| Literature DB >> 28785413 |
Muhammad Rehan Sarwar1, Muhammad Atif1, Shane Scahill2, Anum Saqib1, Muhammad Qamar-Uz-Zaman1, Zaheer Babar3.
Abstract
BACKGROUND: Reports from drug utilization reviews are important tools employed in the assessment of healthcare practices. The objective of this study was to evaluate drug utilization patterns among elderly hospitalized patients on poly-pharmacy regimens in Pakistan.Entities:
Keywords: Drug use; Drug utilization pattern; Elderly; Hospitalized; Poly-pharmacy
Year: 2017 PMID: 28785413 PMCID: PMC5545050 DOI: 10.1186/s40545-017-0112-z
Source DB: PubMed Journal: J Pharm Policy Pract ISSN: 2052-3211
Characteristics of hospitalized elderly population
| Variables | Male ( | Female ( | Total ( | |
|---|---|---|---|---|
|
|
|
| ||
| Age (years) | 60–74 | 239 (75.6) | 183 (64.4) | 422 (70.3) |
| 75–89 | 57 (18) | 76 (26.8) | 133 (22.2) | |
| ≥90 | 20 (6.3) | 25 (8.8) | 45 (7.5) | |
| Civil Status | Single | 15 (4.7) | 6 (2.1) | 21 (3.5) |
| Married | 284 (89.9) | 178 (62.7) | 462 (77) | |
| Widowed | 13 (4.1) | 78 (27.5) | 91 (15.2) | |
| Divorced | 4 (1.3) | 22 (7.7) | 26 (4.3) | |
| Education level | Primary (≤10 years) | 259 (82) | 262 (92.3) | 521 (86.8) |
| Secondary (11–13 years) | 54 (17.1) | 21 (7.4) | 75 (12.5) | |
| Tertiary (≥14 years) | 3 (0.9) | 1 (0.4) | 4 (0.7) | |
| Annual income | Low class (PKR0–299,999) | 237 (75) | 240 (84.5) | 477 (79.5) |
| Middle class (PKR300,000–999,999) | 63 (19.9) | 41 (14.4) | 104 (17.3) | |
| Upper class (PKR ≥ 1,000,000) | 16 (5.1) | 3 (1.1) | 19 (3.2) | |
| Employment status | Employed | 114 (36.1) | 39 (13.7) | 153 (25.5) |
| Unemployed | 202 (63.9) | 245 (86.3) | 447 (74.5) | |
| Residence | Rural (an area outside of cities and towns) | 177 (56) | 158 (55.6) | 335 (55.8) |
| Urban (a city area considered as the inner city) | 139 (44) | 126 (44.4) | 265 (44.2) | |
| Self-reported health | Good | 14 (4.4) | 20 (7) | 34 (5.7) |
| Moderate | 208 (65.8) | 160 (56.3) | 368 (61.3) | |
| Poor | 94 (29.7) | 104 (36.6) | 198 (33) | |
| Health Service Utilization | Clinic visits ≤3/year | 207 (65.5) | 165 (58.1) | 372 (62) |
| Clinic visits ≥4/year | 109 (34.5) | 119 (41.9) | 228 (38) | |
| Health Risks | Smoking | 189 (59.8) | 38 (13.4) | 227 (37.8) |
| Alcohol Consumption | 5 (1.6) | 0 (0) | 5 (0.8) | |
| Obesity | 48 (15.2) | 166 (58.5) | 214 (35.7) | |
| None | 74 (23.4) | 80 (28.2) | 154 (25.7) | |
| Co-morbidity | Present | 163 (51.6) | 161 (56.7) | 324 (54) |
| Absent | 153 (48.4) | 123 (43.3) | 276 (46) | |
| Number of drugs | 5 | 251 (79.4) | 204 (71.8) | 455 (75.8) |
| 6 | 53 (16.8) | 62 (21.8) | 115 (19.2) | |
| 7 | 11 (3.5) | 15 (5.3) | 26 (4.3) | |
| 8 | 1 (0.3) | 3 (1.1) | 4 (0.7) | |
