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Prescribing Pattern in a Medicine OPD Using WHO Core Prescribing Indicators and ATC Codes

  • 12 slides
  • 15 viva questions
  • 3 modules
  • No code needed

@who-prescribing-indicators-medicine-opd-retrospectiveUpdated Oct 2026

600 prescriptions, five WHO indicators, one NLEM check — how rational is our OPD, really?

MBBS, Pharmacology · Year 2–3 · Intermediate · 10 weeks · Solo

More info
Level
Intermediate · 10 weeks · Solo
Relevant for
All India
Common at
NMC / ICMR (ICMR-STS), RGUHS, The Tamil Nadu Dr. M.G.R. Medical University
Syllabus
NMC / ICMR NMC CBME; ICMR-STS · ICMR-STS short-term research study (2 months, guide + ethics approval, written report) · Year 2–3
Tech stack
  • WHO/INRUD core prescribing indicators
  • WHO ATC classification (ATC/DDD Index)
  • National List of Essential Medicines 2022
  • WHO Model List of Essential Medicines
  • Structured data-extraction form
  • Excel / Jamovi / SPSS
For educational purposes only

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  1. Pinned

    1 min

    Overview

    Irrational prescribing — too many drugs per prescription, brand names instead of generics, unnecessary antibiotics and injections, and drugs outside the essential-medicines list — raises costs, adverse reactions and antimicrobial resistance. The World Health Organization and the International Network for Rational Use of Drugs (INRUD) developed a small set of core prescribing indicators so that any facility can measure its prescribing quality in a standard, comparable way.

    This ICMR Short-Term Studentship (STS)-style drug-utilisation study applies those indicators to 600 outpatient prescriptions from the Medicine OPD of a tertiary-care teaching hospital. Prescription copies retained by the hospital pharmacy over a defined six-month period are selected by systematic random sampling, and every drug is recorded by generic name, dosage form and WHO Anatomical Therapeutic Chemical (ATC) code. The five core indicators are calculated: average number of drugs per encounter, percentage prescribed by generic name, percentage of encounters with an antibiotic, percentage with an injection, and percentage of drugs from the National List of Essential Medicines (NLEM) 2022. Results are compared with WHO-derived optimal values and with published Indian studies.

    Additional analyses cover fixed-dose combinations, the commonest ATC groups, antibiotic choice by WHO AWaRe category and potential drug–drug interactions in polypharmacy prescriptions. Because the study uses existing records, it fits comfortably within the two-month STS window while teaching the core pharmacology concept every MBBS student is examined on: rational prescribing.

    Syllabus alignment

    NMC / ICMR · NMC CBME; ICMR-STS

    ICMR-STS short-term research study (2 months, guide + ethics approval, written report) · Year 2–3

    Subjects this project applies
    • Pharmacology — rational use of medicines and essential-medicines concept
    • Pharmacology — prescription writing and drug–drug interactions
    • Pharmacology — pharmacoepidemiology and drug-utilisation studies
    • Community Medicine — biostatistics
    • AETCOM — confidentiality of medical records
    How it is evaluated

    See your department's project guidelines.

    1 min read · 15 viva questions

  2. 2 min

    Synopsis

    Abstract

    A retrospective, record-based cross-sectional study will analyse 600 prescriptions from the Medicine outpatient department of a tertiary-care teaching hospital using WHO core prescribing indicators. Drugs will be classified by the ATC system and checked against NLEM 2022 and the WHO Model List. Indicator values will be compared with WHO-derived optimal values; secondary analyses will describe fixed-dose combinations, antibiotic use by AWaRe category and potential drug–drug interactions.

    Introduction

    WHO defines rational use of medicines as patients receiving medications appropriate to their clinical needs, in doses that meet their individual requirements, for an adequate period, at the lowest cost to them and their community. India's NLEM, the Jan Aushadhi generic-medicine scheme and National Medical Commission guidance to prescribe generic names all aim at this goal, but actual OPD prescribing is rarely audited.

    Review and gap

    Indian drug-utilisation studies commonly report more than two drugs per encounter, low generic prescribing and antibiotic use above WHO-derived optimal values. Many older studies predate NLEM 2022 and the WHO AWaRe classification, and few examine fixed-dose combinations or interactions alongside the core indicators. Local data for the study hospital do not exist.

