofskyAEpidemiology, pathophysiology, and diagnosis of rheumatoid arthritis: a synopsisAm J Manag Care2014207 SupplS128S13525180621
  • BrunierLBleterryMMerleSPrevalence of rheumatoid arthritis in the French West Indies: results of the EPPPRA study in MartiniqueJoint Bone Spine201784445546127825567
  • National Institute of Arthritis and Musculoskeletal and Skin Diseases (NIAMS)Rheumatoid arthritis2014 Available from: https://storage.googleapis.com/quantumunitsed-com/materials/1700_What-is-Rheumatoid-Arthritis.pdfAccessed December 21, 2017
  • CojocaruMImCSilosiIVrabieCDTanasescuRExtra-articular manifestations in rheumatoid arthritisMædica201054286291
  • BurmesterGRPopeJENovel treatment strategies in rheumatoid arthritisLancet2017389100862338234828612748
  • DougadosMSoubrierMAntunezAPrevalence of comorbidities in rheumatoid arthritis and evaluation of their monitoring: results of an international, cross-sectional study (COMORA)Ann Rheum Dis2014731626824095940
  • LiaoKPCardiovascular disease in patients with rheumatoid arthritisTrends Cardiovasc Med201727213614027612551
  • MichaudKWolfeFComorbidities in rheumatoid arthritisBest Pract Res Clin Rheumatol200721588590617870034
  • JeongHBaekSYKimSWComorbidities of rheumatoid arthritis: results from the Korean national Health and Nutrition Examination SurveyPLoS One2017124e017626028423031
  • RanganathVKMaranianPElashoffDAComorbidities are associated with poorer outcomes in community patients with rheumatoid arthritisRheumatology201352101809181723813577
  • Pharmaceutical Care Network Europe Foundation (PCNE)PCNE classification for drug related problems version 5.012006 Available from: http://www.pcne.org/sig/drp/documents/PCNE%20classification%20V5.01.pdfAccessed December 18, 2017
  • ErnstMEIyerSSDoucetteWRDrug-related problems and quality of life in arthritis and low back pain sufferersValue Health200361515812535238
  • TreharneGJDouglasKMIwaszkoJPolypharmacy among people with rheumatoid arthritis: the role of age, disease duration and comorbidityMusculoskeletal Care20075417519017623274
  • HuriHZLingCFRazackAHDrug-related problems in patients with erectile dysfunctions and multiple comorbiditiesTher Clin Risk Manag20171340741928408836
  • Zaman HuriHHui XinCSulaimanCZDrug-related problems in patients with benign prostatic hyperplasia: a cross sectional retrospective studyPLoS One201491e8621524475089
  • Zaman HuriHFun WeeHDrug related problems in type 2 diabetes patients with hypertension: a cross-sectional retrospective studyBMC Endocr Disord201313223289895
  • StefanskiALTomiakCPleyerUDietrichTRüdiger BurmesterGDörnerTThe diagnosis and treatment of sjögren’s syndromeDeutsch Ärzteb Int201711420354361
  • HurnSEVicenzinoBTSmithMDNon-surgical treatment of hallux valgus: a current practice survey of Australian podiatristsJ Foot Ankle Res201691627148407
  • RicheldiLCollardHRJonesMGIdiopathic pulmonary fibrosisLancet2017389100821941195228365056
  • World Health Organization (WHO)Elderly population2018 Available from: http://www.who.int/healthinfo/survey/ageingdefnolder/enAccessed April 13, 2018
  • CantlayAGlynTBartonNPolypharmacy in the elderlyInnovAiT2016926977
  • International Society of nephrology (ISN)KDIGO clinical practice guideline for acute kidney injuryOfficial J Int Soc Nephrol201821115
  • ChtiouiHBuclinTPharmacokinetics in hepatic impairment: mind the protein bindingJ Hepatol20156361539154026343957
  • InnalaLBerglinEMöllerBAge at onset determines severity and choice of treatment in early rheumatoid arthritis: a prospective studyArthritis Res Ther2014162R9424731866
  • CristinaSLucianPElviraCMariaSSex ratio and age in patients with rheumatoid arthritis: data from a cohort in south-east RomaniaRom J Rheumatol2015244220225
  • AlmeidaMSAlmeidaJVBertoloMBDemographic and clinical features of patients with rheumatoid arthritis in Piauí, Brazil – evaluation of 98 patientsRev Bras Reumatol2014545360365 Portuguese25627299
  • BrunelleschiSImmune response and auto-immune diseases: gender does matter and makes the differenceIJGSM201621514
  • HajiabbasiAShenavar MasoolehIAlizadehYBanikarimiASGhavidel ParsaPSecondary Sjogren’s syndrome in 83 patients with rheumatoid arthritisActa Med Iran201654744845327424016
  • AnteroDCParraAGMiyazakiFHGehlenMSkareTLSecondary Sjögren’s syndrome and disease activity of rheumatoid arthritisRev Assoc Med Bras201157331932221691696
  • VallejoAARutherfordaFilkovaMPolypharmacy is associated with an increased risk of adverse outcomes in patients with rheumatoid arthritisAnn Rheum Dis201776Suppl 2806
