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ORIGINAL RESEARCH article

Front. Public Health

Sec. Public Health and Nutrition

This article is part of the Research TopicFrontiers in Food Fortification: Technologies, Delivery Systems, and Public Health OutcomesView all articles

PRAYAS: Individual Patient Data Meta-analysis (IPD-MA) database for Pooled Research and Analysis for Yielding Anemia-free Solutions in India

Provisionally accepted
Anuj Kumar  PandeyAnuj Kumar Pandey1Anju  SinhaAnju Sinha2*Ramu  RawatRamu Rawat3Ranadip  ChowdhuryRanadip Chowdhury4Shivaprasad  S  GoudarShivaprasad S Goudar5Jitender  NagpalJitender Nagpal6Shrey  DesaiShrey Desai7AVULA  LAXMAIAHAVULA LAXMAIAH8Kalpana  BasanyKalpana Basany9Sadhana  JoshiSadhana Joshi10Chittaranjan  YajnikChittaranjan Yajnik11Aparna  MukherjeeAparna Mukherjee2Pratibha  DwarkanathPratibha Dwarkanath12PRIYANKA GUPTA  BANSALPRIYANKA GUPTA BANSAL2Molly  JacobMolly Jacob13Shinjini  BhatnagarShinjini Bhatnagar14Komal  ShahKomal Shah15Debarati  MukherjeeDebarati Mukherjee16Amlin  ShuklaAmlin Shukla2Raghu  PullakhandamRaghu Pullakhandam8Varsha  DhurdeVarsha Dhurde17Aditi  ApteAditi Apte11Rajeev  SinghRajeev Singh18Aakriti  GuptaAakriti Gupta19Yamini  PriyankaYamini Priyanka2Usha  DhingraUsha Dhingra3Ravi Prakash  UpadhyayRavi Prakash Upadhyay20Sutapa  Bandyopadhyay NeogiSutapa Bandyopadhyay Neogi1Manjunath  S  SomannavarManjunath S Somannavar5Anirban  MandalAnirban Mandal6Gayatri  DesaiGayatri Desai7Shantanu  SenguptaShantanu Sengupta21Shailendra  DandgeShailendra Dandge9Girija  WaghGirija Wagh22Urmila  DeshmukhUrmila Deshmukh11Gunjan  KumarGunjan Kumar2Anura  KurpadAnura Kurpad12G.S.  TotejaG.S. Toteja2Nikhitha  Mariya  JohnNikhitha Mariya John13Shailaja  SoporyShailaja Sopory14Somen  SahaSomen Saha15Giridhara R  BabuGiridhara R Babu23Anandika  SuryavanshiAnandika Suryavanshi2Ravindranadh  PalikaRavindranadh Palika8Archana  PatelArchana Patel17Radhika  NimkarRadhika Nimkar11GAURAV  DWIVEDIGAURAV DWIVEDI18Umesh  KapilUmesh Kapil19Dilip  RajaDilip Raja2Arup  DuttaArup Dutta3Sunita  TanejaSunita Taneja20Diksha  GautamDiksha Gautam1Avinash  KaviAvinash Kavi5Swapnil  RawatSwapnil Rawat6Kapilkumar  DaveKapilkumar Dave7Rajiva  RamanRajiva Raman24Catherine  L.  HaggertyCatherine L. Haggerty25Sanjay  LalwaniSanjay Lalwani22Prachi  PhadkePrachi Phadke11Alka  TurukAlka Turuk2Tinku  ThomasTinku Thomas12Neena  BhatiaNeena Bhatia2Manisha  Madai  BeckManisha Madai Beck13Lovejeet  KaurLovejeet Kaur14Aakansha  ShuklaAakansha Shukla15Deepa  RDeepa R16LINDSEY  LOCKSLINDSEY LOCKS26Dhiraj  Motilal AgarwalDhiraj Motilal Agarwal11Raja  SriswanRaja Sriswan8Harshpal  Singh  SachdevHarshpal Singh Sachdev6Rounik  TalukdarRounik Talukdar27Sayan  DasSayan Das3Nita  BhandariNita Bhandari20Ranjana  SinghRanjana Singh28Yogesh  Kumar  SYogesh Kumar S5Ramasheesh  YadavRamasheesh Yadav6PS  ReddyPS Reddy25SANJAY  GUPTESANJAY GUPTE29S.  