Chronic conditions associated with elderly hospitalized patients on polypharmacy
| Male ( | Female ( | Total ( | |||
|---|---|---|---|---|---|
| Chronic conditions |
| Chronic conditions |
| Chronic conditions |
|
| Heart diseasesa | 62 (19.6) | Heart diseasesa | 43 (15.1) | Heart diseasesa | 105 (17.5) |
| Respiratoryb | 74 (23.4) | Respiratoryb | 69 (24.3) | Respiratoryb | 143 (23.8) |
| Gastrointestinalc | 123 (38.9) | Gastrointestinalc | 104 (36.6) | Gastrointestinalc | 227 (37.8) |
| Diabetes Mellitus | 41 (13) | Diabetes Mellitus | 71 (25) | Diabetes Mellitus | 112 (18.7) |
| Joint diseasesd | 75 (23.7) | Joint diseasesd | 79 (27.8) | Joint diseasesd | 154 (25.7) |
| Hypertension | 89 (28.2) | Hypertension | 103 (36.3) | Hypertension | 192 (32) |
| CNS disorderse | 63 (19.9) | CNS disorderse | 46 (16.2) | CNS disorderse | 109 (18.2) |
| Others | 46 (14.6) | Others | 49 (17.3) | Others | 95 (15.8) |
a(Heart failure, Coronary ischemic disease, Atrial fibrillation, Stenosis)
b(Chronic bronchitis, Asthma, Chronic obstructive pulmonary disease)
c(Peptic ulcer, Irritable bowel syndrome)
d(Osteoarthritis, Rheumatoid arthritis)
e(Alzheimer’s disease, Epilepsy, Depression, Anxiety)
Prescription drug utilization in study participants
| Prescription Drug Utilization (%) | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Pharmacologic groups | 60–74 years | 75–89 years | ≥90 years | Total | ||||||||||||||
| Male ( | % | Female ( | % | Male ( | % | Female ( | % | Male ( | % | Female ( | % | Male ( | % | Female ( | % | Overall ( | % | |
| A = Alimentary tract and metabolism | 182 | 76.2 | 151 | 82.5 | 44 | 77.2 | 58 | 76.3 | 20 | 100 | 25 | 100 | 246 | 77.8 | 234 | 82.4 | 480 | 80 |
| B = Blood and blood-forming organs | 25 | 10.5 | 19 | 10.4 | 3 | 5.3 | 6 | 7.9 | 1 | 5 | 2 | 8 | 29 | 9.2 | 27 | 9.5 | 56 | 9.3 |
| C = Cardiovascular system | 102 | 42.7 | 81 | 44.3 | 36 | 63.2 | 44 | 57.9 | 12 | 60 | 15 | 60 | 150 | 47.5 | 140 | 49.3 | 290 | 48.3 |
| D = Dermatologic | 10 | 4.2 | 7 | 3.8 | 8 | 14 | 7 | 9.2 | 2 | 10 | 2 | 8 | 20 | 6.3 | 16 | 5.6 | 36 | 6 |
| G = Genitourinary system | 3 | 1.3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0.9 | 0 | 0 | 3 | 0.5 |
| H = Systemic hormonal agents | 10 | 4.2 | 18 | 9.8 | 2 | 3.5 | 2 | 2.6 | 2 | 10 | 2 | 8 | 14 | 4.4 | 22 | 7.7 | 36 | 6 |
| J = Anti-infectives for systemic use | 147 | 61.5 | 133 | 72.7 | 25 | 43.9 | 40 | 52.6 | 13 | 65 | 15 | 60 | 185 | 58.5 | 188 | 66.2 | 373 | 62.2 |
| L = Antineoplastic and immune-modulating agents | 7 | 2.9 | 2 | 1.1 | 1 | 1.8 | 3 | 3.9 | 0 | 0 | 0 | 0 | 8 | 2.5 | 5 | 1.8 | 13 | 2.2 |
| M = Musculoskeletal system | 70 | 29.3 | 56 | 30.6 | 18 | 31.6 | 26 | 34.2 | 2 | 10 | 12 | 48 | 90 | 28.5 | 94 | 33.1 | 184 | 30.7 |
