Table 2

Technical characteristics of included studies and quality grading (strength of evidence)

Source (author, year)Institution(s) conducting the studyFunding agencyCurrency, yearChoice of decision model and key parametersTime horizonDiscount rate usedIncremental analysis reportedSeA doneQuality grading† (++, +, −)
Turi et al, 199153 Nizam’s Institute of Medical Sciences Hyderabad, IndiaNot statedUS$, 1988Cost comparison/consequences analysisNANANANA
Ahuja et al, 199754 King George’s Medical College, Lucknow, IndiaNot statedRupee, 1997RCT-based CEA6 monthsNAYesNo+
Nanjappa et al, 199855 Sri Jayadeva Institute of Cardiology, Bangalore, IndiaNot statedUS$, 1996Cost comparison/consequences analysisNANANANA
Malhotra et al, 200156 Nehru Hospital, Chandigarh, IndiaNot statedRupee and US$, 1999RCT-based CEAHospital admission until discharge (5–7 days)NAYesNo+
Murray et al, 200357 WHO-CHOICENot statedInt$, 2000Standard multistate transition model tool with four states: PopMod was used to calculate DALY averted by reducing CVD riskLifetime3% for both costs and effectsYesYes++
Chisholm et al, 200415 WHO-CHOICE; University of Queensland, Australia; Centre for Addiction and Mental Health, Toronto, CanadaNot statedInt$, 2004Static State Transition decision model (generalised CEA)Not stated
(assume: lifetime)
3% for both costs and effectsYesYes+
Namboodiri et al, 200458 PGIMER, Chandigarh, IndiaNot statedRupee, 2001Cost comparison/consequences analysisNANANANA
Narayan et al, 200634 DCP2 ChapterFogarty International Centre NIH, BMGF, WHO, World BankUS$, 2001Cost-utility and cost-effectiveness analyses were based on published literature models; costs estimated from WHO-CHOICE resourceNot stated
(assume: lifetime)
Not statedYesNot stated+
Gaziano et al, 200643 DCP2 ChapterFogarty International Centre NIH, BMGF, WHO, World BankUS$, 2001Population-based decision model; DALY weights taken from Mathers (2006)79 and costs data from McFayden (2003)80 Not stated
(assume: lifetime)
Not statedYesNot stated+
Willett et al, 20065 DCP2 ChapterFogarty International Centre NIH, BMGF, WHO, World BankUS$, 2001Population-based decision model; authors have used local costs data and interventions benefits from published literature sourcesNot stated
(assume: lifetime)
Not statedYesNot stated+
Rodgers et al, 200659 DCP2 ChapterFogarty International Centre NIH, BMGF, WHO, World BankUS$, 2001Population-based decision model; authors have used local costs data and interventions benefits from published literature sourcesNot stated
(assume: lifetime)
Not statedYesNot stated+
Jha et al, 200660 DCP2 ChapterFogarty International Centre NIH, BMGF, WHO, World BankUS$, 2002Population-based decision model; authors have used local costs data and interventions benefits from published literature sourcesNot stated
(assume: lifetime)
Not statedYesNot stated+
Shafiq et al, 200661 PGIMER Chandigarh, IndiaNot statedUS$ and rupee, 2004RCT-based CEAWithin trial analysis (30-day follow-up)NAYes+
Ramachandran et al, 200737 IDRF, Chennai, IndiaNot statedRupee and US$, 2006RCT-based CEAWithin trial analysis
(3 years)
No discountingYesYes++
Zubair Tahir et al, 200962 Aga Khan University Hospital, Karachi, PakistanNot statedUS$, 2007Cost comparison/consequences analysisNANANANA
Habib et al, 201063 Health Economics Unit, Diabetic Association of BangladeshNoneUS$ (year not stated)Retrospective hospital medical records-based economic analysisNANANoNA
Habib et al, 201064 Health Economics Unit, Diabetic Association of BangladeshNoneUS$ (year not stated)Retrospective hospital medical records-based economic analysisNANANoNA
Sanmukhani et al, 201065 Government Medical
College, Gujarat, India; Postgraduate Institute of Medical Education and Research, Chandigarh, India
Cadila Pharmaceutical, Ahmedabad, Gujarat, IndiaRupee, 2010Published RCTs-based CEANot clear (variable as per the RCT selected for the CEA)Not clearYesNo+
Cecchini et al, 201032 WHO-CHOICE; University of Queensland, Australia; Economic Analysis Unit, MexicoNoneUS$, 2005Chronic disease prevention model—microsimulation50 years and lifetime horizon3% for both costs and effectsYesYes++