    Proposed work

    • Obtain six months of Medicine OPD prescription copies and select 600 by systematic random sampling.
    • Extract data on a structured form; assign ATC codes; check NLEM status.
    • Compute the five core indicators with 95% confidence intervals.
    • Describe secondary outcomes and share results with the hospital Drug and Therapeutics Committee.

    Feasibility

    • Data: the hospital pharmacy retains prescription copies, so no patient contact is needed.
    • Time: extraction of 600 prescriptions at about 40 per day takes three weeks.
    • Cost: negligible; the ATC Index, NLEM and interaction checkers are freely accessible.
    • Ethics: IEC approval with waiver of consent for anonymised retrospective records.
  3. 1 min

    Problem statement

    The Medicine OPD of a teaching hospital sees a very large number of patients each day, and prescriptions are often written quickly by different residents and consultants. There is no routine audit of how many drugs are prescribed, whether generic names are used, how often antibiotics and injections are given, or whether prescribed drugs belong to the National List of Essential Medicines. Without measurement, irrational prescribing — polypharmacy, brand-name prescribing, unnecessary antibiotics and irrational fixed-dose combinations — cannot be identified or corrected.

    This study aims to measure prescribing quality in the Medicine OPD using WHO core prescribing indicators, to describe the pattern of drugs by ATC class, and to compare the findings with WHO-derived optimal values, so that the Drug and Therapeutics Committee has baseline evidence for targeted educational and policy interventions.

  4. 1 min

    Objectives & scope

    1. 01Calculate the WHO core prescribing indicators for Medicine OPD prescriptions: average drugs per encounter, percentage of generic names, percentage of encounters with antibiotics, percentage with injections and percentage of drugs from NLEM 2022.
    2. 02Compare the indicator values with WHO-derived optimal values and published Indian studies.
    3. 03Describe the pattern of drugs prescribed by ATC anatomical main group and therapeutic subgroup.
    4. 04Describe antibiotic prescribing by WHO AWaRe category and the use of fixed-dose combinations.
    5. 05Identify potential drug–drug interactions in prescriptions with five or more drugs.
    6. 06Report findings to the hospital Drug and Therapeutics Committee with recommendations.

    Scope

    In scope

    • Adult Medicine OPD prescriptions retained by the hospital pharmacy over six months.
    • WHO core prescribing indicators, ATC classification, NLEM status, AWaRe category, fixed-dose combinations and potential interactions.
    • Descriptive statistics and comparison with reference values.

    Out of scope

    • Patient-care and facility indicators (consultation time, dispensing time, labelling) — these need prospective observation.
    • Judging whether each prescription was clinically appropriate for the diagnosis (diagnoses are often incomplete on OPD slips).
    • In-patient and paediatric prescriptions.
  5. 2 min

    Methodology

    Study design: retrospective, record-based, cross-sectional drug-utilisation study.

    Setting and duration: Medicine OPD and hospital pharmacy of a tertiary-care teaching hospital; records from a defined six-month period; two months for approvals, extraction, analysis and report.

    Sample size: WHO's manual How to Investigate Drug Use in Health Facilities recommends at least 600 encounters for a prescribing-indicator survey; this study therefore uses 600 prescriptions, 100 from each of six months to balance seasonal variation.

    Sampling: systematic random sampling within each month — sampling interval k = total prescriptions in the month / 100, with a random start.

    Inclusion criteria: legible prescriptions of patients aged ≥ 18 years from the Medicine OPD with at least one drug.

    Exclusion criteria: illegible or incomplete prescriptions, prescriptions containing only investigations or dietary advice, and repeat photocopies.

    Data-extraction form: prescription serial number (study code), age group, gender, diagnosis if written, each drug's name as written (generic or brand), dosage form, route, dose, frequency, duration, ATC code, NLEM 2022 listing, FDC status, AWaRe category for antibiotics.

    Operational definitions (WHO):

    • Average drugs per encounter = total drugs / total encounters (each FDC counted as one drug).
    • % generic = drugs prescribed by generic name / total drugs × 100.
    • % encounters with antibiotic = encounters with ≥ 1 antibiotic / total encounters × 100.
    • % encounters with injection = encounters with ≥ 1 injection / total encounters × 100 (vaccines excluded).
    • % from NLEM = drugs listed in NLEM 2022 / total drugs × 100.