| N = Nervous system | 160 | 66.9 | 134 | 73.2 | 34 | 59.6 | 48 | 63.2 | 12 | 60 | 10 | 40 | 206 | 65.2 | 192 | 67.6 | 398 | 66.3 |
| P = Antiparasitic products | 8 | 3.3 | 1 | 0.5 | 0 | 0 | 2 | 2.6 | 1 | 5 | 0 | 0 | 9 | 2.8 | 3 | 1.1 | 12 | 2 |
| R = Respiratory system | 65 | 27.2 | 54 | 29.5 | 20 | 35.1 | 29 | 38.2 | 5 | 25 | 9 | 36 | 90 | 28.5 | 92 | 32.4 | 182 | 30.3 |
| V = Various | 0 | 0 | 3 | 1.6 | 0 | 0 | 1 | 1.3 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1.4 | 4 | 0.7 |
Drug utilization pattern in study participants (ATC level 1–4)
| Drug Utilization pattern (%a) | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Level 1 |
| % | Level 2 | n | % | Level 3 |
| % | Level 4 |
| % |
| A | 480 | 80 | A01: Stomatological preparations | 120 | 20 | A01A: Stomatological preparations | 120 | 20 | A01AB: Anti-infectives and antiseptics for local oral treatment | 120 | 20 |
| A02: Drugs for acid related disorders | 387 | 64.5 | A02B: Drugs for peptic ulcer and GERD | 382 | 63.7 | A02BA: H2-receptor antagonists | 60 | 10 | |||
| A02BC: Proton pump inhibitors | 309 | 51.5 | |||||||||
| A03: Drugs for functional gastrointestinal disorders | 129 | 21.5 | A03F: Propulsives | 116 | 19.3 | A03FA: Propulsives | 116 | 19.3 | |||
| A10: Drugs used in diabetes | 117 | 19.5 | A10B: Blood glucose lowering drugs | 72 | 12 | A10BB: Sulfonylureas | 53 | 8.8 | |||
| B | 56 | 9.3 | B01: Antithrombotic agents | 26 | 4.3 | B01A: Antithrombotic agents | 26 | 4.3 | B01AC: Platelet aggregation inhibitors | 23 | 3.8 |
| B05: Blood substitutes | 27 | 4.5 | B05B:I.v. solutions | 27 | 4.5 | B05BC: Osmotic diuresis | 27 | 4.5 | |||
| C | 290 | 48.3 | C03: Diuretics | 75 | 12.5 | C03C: High-ceiling diuretics | 68 | 11.3 | C03CA: Sulfonamides, plain | 68 | 11.3 |
| C07: Beta blocking agents | 119 | 19.8 | C07A: Beta blocking agents | 119 | 19.8 | C07AB: Beta blocking agents, selective | 62 | 10.3 | |||
| C08: Calcium channel blockers | 99 | 16.5 | C08C: Selective calcium channel blockers | 91 | 15.2 | C08CA: Dihydropyridine derivatives | 91 | 15.2 | |||
| C10: Lipid modifying agents | 99 | 16.5 | C10A: Lipid modifying agents, plain | 97 | 16.2 | C10AA: HMG CoA reductase inhibitors | 97 | 16.2 | |||
| D | 36 | 6 | D07: Corticosteroids | 41 | 6.8 | D07A: Corticosteroids, plain | 41 | 6.8 | D07AA: Corticosteroids, weak (group I) | 30 | 5 |
| G | 3 | 0.5 | G04: Urologicals | 4 | 0.7 | G04C: Drugs used in BPH | 2 | 0.3 | G04CA: Alpha-adrenoreceptor antagonists | 2 | 0.3 |
| H | 36 | 6 | H01: Pituitary and hypothalamic hormones | 31 | 5.2 | H01C: Hypothalamic hormones | 31 | 5.2 | H01CB: Somatostatin and analogues | 31 | 5.2 |