Schulman-Marcus et al, 201040 AIIMS, New Delhi; HSPH, New YorkSarnoff Cardiovascular Research Foundation, Fogarty International Centre NIHUS$, 2007Markov model of urban Indian patients with acute chest pain presenting to a GP performing an ECG vs not performing oneLifetime3% for both costs and effectsYesYes++
Donaldson et al, 201130 PHFI and Johns Hopkins Bloomberg School of Public Health, Baltimore, USANoneUS$, 2008Details of model structure not provided, but assumptions and key parameters listed10 years and lifetime3% for both costs and effectsYesYes++
Lohse et al, 201166 Novo Nordisk Denmark and UCSFNovo Nordisk A/S.US$, 2011GDModel decision treeLifetime3% per year for costs;
effects not discounted, neither justified
YesYes+
Jafar et al, 201136 AKU, Karachi, ICL, LSHTMWellcome Trust awardUS$, 2007RCT-based CEA; benefits seen in BP reduction was converted to CV DALYs, using data from GBD study and using a linear regression model10, 20, 50 years and lifetime5% for both costs and effectsYesYes++
Ahmad et al, 201167 MGMC-Sitapura, JaipurNot statedUS$, 2010Observational studyNANAYesNo+
Humaira et al, 201268 Department of Ophthalmology,
BADAS, Bangladesh
NoneUS$ (year not stated)Retrospective hospital medical records-based economic analysisNANANoNA
Brown et al, 201331 University of Texas, Public Health Foundation of IndiaNIH grantUS$, 2006RCT-based CEA and Markov model for long term cost-effectivenessLifetime, within trialNoYesYes+
Ortegón et  al, 201229 University of Columbia, University of Washington, WHONoneInt$, 2005Chronic disease prevention model—WHO software DisMod IILifetime3% for both costs and effectsYesYes+
Marseille et al, 201335 Chennai Corporation Maternity Hospital referred GDM cases to Diabetes Care and Research Institute for antenatal monitoring and treatmentNovo Nordisk A/SInt$, 2011Decision-analysis tool (the GeDiForCE) to assess cost-effectivenessLifetime3% for both costs and effectsYesYes+
Rachapelle et al, 201327 Sankara Nethralaya, Vision
Research Foundation, Chennai and LSHTM
Sightsavers grantUS$, 2009Markov model
(TreeAge Pro 2009)
20 years, lifetime3% for costsYesYes+
Megiddo et  al, 201438 Centre for Disease
Dynamics, Economics, and Policy, Washington, DC, USA;
Public Health Foundation of India, New Delhi, India
Bill and Melinda
Gates Foundation (Disease
Control Priorities 3 Project)
US$, 2014CHD cohort modelLifetime3%YesYes++
Patel et al, 201469 Shivrath Centre of Excellence in Clinical Research, Ahmedabad, India; UN Mehta Institute of Cardiology and Research Centre, Ahmedabad, India; BJ Medical College, Ahmedabad, Gujarat, IndiaNoneRupee, 2007RCT-based CEAWithin trial analysis
(8 weeks)
No discountingNoNo+
Lamy et al, 201470 McMaster University, Canada; AIIMS and Centre for Chronic Disease Control, New Delhi, IndiaSanofi Aventis, Paris, FranceUS$, 2014Randomised trial-based cost-minimisation analysis6.2 years—median trial duration3% for costsYesYes++
Lamy et al, 201471 McMaster University, Canada; University of Oxford, UK; AIIMS and Centre for Chronic Disease Control, New Delhi,
India; Charles
University, Prague, Czech Republic; Ankara University School of Medicine, Ankara, Turkey; and Unidade de Terapia Intensiva, Hospital do Coracao, Sao Paulo, Brazil
Canadian
Institutes of Health Research grant
US$, 2013Randomised trial-based cost-minimisation analysis1 yearNot applicableYesYes++
Anchala, et al, 201572 Public Health Foundation of India, New Delhi, India; Centre for Chronic Disease Control, New Delhi, India; University of
Cambridge, UK; Department of
Epidemiology, Erasmus MC, Rotterdam, The Netherlands
Wellcome Trust Capacity
Strengthening Strategic Award to the Public Health Foundation of India and a consortium of UK universities
Rupee and US$RCT-based CEA1 year3% for costsNoYes+
Dukpa et al, 201573 Ministry of Health, Royal Government of Bhutan
Health Intervention and Technology Assessment Program; Ministry of Public Health, Thailand; Mahidol University,
Bangkok, Thailand
The Regional Office for South-East
Asia of the WHO
Bhutanese ngultrum, 2013Markov modelLifetime3% for costs and effectsYesYes++