Rasika  LadkatS. Rasika Ladkat11Zaozianlungliu  GonmeiZaozianlungliu Gonmei2Swati  RathoreSwati Rathore13Dharmendra  SharmaDharmendra Sharma14Apurvakumar  PandyaApurvakumar Pandya15Yamuna  AnaYamuna Ana16Patricia  HibberdPatricia Hibberd26Himangi  LubreeHimangi Lubree11Anwar  Basha  DudekulaAnwar Basha Dudekula8Priti  Rishi  LalPriti Rishi Lal19Pearlin Amaan  KhanPearlin Amaan Khan2Aruna  VermaAruna Verma30Umesh  CharantimathUmesh Charantimath5Indrapal  I. MeshramIndrapal I. Meshram8Karuna  RandhirKaruna Randhir10Onkar  DeshmukhOnkar Deshmukh11Ashok  Kumar  RoyAshok Kumar Roy2Obed  JohnObed John13Nolita  Dolcy SaldanhaNolita Dolcy Saldanha31Ashish  BavdekarAshish Bavdekar11Raj  KumarRaj Kumar32SHYAM  PRAKASHSHYAM PRAKASH19Wafaie  W.  FawziWafaie W. Fawzi33Sunil  SazawalSunil Sazawal34,35
  • 1International Institute of Health Management Research - New Delhi, New Delhi, India
  • 2Indian Council of Medical Research, New Delhi, India
  • 3Centre for Public Health Kinetics, New Delhi, India
  • 4Society for Applied Studies, Kolkata, India
  • 5KLE Academy of Higher Education and Research Deemed to be University, Belagavi, India
  • 6Sitaram Bhartia Institute of Science and Research, New Delhi, India
  • 7Society for Education Welfare and Action-Rural, Bharuch, India
  • 8ICMR - National Institute of Nutrition, Hyderabad, India
  • 9MediCiti Institute of Medical Sciences, Medchal, India
  • 10Bharati Vidyapeeth (Deemed to be University) Interactive Research School for Health Affairs, Pune, India
  • 11KEM Hospital Pune Research Centre, Pune, India
  • 12St John's Research Institute, Bengaluru, India
  • 13Christian Medical College Vellore, Vellore, India
  • 14Translational Health Science and Technology Institute, Faridabad, India
  • 15Indian Institute of Public Health Gandhinagar, Gandhinagar, India
  • 16Public Health Foundation of India, New Delhi, India
  • 17Lata Mangeshkar Medical Foundation, Pune, India
  • 18ICMR - Regional Medical Research Centre Gorakhpur, Gorakhpur, India
  • 19All India Institute of Medical Sciences New Delhi, New Delhi, India
  • 20Society for Applied Studies, New Delhi, India
  • 21CSIR Institute of Genomics & Interactive Biology - South Campus, New Delhi, India
  • 22Bharati Hospital and Research Centre, Pune, India
  • 23Qatar University, Doha, Qatar
  • 24Banaras Hindu University, Varanasi, India
  • 25University of Pittsburgh School of Public Health, Pittsburgh, United States
  • 26Boston University, Boston, United States
  • 27Ahmedabad University, Ahmedabad, India
  • 28Indian Institute of Public Health Delhi, New Delhi, India
  • 29Gupte Hospital and Research Centre, Pune, India
  • 30Lala Lajpat Rai Memorial Medical College Meerut, Meerut, India
  • 31Avon and Wiltshire Mental Health Partnership NHS Trust, Bath, United Kingdom
  • 32Baba Raghav Das Medical College, Gorakhpur, India
  • 33Harvard T H Chan School of Public Health Department of Global Health and Population, Boston, United States
  • 34Swami Vivekanand Subharti University, Meerut, India
  • 35Center for Public Health Kinetics, New Delhi, India

The final, formatted version of the article will be published soon.