| J | 373 | 62.2 | J01: Antibacterials for systemic use | 495 | 82.5 | J01D: Other beta-lactam antibacterials | 266 | 44.3 | J01DD: 3rd-generation cephalosporins | 255 | 42.5 |
| J01 M: Quinolone antibacterials | 68 | 11.3 | J01MA: Fluoroquinolones | 68 | 11.3 | ||||||
| J04: Antimycobacterials | 92 | 15.3 | J04A: Drugs for tuberculosis | 92 | 15.3 | J04AK: Other drugs | 48 | 8 | |||
| L | 13 | 2.2 | L01: Antineoplastic agents | 17 | 2.8 | L01B: Antimetabolites | 04 | 0.7 | L01BA: Folic acid analogues | 03 | 0.5 |
| M | 184 | 30.7 | M01: Anti-inflammatory and antirheumatic products | 188 | 31.3 | M01A: Anti-inflammatory and antirheumatic products, non-steroids | 188 | 31.3 | M01AB: Acetic acid derivatives | 159 | 26.5 |
| N | 398 | 66.3 | N02: Analgesics | 403 | 67.2 | N02B: Other analgesics and antipyretics | 359 | 59.8 | N02BE: Anilides | 305 | 50.8 |
| N03: Antiepileptics | 67 | 11.2 | N03A: Antiepileptics | 67 | 11.2 | N03AX: Other antiepileptics | 32 | 5.3 | |||
| P | 12 | 2 | P01: Antiprotozoals | 13 | 2.2 | P01B: Antimalarials | 12 | 2 | P01BF: Artemisinin and derivatives | 9 | 1.5 |
| R | 182 | 30.3 | R01: Nasal preparations | 84 | 14 | R01A: Decongestants and other | 84 | 14 | R01AD: Corticosteroids | 61 | 10.2 |
| R03: Drugs for obstructive airway diseases | 113 | 18.8 | R03A: Adrenergics, inhalants | 86 | 14.3 | R03AC: Selective beta-2 agonists | 43 | 7.2 | |||
| R06: Antihistamines for systemic use | 67 | 11.2 | R06A: Antihistamines for systemic use | 67 | 11.2 | R06AA: Aminoalkyl ethers | 46 | 7.7 | |||
| V | 4 | 0.7 | V03: Other therapeutic products | 6 | 1 | V03A: Other therapeutic products | 6 | 1 | V03AB: Antidotes | 6 | 1 |
Note: A patient may be prescribed one or more than one drug from level 2, level 3 and level 4 categories
aPercentages given with respect to the total sample size of the patients. GERD Gastroesophageal reflux disease, BPH Benign prostate hyperplasia
Top active substances prescribed to study participants (ATC level 5)
| Name | ATC Code | Frequency ( | Percentagea | Trend in use |
|---|---|---|---|---|
| Amlodipine | C08CA01 | 78 | 13 | Medium |
| Aspirin | N02BA01 | 54 | 9 | Low |
| Atenolol | C07AB03 | 62 | 10.3 | Medium |
| Captopril | C09AA01 | 53 | 8.8 | Low |
| Ceftriaxone | J01DD04 | 241 | 40.2 | High |
| Dexamethasone | R01AD03 | 61 | 10.2 | Medium |
| Diclofenac sodium | M01AB05 | 111 | 18.5 | Medium |
| Furosemide | C03CA01 | 68 | 11.3 | Medium |
| Lactulose | A06AD11 | 49 | 8.2 | Low |
| Metformin | A10BA02 | 53 | 8.8 | Low |
| Metoclopramide | A03FA01 | 86 | 14.3 | Medium |
| Metronidazole | A01AB17 | 119 | 19.8 | Medium |
| Omeprazole | A02BC01 | 308 | 51.3 | High |
| Paracetamol | N02BE01 | 305 | 50.8 | High |