    Interaction screening: prescriptions with ≥ 5 drugs are checked with a standard drug-interaction reference and interactions graded as major, moderate or minor.

    Ethics: IEC approval with waiver of informed consent (retrospective anonymised records), permission from the Medical Superintendent and pharmacy in-charge; no patient names, hospital numbers or identity documents are transcribed; ICMR National Ethical Guidelines (2017).

    Statistical analysis: Excel for entry and indicator formulas; Jamovi/SPSS for descriptive statistics, 95% CI for proportions and chi-square test for differences between age groups and genders; p < 0.05.

  6. 1 min

    Architecture & tech stack

    • WHO/INRUD core prescribing indicators
    • WHO ATC classification (ATC/DDD Index)
    • National List of Essential Medicines 2022
    • WHO Model List of Essential Medicines
    • Structured data-extraction form
    • Excel / Jamovi / SPSS

    The study is a record-review pipeline: from a sampling frame of pharmacy-retained prescriptions to five indicator values and a set of secondary descriptions.

    flowchart TD
      A[Protocol and extraction form] --> B[IEC approval with consent waiver]
      B --> C[Permission from Medical Superintendent and pharmacy]
      C --> D[Six months of Medicine OPD prescription copies]
      D --> E[Systematic random sampling: 100 per month]
      E --> F{Legible and eligible?}
      F -->|No| G[Replace with next prescription]
      G --> F
      F -->|Yes| H[Extract drug data with study code]
      H --> I[Assign ATC code and NLEM status]
      I --> J[Flag antibiotics by AWaRe, FDCs, injections]
      J --> K[Interaction check for 5 or more drugs]
      K --> L[Compute five WHO core indicators with 95 percent CI]
      L --> M[Compare with WHO optimal values and Indian studies]
      M --> N[STS report and Drug and Therapeutics Committee feedback]

    Reference values used for comparison

    IndicatorWHO-derived optimal value (commonly cited)
    Average drugs per encounter1.6–1.8
    % drugs by generic name100%
    % encounters with antibiotic20.0–26.8%
    % encounters with injection13.4–24.1%
    % drugs from essential-medicines list100%

    These values come from Isah and colleagues' analysis of WHO/INRUD data and are cited by most Indian drug-utilisation studies; the report should cite the source directly.

  7. 3 modules

    Modules

    • Phase 1 — Protocol, ethics and form design

      Literature review on drug-utilisation studies, drafting operational definitions, designing and piloting the extraction form on 30 prescriptions, and obtaining IEC approval with waiver of consent and administrative permissions.

    • Phase 2 — Sampling and data extraction

      Building the monthly sampling frame, applying systematic random sampling, extracting each drug's details, assigning ATC codes from the WHO ATC/DDD Index and checking NLEM 2022 and AWaRe status.

    • Phase 3 — Indicator calculation and reporting

      Calculating the five core indicators with confidence intervals, describing ATC patterns, FDCs and interactions, comparing with reference values, writing the STS report and presenting feedback to the Drug and Therapeutics Committee.

  8. Locked

    Presentation

    12 slides with speaker notes. The outline below is free; the bullets, notes and the generated .pptx unlock with the project.

    1. Prescribing Pattern in a Medicine OPD Using WHO Core Indicators
    2. Rational Use of Medicines
    3. Drug-Utilisation Research
    4. Objectives
    5. Methodology
    6. Operational Definitions
    7. Study Flow
    8. Results — Core Indicators
    9. Results — ATC Pattern and Antibiotics
    10. Results — Polypharmacy and Interactions
    11. Discussion and Limitations
    12. Conclusion and Recommendations

    Bullets, speaker notes and the .pptx download unlock with the project.

    Presentation is locked: 12 slides, Speaker notes, .pptx download.

  9. Locked

    How to run

    A research, analysis or design project, so there's no code bundle: 10 steps to carry it out with WHO/INRUD core prescribing indicators, WHO ATC classification (ATC/DDD Index) and National List of Essential Medicines 2022.

    The good part is behind this lock. Like every good viva answer.

    How to run is locked: 10 steps.