Basu et al, 201539 Stanford University, USA; London School of Hygiene and Tropical Medicine, London, UK; University of Southern California, USA; National Bureau of Economic Research, Cambridge, Massachusetts, USAThe World Bank, Rosenkranz Prize for Healthcare ResearchUS$, 2014Microsimulation model of myocardial infarction and stroke in India20 years3% for costs and effectsYesYes++
Basu et al, 201574 Stanford University, USA; London School of Hygiene and Tropical Medicine,
London, UK; Imperial College London, London, UK; Public Health Foundation of India; Veterans Affairs Hospital, Ann Arbor, Michigan, USA; University of Michigan, USA; University College London, London, UK
Various federal funding support*US$, 2014Microsimulation model10-year implementation horizon3% for costsNoYes++
Gupta et al, 201541 Jaslok Hospital and Research Centre, Mumbai, India; Pharmacoeconomics Centre of KSMC, Riyadh, Saudi Arabia; Novo Nordisk A/S, Søborg, Denmark; Universiti Sains Malaysia, Penang, MalaysiaNovo NordiskUS$, 2013
Rupee, 2013
IMS CORE
Diabetes Model
1-year, 30-year time horizon3% for costs and effect measuresYesYes++
Home et al, 201575 Newcastle University, Newcastle on Tyne, UK; University Guro
Hospital, Seoul, South Korea; Instituto Jalisciense de Investigacion en Diabetes y Obesidad, Guadalajara, Mexico; Internal Medicine Department, University Hospital Setif, Setif, Algeria; Market Access – Value Communication, Novo Nordisk A/S, Søborg, Denmark
Novo NordiskUS$, 2013
Rupee, 2013
IMS CORE
Diabetes Model
24-week follow-up
1-year time
30-year time horizon
3% for costs and effect measuresYesYes++
Sengottuvelu et al, 201676 Apollo Hospitals, Chennai, IndiaNot statedRupee and US$, 2014Cost comparison/consequences analysisNANANANA
Limaye et al, 201677 Hochschule Hannover, Hannover, Germany; Institute of
Chemical Technology, Mumbai, India
Not statedRupee, 2016Cross-sectional study-based CEANo details providedNo discountingNoNo
Basu et al, 201678 Stanford University, Stanford, California, USA; Harvard Medical School, Boston, USA; University College London, London, UK;
University of Michigan, Ann Arbor, USA; Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, USA; Imperial College London, London, UK;
Public Health Foundation of India, New Delhi, India
Various federal funding support*US$, 2015Decision modelling-based CEALifetime3% for costs and effect measuresYesYes++
  • *Various federal funding support—the US National Institutes of Health; the Veterans Affairs Health Services Research and Development Service; the Rosenkranz Prize for Healthcare Research in Developing Countries; the International Development Research Centre of Canada; the NIHR Research Professorship award; and the Wellcome Trust Capacity Strengthening Strategic Award.

  • †Quality grading: ++ studies meeting all criteria on the checklists used for critical appraisal and provides strong CE evidence on interventions evaluated; + studies that fulfils some of the checklist criteria and provides supportive evidence on CE, which needs to be confirmed by future studies; − studies not meeting most criteria from the checklists used and so the CE estimates are uncertain.

  • AIIMS, All India Institute of Medical Sciences; AKU, Aga Khan University; BADAS, Bangla Bangladesh Diabetic Somiti (The Diabetic Association of Bangladesh); BMGF, Bill and Melinda Gates Foundation; BP, blood pressure; CE, Cost-effective; CEA, cost-effectiveness analysis; CHD, Coronary Heart Disease; CORE, Centre for Outcomes Research; CV, cardiovascular; CVD, cardiovascular diseases; DALY, disability-adjusted life years; DCP2, Disease Control Priorities-2 book; GBD, Global Burden of Disease; GDM, gestational diabetes mellitus; GP, general practitioner; HSPH, Harvard School of Public Health; ICL, Imperial College London; IDRF, India Diabetes Research Foundation; Int$, international dollar; LSHTM, London School of Hygiene & Tropical Medicine; MGMC, Mahatma Gandhi Medical College; NA, not applicable; NIH, National Institutes of Health; PGIMER, Post Graduate Institute of Medical Education and Research; PHFI, Public Health Foundation of India; RCT, randomised controlled trials; SeA, sensitivity analysis; UCSF, University of California San Francisco; WHO-CHOICE, Choosing Interventions that are Cost-Effective.