| Simvastatin | C10AA01 | 63 | 10.5 | Medium |
aPercentages given with respect to the total sample size of patients
Factors affecting number of prescribed drugs: multiple linear regression analysis
| Variables | Unstandardized Coefficients | Standardized Coefficients |
| 95.0% Confidence Interval for B | |
|---|---|---|---|---|---|
| Std. Error | B | Lower Bound | Upper Bound | ||
| Male | .051 | −.091 |
| −.205 | −.006 |
| Widowed | .073 | −.008 | .865 | −.157 | .132 |
| Divorced | .119 | −.130 |
| −.604 | −.136 |
| Low income class | .135 | .051 | .592 | −.193 | .339 |
| Middle income class | .144 | −.034 | .716 | −.335 | .230 |
| Moderate self-reported health | .105 | −.075 | .397 | −.296 | .118 |
| Poor self-reported health | .127 | −.034 | .744 | −.292 | .208 |
| ≥4 clinic visits | .076 | .075 | .238 | −.060 | .240 |
| Comorbidity | .051 | .144 |
| .068 | .267 |
P-value < .05 was considered statistically significant. Note: Only statistically significant variables in the univariate analysis were entered in the multiple linear regression analysis and are shown in the Table
Model summary: R2 = 0.052, p < 0.0005
Description about the usage of all prescribed medicines
| Sr. No | Name | ATC Code | Frequency | Percentagea | Trend |
|---|---|---|---|---|---|
| 1 | Aciclovir | J05AB01 | 11 | 1.8 | Low |
| 2 | Acarbose | A10BF01 | 1 | 0.2 | Low |
| 3 | Aclarubicin | L04AB04 | 1 | 0.5 | Low |
| 4 | Adalimumab | L01DB04 | 3 | 0.2 | Low |
| 5 | Alimemazine | R06AD01 | 2 | 0.3 | Low |
| 6 | Allopurinol | M04AA01 | 17 | 2.8 | Low |
| 7 | Amantadine | N04BB01 | 1 | 0.2 | Low |
| 8 | Amiodarone | C01BD01 | 2 | 0.3 | Low |
| 9 | Aminophylline | R03DA05 | 16 | 2.7 | Low |
| 10 | Amitriptyline | N06AA09 | 2 | 0.3 | Low |
| 11 | Amoxicillin | J01CA04 | 27 | 4.5 | Low |
| 12 | Amlodipine | C08CA01 | 78 | 13.0 | Medium |
| 13 | Anastrazole | L02BG03 | 2 | 0.3 | Low |
| 14 | Artemether | P01BF01 | 08 | 1.3 | Low |
| 15 | Aspirin | N02BA01 | 54 | 9.0 | Low |
| 16 | Atenolol | C07AB03 | 62 | 10.3 | Medium |
| 17 | Atropine | A03BA01 | 4 | 0.7 | Low |
| 18 | Atorvastatin | C10AA05 | 15 | 2.5 | Low |
| 19 | Attapulgite | A07BC04 | 1 | 0.2 | Low |
| 20 | Azithromycin | J01FA10 | 13 | 2.2 | Low |
| 21 | Beclomethasone | D07AC15 | 11 | 1.8 | Low |
| 22 | Bisoprolol | C07AB07 | 1 | 0.2 | Low |
| 23 | Bismuth subcitrate | A07BX05 | 1 | 0.2 | Low |
| 24 | Benzyl penicillin | J01 CE01 | 7 | 1.2 | Low |
| 25 | Bleomycin | L01 DC01 | 1 | 0.2 | Low |
| 26 | Bromazepam | N05BA08 | 8 | 1.3 | Low |
| 27 | Bromocriptine | G02CB01 | 3 | 0.5 | Low |
| 28 | Calcium gluconate | A12AA03 | 1 | 0.2 | Low |
| 29 | Captopril | C09AA01 | 53 | 8.8 | Low |
| 30 | Carbamazepine | N03AF01 | 6 | 1.0 | Low |