  • FilkovaMCarvalhoJNortonSPolypharmacy and unplanned hospitalizations in patients with rheumatoid arthritisJ Rheumatol201744121786179328966210
  • Al-MalaqHMAl-ArfajHFAl-ArfajASAdverse drug reactions caused by methotrexate in Saudi populationSaudi Pharm J201220430130523960804
  • GilaniSTKhanDAKhanFAAhmedMAdverse effects of low dose methotrexate in rheumatoid arthritis patientsJ Coll Physicians Surg Pak201222210110422313647
  • DubeyLChatterjeeSGhoshAHepatic and hematological adverse effects of long-term low-dose methotrexate therapy in rheumatoid arthritis: an observational studyIndian J Pharmacol201648559159427721549
  • LowCLowCCoughlanRJO’DonnellMJCareyJJRisk of liver injury among methotrexate users: a meta-analysis of randomised controlled trialsSemin Arthritis Rheum201545215616226088004
  • HeidariRRastiMShirazi YeganehBNiknahadHSaeediANajibiASulfasalazine-induced renal and hepatic injury in rats and the protective role of taurineBioimpacts2016613827340618
  • RudermanEMOverview of safety of non-biologic and biologic DMARDsRheumatology201251Suppl 6vi37vi4323221586
  • HodkinsonBMagomeroKRTiklyMCombination leflunomide and methotrexate in refractory rheumatoid arthritis: a biologic sparing approachTher Adv Musculoskelet Dis20168517217927721903
  • LondonoJSantosAMSantosPICubidezMFGuzmanCValle-OñateRTherapeutic efficacy and safety of methotrexate + leflunomide in Colombian patients with active rheumatoid arthritis refractory to conventional treatmentRev Bras Reumatol201252683784523223695
  • LouisBSTimothyMAmerican College of rheumatology guideline for the treatment of rheumatoid arthritisArthritis Care Res20166811252015
  • ChanDCChenJHWenCJChiuLSWuSCEffectiveness of the medication safety review clinics for older adults prescribed multiple medicationsJ Formos Med Assoc2014113210611324530244
  • EganBMLiJQanungoSWolfmanTEBlood pressure and cholesterol control in hypertensive hypercholesterolemic patients: NHANES 1988–2010Circulation20131281294123817481
  • American Geriatrics Society (AGS)American Geriatrics Society 2015 updated Beers criteria for potentially inappropriate medication use in older adultsJ Am Geriatr Soc2015604616631
  • RambhadeSChakarbortyAShrivastavaAPatilUKRambhadeAA survey on polypharmacy and use of inappropriate medicationsToxicol Int2012191687322736907
  • AhmadAMastMRNijpelsGEldersPJDekkerJMHugtenburgJGIdentification of drug-related problems of elderly patients discharged from hospitalPatient Prefer Adherence2014815516524523581
  • BrowningDJThe prevalence of hydroxychloroquine retinopathy and toxic dosing, and the role of the ophthalmologist in reducing bothAm J Ophthalmol2016166ixxi27133016
  • PauloseRChhablaniJJhinganMUpdate on hydroxychloroquine retinopathyKerala J Ophthalmol2017291913
  • BelloAEPerkinsELJayREfthimiouPRecommendations for optimizing methotrexate treatment for patients with rheumatoid arthritisOpen Access Rheumatol20179677928435338
  • ĆalasanMBvan den BoschOFCreemersMCPrevalence of methotrexate intolerance in rheumatoid arthritis and psoriatic arthritisArthritis Res Ther2013156R21724345416
  • NairSCJacobsJWBakkerMFDetermining the lowest optimally effective methotrexate dose for individual RA patients using their dose response relation in a tight control treatment approachPLoS One2016113e014879126987073
  • HoblELMaderRMJilmaBA randomized, double-blind, parallel, single-site pilot trial to compare two different starting doses of methotrexate in methotrexate-naïve adult patients with rheumatoid arthritisClin Ther20123451195120322516039
  • de CuyperEde GuchtVMaesSvan CampYde ClerckLSDeterminants of methotrexate adherence in rheumatoid arthritis patientsClin Rheumatol20163551335133926781783
  • MarengoMFSuarez-AlmazorMEImproving treatment adherence in patients with rheumatoid arthritis: what are the options?Int J Clin Rheumtol201510534535627087857
  • JoplinSvan der ZwanRJoshuaFWongPKKMedication adherence in patients with rheumatoid arthritis: the effect of patient education, health literacy, and musculoskeletal ultrasoundBiomed Res Int201520159110
  • PalleriaCDi PaoloAGiofrèCPharmacokinetic drug-drug interaction and their implication in clinical managementJ Res Med Sci201318760161024516494
  • PatanèMCiriacoMChimirriSInteractions among low dose of methotrexate and drugs used in the treatment of rheumatoid arthritisAdv Pharmacol Sci20132013718
  • BagatiniFBlattCRMaliskaGPotential drug interactions in patients with rheumatoid arthritisRev Bras Reumatol20115112939
