Time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in India towards the 2030 elimination goals

Abstract Background Despite the progress made in this decade towards malaria elimination, it remains a significant public health concern in India and many other countries in South Asia and Asia Pacific region. Understanding the historical trends of malaria incidence in relation to various commodity...

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Published in:Malaria Journal
Main Authors: Mrigendra P. Singh, Harsh Rajvanshi, Praveen K. Bharti, Anup R. Anvikar, Altaf A. Lal
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2024
Subjects:
Online Access:https://doi.org/10.1186/s12936-024-04872-8
https://doaj.org/article/6147f2e0e3cd42e9b337da047ddf22fa
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spelling ftdoajarticles:oai:doaj.org/article:6147f2e0e3cd42e9b337da047ddf22fa 2024-09-09T19:28:27+00:00 Time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in India towards the 2030 elimination goals Mrigendra P. Singh Harsh Rajvanshi Praveen K. Bharti Anup R. Anvikar Altaf A. Lal 2024-02-01T00:00:00Z https://doi.org/10.1186/s12936-024-04872-8 https://doaj.org/article/6147f2e0e3cd42e9b337da047ddf22fa EN eng BMC https://doi.org/10.1186/s12936-024-04872-8 https://doaj.org/toc/1475-2875 doi:10.1186/s12936-024-04872-8 1475-2875 https://doaj.org/article/6147f2e0e3cd42e9b337da047ddf22fa Malaria Journal, Vol 23, Iss 1, Pp 1-11 (2024) Time series forecasting malaria Interrupted time series Malaria elimination Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 article 2024 ftdoajarticles https://doi.org/10.1186/s12936-024-04872-8 2024-08-05T17:49:53Z Abstract Background Despite the progress made in this decade towards malaria elimination, it remains a significant public health concern in India and many other countries in South Asia and Asia Pacific region. Understanding the historical trends of malaria incidence in relation to various commodity and policy interventions and identifying the factors associated with its occurrence can inform future intervention strategies for malaria elimination goals. Methods This study analysed historical malaria cases in India from 1990 to 2022 to assess the annual trends and the impact of key anti-malarial interventions on malaria incidence. Factors associated with malaria incidence were identified using univariate and multivariate linear regression analyses. Generalized linear, smoothing, autoregressive integrated moving averages (ARIMA) and Holt’s models were used to forecast malaria cases from 2023 to 2030. Results The reported annual malaria cases in India during 1990–2000 were 2.38 million, which dropped to 0.73 million cases annually during 2011–2022. The overall reduction from 1990 (2,018,783) to 2022 (176,522) was 91%. The key interventions of the Enhanced Malaria Control Project (EMCP), Intensified Malaria Control Project (IMCP), use of bivalent rapid diagnostic tests (RDT-Pf/Pv), artemisinin-based combination therapy (ACT), and involvement of the Accredited Social Health Activists (ASHAs) as front-line workers were found to result in the decline of malaria significantly. The ARIMA and Holt’s models projected a continued decline in cases with the potential for reaching zero indigenous cases by 2027–2028. Important factors influencing malaria incidence included tribal population density, literacy rate, health infrastructure, and forested and hard-to-reach areas. Conclusions Studies aimed at assessing the impact of major commodity and policy interventions on the incidence of disease and studies of disease forecasting will inform programmes and policymakers of steps needed during the last mile phase to achieve malaria ... Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Pacific Malaria Journal 23 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Time series forecasting malaria
Interrupted time series
Malaria elimination
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
spellingShingle Time series forecasting malaria
Interrupted time series
Malaria elimination
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
Mrigendra P. Singh
Harsh Rajvanshi
Praveen K. Bharti
Anup R. Anvikar
Altaf A. Lal
Time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in India towards the 2030 elimination goals
topic_facet Time series forecasting malaria
Interrupted time series
Malaria elimination
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
description Abstract Background Despite the progress made in this decade towards malaria elimination, it remains a significant public health concern in India and many other countries in South Asia and Asia Pacific region. Understanding the historical trends of malaria incidence in relation to various commodity and policy interventions and identifying the factors associated with its occurrence can inform future intervention strategies for malaria elimination goals. Methods This study analysed historical malaria cases in India from 1990 to 2022 to assess the annual trends and the impact of key anti-malarial interventions on malaria incidence. Factors associated with malaria incidence were identified using univariate and multivariate linear regression analyses. Generalized linear, smoothing, autoregressive integrated moving averages (ARIMA) and Holt’s models were used to forecast malaria cases from 2023 to 2030. Results The reported annual malaria cases in India during 1990–2000 were 2.38 million, which dropped to 0.73 million cases annually during 2011–2022. The overall reduction from 1990 (2,018,783) to 2022 (176,522) was 91%. The key interventions of the Enhanced Malaria Control Project (EMCP), Intensified Malaria Control Project (IMCP), use of bivalent rapid diagnostic tests (RDT-Pf/Pv), artemisinin-based combination therapy (ACT), and involvement of the Accredited Social Health Activists (ASHAs) as front-line workers were found to result in the decline of malaria significantly. The ARIMA and Holt’s models projected a continued decline in cases with the potential for reaching zero indigenous cases by 2027–2028. Important factors influencing malaria incidence included tribal population density, literacy rate, health infrastructure, and forested and hard-to-reach areas. Conclusions Studies aimed at assessing the impact of major commodity and policy interventions on the incidence of disease and studies of disease forecasting will inform programmes and policymakers of steps needed during the last mile phase to achieve malaria ...
format Article in Journal/Newspaper
author Mrigendra P. Singh
Harsh Rajvanshi
Praveen K. Bharti
Anup R. Anvikar
Altaf A. Lal
author_facet Mrigendra P. Singh
Harsh Rajvanshi
Praveen K. Bharti
Anup R. Anvikar
Altaf A. Lal
author_sort Mrigendra P. Singh
title Time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in India towards the 2030 elimination goals
title_short Time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in India towards the 2030 elimination goals
title_full Time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in India towards the 2030 elimination goals
title_fullStr Time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in India towards the 2030 elimination goals
title_full_unstemmed Time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in India towards the 2030 elimination goals
title_sort time series analysis of malaria cases to assess the impact of various interventions over the last three decades and forecasting malaria in india towards the 2030 elimination goals
publisher BMC
publishDate 2024
url https://doi.org/10.1186/s12936-024-04872-8
https://doaj.org/article/6147f2e0e3cd42e9b337da047ddf22fa
geographic Arctic
Pacific
geographic_facet Arctic
Pacific
genre Arctic
genre_facet Arctic
op_source Malaria Journal, Vol 23, Iss 1, Pp 1-11 (2024)
op_relation https://doi.org/10.1186/s12936-024-04872-8
https://doaj.org/toc/1475-2875
doi:10.1186/s12936-024-04872-8
1475-2875
https://doaj.org/article/6147f2e0e3cd42e9b337da047ddf22fa
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container_title Malaria Journal
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