| 31 | Carvedilol | C07AG02 | 2 | 0.3 | Low |
| 32 | Cefotaxime | J01DD01 | 14 | 2.3 | Low |
| 33 | Ceftriaxone | J01DD04 | 241 | 40.2 | High |
| 34 | Celecoxib | M01AH01 | 5 | 0.8 | Low |
| 35 | Cephradine | J01DB09 | 4 | 0.7 | Low |
| 36 | Cetirizine | R06AE07 | 2 | 0.3 | Low |
| 37 | Cimetidine | A02BA01 | 3 | 0.5 | Low |
| 38 | Chlorhexidine | A01AB03 | 1 | 0.2 | Low |
| 39 | Chloramphenicol | J01BA01 | 6 | 1.0 | Low |
| 40 | Chlorpheniramine | R06AB04 | 11 | 1.8 | Low |
| 41 | Chlorpromazine | N05AA01 | 6 | 1.0 | Low |
| 42 | Colecalciferol | A11CC05 | 6 | 1.0 | Low |
| 43 | Ciprofloxacin | J01MA02 | 34 | 5.7 | Low |
| 44 | Clarithromycin | J01FA09 | 25 | 4.2 | Low |
| 45 | Clindamycin | J01FF01 | 7 | 1.2 | Low |
| 46 | Clopidogrel | B01AC04 | 23 | 3.8 | Low |
| 47 | Clonazepam | N03AE01 | 2 | 0.3 | Low |
| 48 | Clonidine | C02AC01 | 2 | 0.3 | Low |
| 49 | Codeine | R05DA04 | 2 | 0.3 | Low |
| 50 | Colchicine | M04 AC01 | 21 | 3.5 | Low |
| 51 | Cromolyn sodium | A07EB01 | 3 | 0.5 | Low |
| 52 | Cyclosporine | N04 AD01 | 2 | 0.3 | Low |
| 53 | Dacarbazine | L01AX04 | 2 | 0.3 | Low |
| 54 | Darifenacin | G04BD10 | 1 | 0.2 | Low |
| 55 | Drotaverine | A03AD02 | 5 | 0.8 | Low |
| 56 | Dexamethasone | R01AD03 | 61 | 10.2 | Medium |
| 57 | Diclofenac sodium | M01AB05 | 111 | 18.5 | Medium |
| 58 | Dicyclomine | A03AA07 | 1 | 0.2 | Low |
| 59 | Digoxin | C01AA05 | 3 | 0.5 | Low |
| 60 | Diphenhydramine | R06AA02 | 46 | 7.7 | Low |
| 61 | Diphenoxylate | A07DA01 | 3 | 0.5 | Low |
| 62 | Diloxanide | P01AC01 | 1 | 0.2 | Low |
| 63 | Diltiazem | C08DB01 | 1 | 0.2 | Low |
| 64 | Divalproex sodium | N03AG01 | 25 | 4.2 | Low |
| 65 | Dobutamine | C01CA07 | 2 | 0.3 | Low |
| 66 | Domperidone | A03FA03 | 30 | 5.0 | Low |
| 67 | Dopamine | C01CA04 | 2 | 0.3 | Low |
| 68 | Doxycycline | J01AA02 | 2 | 0.3 | Low |
| 69 | Epinephrine | B02BC09 | 4 | 0.7 | Low |
| 70 | Ephedrine | R01AA03 | 1 | 0.2 | Low |
| 71 | Erythromycin | J01FA01 | 1 | 0.2 | Low |
| 72 | Escitalopram | N06AB04 | 18 | 2.8 | Low |
| 73 | Ethambutol | J04AK02 | 25 | 4.2 | Low |
| 74 | Ezitimibe | C10AX09 | 2 | 0.3 | Low |
| 75 | Famotidine | A02BA03 | 20 | 3.3 | Low |
| 76 | Fexofenadine | R06AX26 | 6 | 1.0 | Low |
| 77 | Fluoxetine | N06AB03 | 2 | 0.3 | Low |
| 78 | Formoterol | R03AC13 | 4 | 0.7 | Low |
| 79 | Fosfomycin | J01XX01 | 4 | 0.7 | Low |
| 80 | Furosemide | C03CA01 | 68 | 11.3 | Medium |
| 81 | Gentamicin | J01GB03 | 9 | 1.3 | Low |
| 82 | Glimepiride | A10BB12 | 10 | 1.7 | Low |
| 83 | Glipizide | A10BB07 | 9 | 1.5 | Low |
| 84 | Glyceryl trinitrite | C01DA02 | 9 | 1.5 | Low |
| 85 | Haloperidol | N05 AD01 | 5 | 0.8 | Low |
| 86 | Heparin | B01AB01 | 3 | 0.5 | Low |