  • HallJJBolinaMChatterleyTJamaliFInteraction between low-dose methotrexate and nonsteroidal anti-inflammatory drugs, penicillins, and proton pump inhibitorsAnn Pharmacother201751216317827701081
  • CuschieriKGrechLAquilinaDAssessing the awareness of rheumatoid arthritis patients on the occurrence of adverse drug reactions caused by methotrexateRheumatology201453Suppl 1i155
  • Rheumatoid patient FoundationRheumatoid awareness day2013 Available from: http://rawarrior.com/first-awareness-day-for-rheumatoid-arthritis-established-by-rheumatoid-patient-foundationAccessed April 13, 2018
  • PetersonCGustafssonMCharacterisation of drug-related problems and associated factors at a clinical pharmacist service-naïve hospital in northern SwedenDrugs Real World Outcomes2017429710728527149
  • RamanathKNedumballiSAssessment of medication-related problems in geriatric patients of a rural tertiary care hospitalJ Young Pharm20124427327823492987
  • KohYKuttyFBLiSCDrug-related problems in hospitalized patients on polypharmacy: the influence of age and genderTher Clin Risk Manag200511394818360542
  • DivoMJMartinezCHManninoDMAgeing and the epidemiology of multimorbidityEur Respir J20144441055106825142482
  • FerrándezOGrauSUrbinaOMojalSRiuMSalasEValidation of a score to identify inpatients at risk of a drug-related problem during a 4-year periodSaudi Pharm J201826570370829991914
  • LampropoulosCEOrfanosPBourniaVKAdverse events and infections in patients with rheumatoid arthritis treated with conventional drugs or biologic agents: a real world studyClin Exp Rheumatol201533221622425664400
  • NobiliAGarattiniSMannucciPMMultiple diseases and polypharmacy in the elderly: challenges for the internist of the third millenniumJ Comorb20111284429090134
  • BassiPUOsakweAIOgarCKImpact of comorbidity on adverse drug reaction profile in a cohort of patients treated with artemisinin combination therapies for uncomplicated malaria in NigeriaPharmacol Res Perspect201752e0030228357128
  • Da CostaFASilvestreLPeriquitoCDrug-related problems identified in a sample of Portuguese institutionalised elderly patients and pharmacists’ interventions to improve safety and effectiveness of medicinesDrugs Real World Outcomes201631899727747806
  • Garcia-CaballosMRamos-DiazFJimenez-MoleonJJBueno-CavanillasADrug-related problems in older people after hospital discharge and interventions to reduce themAge Ageing201039443043820497947
  • MaherRLHanlonJTHajjarERClinical consequences of polypharmacy in elderlyExpert Opinion On Drug Safety201413110
  • ZelkoEKlemenc-KetisZTusek-BuncKMedication adherence in elderly with polypharmacy living at home: a systematic review of existing studiesMater Sociomed201628212913227147920
  • DumbreckSFlynnANairnMDrug-disease and drug-drug interactions: systematic examination of recommendations in 12 UK national clinical guidelinesBMJ2015350h94925762567
  • ZhangWOuyangHDassCRXuJCurrent research on pharmacologic and regenerative therapies for osteoarthritisBone Res201641504026962464
  • LabaTLBrienJAFransenMJanSPatient preferences for adherence to treatment for osteoarthritis: the medication decisions in osteoarthritis study (MEDOS)BMC Musculoskelet Disord201314116023647688
  • KovačevićSVMiljkovićBĆulafićMEvaluation of drug-related problems in older polypharmacy primary care patientsJ Eval Clin Pract201723486086528370742
  • AbuRBashetiIAbuHAlsalehAAburuzSAssessment of drug-related problems and their impact on blood pressure control in patients with hypertensionEur J Hosp Pharm2015233995
  • WangYCHsiehTCChouCLWuJLFangTCRisks of adverse events following coprescription of statins and calcium channel blockers: a nationwide population-based studyMedicine2016952e248726765458
  • HusseinMLenjisaJLWolduMAAssessment of drug related problems among hypertensive patients on follow up in adama hospital medical college, East EthiopiaClin Pharmacol Biopharm201432122
  • Zaman HuriHChai LingLDrug-related problems in type 2 diabetes mellitus patients with dyslipidemiaBMC Public Health2013131119224341672
  • Quintana-BárcenaPLordALizotteABerbicheDLalondeLPrevalence and management of drug-related problems in chronic kidney disease patients by severity level: a subanalysis of a cluster randomized controlled trial in community pharmaciesJ Manag Care Spec Pharm201824217318129384023
  • HestyUDrug-related problems in chronic kidney disease patients in an Indonesian HospitalInt J Pharm Pharm Sci2016128298302