  10. 1 min

    Future scope

    • Prospective study with patient-care and facility indicators (consultation time, dispensing time, labelling, patient knowledge).
    • Before–after intervention with prescriber education or a generic-name prescription template.
    • Cost analysis comparing brand prices with Jan Aushadhi generic equivalents.
    • DDD-based antibiotic consumption (DDD per 100 bed-days) for in-patients.
    • Multi-department comparison within the hospital.
  11. 8 sources

    References

    1. World Health Organization. How to Investigate Drug Use in Health Facilities: Selected Drug Use Indicators. WHO/DAP/93.1. Geneva: WHO; 1993.
    2. WHO Collaborating Centre for Drug Statistics Methodology — ATC/DDD Index
    3. WHO — Anatomical Therapeutic Chemical (ATC) / DDD toolkit
    4. Ministry of Health and Family Welfare, Government of India. National List of Essential Medicines (NLEM) 2022.
    5. World Health Organization. The WHO AWaRe (Access, Watch, Reserve) antibiotic book. Geneva: WHO; 2022.
    6. Indian Council of Medical Research — Short-Term Studentship and National Ethical Guidelines (2017)
    7. Tripathi KD. Essentials of Medical Pharmacology. Jaypee Brothers (latest edition).
    8. Isah AO, Ross-Degnan D, Quick J, Laing R, Mabadeje AFB. The development of standard values for the WHO drug use prescribing indicators. ICUM/EDM/WHO.

    Cite this bundle

    OnlyProjects. (2026). Prescribing Pattern in a Medicine OPD Using WHO Core Prescribing Indicators and ATC Codes: MBBS Pharmacology project bundle [Educational resource]. https://onlyprojects.online/projects/mbbs-pharmacology-who-prescribing-indicators-medicine-opd-retrospective

Slides, diagrams & files

12 slides. Titles are free; bullets, speaker notes and the .pptx unlock with the project.

  1. SLIDE 1

    Prescribing Pattern in a Medicine OPD Using WHO Core Indicators

  2. SLIDE 2

    Rational Use of Medicines

  3. SLIDE 3

    Drug-Utilisation Research

  4. SLIDE 4

    Objectives

  5. SLIDE 5

    Methodology

  6. SLIDE 6

    Operational Definitions

  7. SLIDE 7

    Study Flow

  8. SLIDE 8

    Results — Core Indicators

  9. SLIDE 9

    Results — ATC Pattern and Antibiotics

  10. SLIDE 10

    Results — Polypharmacy and Interactions

  11. SLIDE 11

    Discussion and Limitations

  12. SLIDE 12

    Conclusion and Recommendations

Architecture diagram

1
flowchart TD
  A[Protocol and extraction form] --> B[IEC approval with consent waiver]
  B --> C[Permission from Medical Superintendent and pharmacy]
  C --> D[Six months of Medicine OPD prescription copies]
  D --> E[Systematic random sampling: 100 per month]
  E --> F{Legible and eligible?}
  F -->|No| G[Replace with next prescription]
  G --> F
  F -->|Yes| H[Extract drug data with study code]
  H --> I[Assign ATC code and NLEM status]
  I --> J[Flag antibiotics by AWaRe, FDCs, injections]
  J --> K[Interaction check for 5 or more drugs]
  K --> L[Compute five WHO core indicators with 95 percent CI]
  L --> M[Compare with WHO optimal values and Indian studies]
  M --> N[STS report and Drug and Therapeutics Committee feedback]

Files

Viva questions & answers

3 of 15 questions free. Explain each answer in your own words before you move on.

  1. Concept

    Define rational use of medicines according to WHO.

    Rational use of medicines requires that patients receive medications appropriate to their clinical needs, in doses that meet their own individual requirements, for an adequate period of time, and at the lowest cost to them and their community.

  2. Concept

    What is the ATC classification? Explain its levels with an example.

    The Anatomical Therapeutic Chemical system classifies drugs at five levels: anatomical main group, therapeutic subgroup, pharmacological subgroup, chemical subgroup and chemical substance. For metformin, A is alimentary tract and metabolism, A10 drugs used in diabetes, A10B blood-glucose-lowering drugs excluding insulins, A10BA biguanides, and A10BA02 metformin.

  3. Concept

    What is the essential-medicines concept?

    Essential medicines are those that satisfy the priority health-care needs of the population, selected for public-health relevance, efficacy, safety and cost-effectiveness. They should be available at all times in adequate amounts, in appropriate dosage forms and at affordable prices. India's version is the National List of Essential Medicines, last revised in 2022.

+12 more questions

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