| 87 | Hydrocortisone | D07AA02 | 30 | 5.0 | Low |
| 88 | Hydralline | C02DB02 | 15 | 2.5 | Low |
| 89 | Hydralazine | C02DB02 | 6 | 1.0 | Low |
| 90 | Ibuprofen | M01AE01 | 24 | 4.0 | Low |
| 91 | Imipenem | J01DH51 | 3 | 0.5 | Low |
| 92 | Imipramine | N06AA02 | 1 | 0.2 | Low |
| 93 | Indacaterol | R03AC18 | 2 | 0.3 | Low |
| 94 | Indomethacin | M01AB01 | 5 | 0.8 | Low |
| 95 | Insulin | A10AB02 | 40 | 6.7 | Low |
| 96 | Ipratropium | R01AX03 | 19 | 3.2 | Low |
| 97 | Isoniazid | J04 AC01 | 23 | 3.8 | Low |
| 98 | Isosorbide mononitrite | C01DA14 | 3 | 0.5 | Low |
| 99 | Isosorbide dinitrite | C01DA08 | 2 | 0.3 | Low |
| 100 | Ketorolac | M01AB15 | 43 | 7.2 | Low |
| 101 | Lactulose | A06AD11 | 49 | 8.2 | Low |
| 102 | Labetalol | C07AG01 | 3 | 0.5 | Low |
| 103 | Leflunamide | L04AA13 | 3 | 0.5 | Low |
| 104 | Leviteracetam | N03AX14 | 32 | 5.3 | Low |
| 105 | Levodopa | N04BA01 | 4 | 0.7 | Low |
| 106 | Levofloxacin | J01MA12 | 11 | 1.8 | Low |
| 107 | Lisinopril | C09AA03 | 8 | 1.3 | Low |
| 108 | Loperamide | A07DA03 | 5 | 0.8 | Low |
| 109 | Losartan | C09CA01 | 3 | 0.5 | Low |
| 110 | Lovastatin | C10AA02 | 2 | 0.3 | Low |
| 111 | Lumefantrine | P01BF01 | 1 | 0.2 | Low |
| 112 | Mannitol | B05BC01 | 27 | 4.5 | Low |
| 113 | Mebeverine | A03AA04 | 3 | 0.5 | Low |
| 114 | Mecobalamine | B03BA01 | 2 | 0.3 | Low |
| 115 | Midazolam | N05CD08 | 3 | 0.5 | Low |
| 116 | Mercaptopurine | L01BB02 | 1 | 0.2 | Low |
| 117 | Meropenem | J01DH02 | 4 | 0.7 | Low |
| 118 | Metformin | A10BA02 | 53 | 8.8 | Low |
| 119 | Methotrexate | L01BA01 | 3 | 0.5 | Low |
| 120 | Metoclopramide | A03FA01 | 86 | 14.3 | Medium |
| 121 | Metoprolol | C07AB02 | 1 | 0.2 | Low |
| 122 | Metaproterenol | R03AB03 | 1 | 0.2 | Low |
| 123 | Metronidazole | A01AB17 | 119 | 19.8 | Medium |
| 124 | Midazolam | N05CD08 | 15 | 2.5 | Low |
| 125 | Mirtazapine | M06AX11 | 3 | 0.5 | Low |
| 126 | Misoprostol | A02BB01 | 4 | 0.7 | Low |
| 127 | Mg-hydroxide | A02AA04 | 5 | 0.8 | Low |
| 128 | Montelukast sodium | R03DC03 | 16 | 2.7 | Low |
| 129 | Morphine | N02AA01 | 3 | 0.5 | Low |
| 130 | Moxifloxacin | J01MA14 | 23 | 3.8 | Low |
| 131 | Nalbufine | N02AF02 | 13 | 2.2 | Low |
| 132 | Naltrexone | V03AB30 | 6 | 1.0 | Low |
| 133 | Natalizumab | L04AA23 | 1 | 0.2 | Low |
| 134 | Nedocromil | R01AC07 | 3 | 0.5 | Low |
| 135 | Nefazodone | N06AX06 | 1 | 0.2 | Low |
| 136 | Nifedipine | C08CA05 | 2 | 0.3 | Low |
| 137 | Nimodipine | C08CA06 | 11 | 1.8 | Low |
| 138 | Nitroglycerine | C01DA02 | 6 | 1.0 | Low |
| 139 | Nitropruside | C02DD01 | 1 | 0.2 | Low |
| 140 | Nitrazepam | N05CD02 | 2 | 0.3 | Low |
| 141 | Octreotide | H01CB02 | 30 | 5.0 | Low |
| 142 | Omeprazole | A02BC01 | 308 | 51.3 | High |