Purpose: The PRAYAS Individual Patient Data Meta-analysis (IPD-MA) database aims to estimate the prevalence of anemia among children under 18 years, non-pregnant and non-lactating (NPNL) women, and pregnant women (by trimester), with further stratification by age group, year, and region of India. Beyond prevalence, it seeks to address the etiological contribution of iron and other erythropoietic micronutrient deficiencies and to evaluate the effectiveness of anemia prevention and treatment interventions, including factors associated with non-response. This will directly support India’s “test–treat–track” approach under the Anemia Mukt Bharat program. Participants: Children (0–18 years), pregnant women, and NPNL women in India. Findings to date: The database currently includes 88 datasets (1994–2023), with 319,721 participants for prevalence analysis—children (19,762), NPNL women (17,883), and pregnant women (282,076). Intervention studies comprise 59,292 participants—children (13,435), NPNL women (11,594), and pregnant women (34,263). Over half the datasets (55.7%, 49/88) are randomized controlled trials, while 35.2% (31/88) are observational. Geographically, 43.2% (38/88) are from northern India, 22.7% (20/88) from the west, and 18.2% (16/88) from the south. Most studies (67%, 59/88) are community-based. Median ages were 26 years (IQR 23–32) for NPNL and 23 years (IQR 21–25) for pregnant women, while children’s data covered 6 months to 18 years. Mean gestational age at enrollment in pregnancy was 10.24 weeks (SD 17.65). Of the total sample, 10.8% had complete blood count data, 9% ferritin, and 4.5% vitamin B12. Among interventions, pregnant women received intravenous iron sucrose, ferric carboxymaltose, iron isomaltoside, combined IV iron with vitamin B12/folic acid/niacinamide, integrated packages, and low-dose calcium supplementation. NPNL women were often part of trials comparing 60 mg daily ferrous sulfate with 120 mg on alternate days. Children’s interventions mainly included ferrous sulfate, food supplementation, and select Ayush-based approaches. Future plans: PRAYAS will generate robust, policy-relevant evidence to refine anemia prevention and treatment strategies. Findings will directly inform the Anemia Mukt Bharat program, supporting targeted, evidence-driven interventions to reduce anemia and associated health burdens across children, women, and pregnant populations in India. Funding : Indian Council of Medical Research (ICMR) [vide letter no. 5/7/Pooled Analysis/ 2023-RCN] Registration: OSF - https://doi.org/10.17605/OSF.IO/6YRXF

Keywords: Anemia, Iron deficency, intervention, Public policy & governance, sdg

Received: 01 Sep 2025; Accepted: 20 Nov 2025.

Copyright: © 2025 Pandey, Sinha, Rawat, Chowdhury, Goudar, Nagpal, Desai, LAXMAIAH, Basany, Joshi, Yajnik, Mukherjee, Dwarkanath, BANSAL, Jacob, Bhatnagar, Shah, Mukherjee, Shukla, Pullakhandam, Dhurde, Apte, Singh, Gupta, Priyanka, Dhingra, Upadhyay, Neogi, Somannavar, Mandal, Desai, Sengupta, Dandge, Wagh, Deshmukh, Kumar, Kurpad, Toteja, John, Sopory, Saha, Babu, Suryavanshi, Palika, Patel, Nimkar, DWIVEDI, Kapil, Raja, Dutta, Taneja, Gautam, Kavi, Rawat, Dave, Raman, Haggerty, Lalwani, Phadke, Turuk, Thomas, Bhatia, Beck, Kaur, Shukla, R, LOCKS, Agarwal, Sriswan, Sachdev, Talukdar, Das, Bhandari, Singh, S, Yadav, Reddy, GUPTE, Ladkat, Gonmei, Rathore, Sharma, Pandya, Ana, Hibberd, Lubree, Dudekula, Lal, Khan, Verma, Charantimath, Meshram, Randhir, Deshmukh, Roy, John, Saldanha, Bavdekar, Kumar, PRAKASH, Fawzi and Sazawal. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Anju Sinha, apradhandr@gmail.com

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