| 143 | Paracetamol | N02BE01 | 305 | 50.8 | High |
| 144 | Paclitaxel | L01CD01 | 3 | 0.5 | Low |
| 145 | Pantoprazole | A02BC02 | 1 | 0.2 | Low |
| 146 | Phenelzine | N06AF03 | 2 | 0.3 | Low |
| 147 | Phenytoin | N03AB02 | 2 | 0.3 | Low |
| 148 | Pipracilline | J01CA12 | 1 | 0.2 | Low |
| 149 | Prazosin | C02CA01 | 2 | 0.3 | Low |
| 150 | Prednisone | H02AB07 | 1 | 0.2 | Low |
| 151 | Prednisolone | H02AB06 | 1 | 0.2 | Low |
| 152 | Probenecid | M04AB01 | 3 | 0.5 | Low |
| 153 | Procainamide | C01BA02 | 1 | 0.2 | Low |
| 154 | Propoxyphene | N02 AC04 | 2 | 0.3 | Low |
| 155 | Propranolol | C07AA05 | 20 | 3.3 | Low |
| 156 | Propylthiouracil | H03BA02 | 3 | 0.5 | Low |
| 157 | Polymixin | J01XB02 | 2 | 0.3 | Low |
| 158 | Pyrazinamide | J04AK01 | 23 | 3.8 | Low |
| 159 | Pyridoxine | A11HA02 | 17 | 2.8 | Low |
| 160 | Quinine | P01BC01 | 3 | 0.5 | Low |
| 161 | Ranitidine | A02BA02 | 37 | 6.2 | Low |
| 162 | Rifampicin | J04AB02 | 21 | 3.5 | Low |
| 163 | Rifaxamin | D06AX11 | 5 | 0.8 | Low |
| 164 | Reserpine | C02AA02 | 1 | 0.2 | Low |
| 165 | Rituximab | L01XX21 | 1 | 0.2 | Low |
| 166 | Rosuvastatin | C10AA07 | 17 | 2.8 | Low |
| 167 | Salbutamol | R03AC02 | 43 | 7.2 | Low |
| 168 | Sulbactum | J01CG01 | 11 | 1.8 | Low |
| 169 | Salmeterol | R03AC12 | 22 | 3.7 | Low |
| 170 | Simvastatin | C10AA01 | 63 | 10.5 | Medium |
| 171 | Sitagliptin | A10BH01 | 4 | 0.7 | Low |
| 172 | Selegiline | N04BD01 | 2 | 0.3 | Low |
| 173 | Sertraline | N06AB06 | 1 | 0.2 | Low |
| 174 | Somatostatin | H01CB01 | 1 | 0.2 | Low |
| 175 | Solifenacin | G04BD08 | 1 | 0.2 | Low |
| 176 | Spironolactone | C03DA01 | 7 | 1.2 | Low |
| 177 | Streptomycin | J01GA01 | 4 | 0.7 | Low |
| 178 | Sucralfate | A02BX02 | 9 | 1.5 | Low |
| 179 | Sodium picosulfate | A06AB08 | 1 | 0.2 | Low |
| 180 | Sulfasalazine | A07EC01 | 3 | 0.5 | Low |
| 181 | Tamsulosin | G04CA02 | 2 | 0.3 | Low |
| 182 | Tazobactum | J01CG02 | 19 | 3.2 | Low |
| 183 | Theophylline | R03DA04 | 5 | 0.8 | Low |
| 184 | Thioridazine | N05 AC02 | 1 | 0.2 | Low |
| 185 | Thyroxin | H03AA01 | 4 | 0.7 | Low |
| 186 | Tizinidine | M03BX02 | 1 | 0.2 | Low |
| 187 | Terbutaline | R03AC03 | 4 | 0.7 | Low |
| 188 | Tramadol | N02AX02 | 26 | 4.3 | Low |
| 189 | Transemic acid | B02AA02 | 7 | 1.2 | Low |
| 190 | Telmisartan | C09CA07 | 5 | 0.8 | Low |
| 191 | Trustuzumab | L01XC03 | 2 | 0.3 | Low |
| 192 | Vancomycin | J01XA01 | 23 | 3.8 | Low |
| 193 | Venlafaxine | N06AX16 | 1 | 0.2 | Low |
| 194 | Verapamil | C08DA01 | 7 | 1.2 | Low |
| 195 | Vincristine | L01CA02 | 1 | 0.2 | Low |
| 196 | Ziprasidone | N05AE04 | 1 | 0.2 | Low |
| 197 | Zinc sulphate | A12CB01 | 1 | 0.2 | Low |
aPercentages given with respect to total sample size (n = 600)