Comprehensive public health evaluation of lockdown as a non-pharmaceutical intervention on COVID-19 spread in India: national trends masking state-level variations

Type: Article

Publication Date: 2020-12-01

Citations: 57

DOI: https://doi.org/10.1136/bmjopen-2020-041778

Abstract

Objectives To evaluate the effect of four-phase national lockdown from March 25 to May 31 in response to the COVID-19 pandemic in India and unmask the state-wise variations in terms of multiple public health metrics. Design Cohort study (daily time series of case counts). Setting Observational and population based. Participants Confirmed COVID-19 cases nationally and across 20 states that accounted for >99% of the current cumulative case counts in India until 31 May 2020. Exposure Lockdown (non-medical intervention). Main outcomes and measures We illustrate the masking of state-level trends and highlight the variations across states by presenting evaluative evidence on some aspects of the COVID-19 outbreak: case fatality rates, doubling times of cases, effective reproduction numbers and the scale of testing. Results The estimated effective reproduction number R for India was 3.36 (95% CI 3.03 to 3.71) on 24 March, whereas the average of estimates from 25 May to 31 May stands at 1.27 (95% CI 1.26 to 1.28). Similarly, the estimated doubling time across India was at 3.56 days on 24 March, and the past 7-day average for the same on 31 May is 14.37 days. The average daily number of tests increased from 1717 (19–25 March) to 113 372 (25–31 May) while the test positivity rate increased from 2.1% to 4.2%, respectively. However, various states exhibit substantial departures from these national patterns. Conclusions Patterns of change over lockdown periods indicate the lockdown has been partly effective in slowing the spread of the virus nationally. However, there exist large state-level variations and identifying these variations can help in both understanding the dynamics of the pandemic and formulating effective public health interventions. Our framework offers a holistic assessment of the pandemic across Indian states and union territories along with a set of interactive visualisation tools that are daily updated at covind19.org.

Locations

  • PubMed Central - View
  • DOAJ (DOAJ: Directory of Open Access Journals) - View
  • ScholarWorks@UMassAmherst (University of Massachusetts Amherst) - View - PDF
  • PubMed - View
  • BMJ Open - View - PDF

Similar Works

Action Title Year Authors
+ A Comprehensive Public Health Evaluation of Lockdown as a Non-pharmaceutical Intervention on COVID-19 Spread in India: National Trends Masking State Level Variations 2020 Deepankar Basu
Maxwell Salvatore
Debashree Ray
Mike Kleinsasser
Soumik Purkayastha
Rupam Bhattacharyya
Bhramar Mukherjee
+ PDF Chat Concurrent impact evaluation of lockdown measures on COVID-19 positivity in three states of India 2020 Lincoln Choudhury
Guru Rajesh Jammy
Rashmi Pant
+ PDF Chat Phase-wise Impact Analysis of the Indian National Lockdown against COVID-19 Outcomes 2022 Vishwali Mhasawade
Siddhesh Zadey
Aatmika Nair
+ Predictions, role of interventions and effects of a historic national lockdown in India’s response to the COVID-19 pandemic: data science call to arms 2020 Debashree Ray
Maxwell Salvatore
Rupam Bhattacharyya
Lili Wang
Shariq Mohammed
Soumik Purkayastha
Aritra Halder
Alexander Rix
Daniel Barker
Michael Kleinsasser
+ COVID-19 and lockdown policy: Insights on the Indian situation 2020 Kanchan Mukherjee
+ PDF Chat Association of national and regional lockdowns with COVID-19 infection rates in Pune, India 2022 Vidya Mave
Arsh Shaikh
Joy Merwin Monteiro
Prasad Bogam
Bhalchandra S. Pujari
Nikhil Gupte
+ Impact of National and Regional Lockdowns on Growth of COVID-19 Cases in COVID-Hotspot City of Pune in Western India: A Real-World Data Analysis 2021 Vidya Mave
Arsh Shaikh
Joy Merwin Monteiro
Prasad Bogam
Bhalchandra S. Pujari
Nikhil Gupte
+ Impact of nonpharmacological interventions on COVID-19 transmission dynamics in India 2020 Tanzin Dikid
Purvi Patel
Aditya Athotra
T. P. Vaisakh
SudhirKumar Jain
NCDC COVID Incident Management Team
+ PDF Chat Preparedness, Response and Assessment of First Phase Lockdown Impact Amid COVID-19 Pandemic – India Scenario 2020 Sai Kumar Andra
Shravani Adibhatla
Sai Praneeth
Aditya Srinivas Kanda
Rani Susmitha
Thangatur Sukumar Hariharan
VR Sankar Cheela
Brajesh Dubey
+ PDF Chat Impact of lockdown measures in abating the COVID-19 pandemic: Lessons from India’s phased approach 2020 Rahul Singh
Kush Sharma
+ PDF Chat Predictions, Role of Interventions and Effects of a Historic National Lockdown in India's Response to the the COVID-19 Pandemic: Data Science Call to Arms 2020 Debashree Ray
Maxwell Salvatore
Rupam Bhattacharyya
Lili Wang
Jiacong Du
Shariq Mohammed
Soumik Purkayastha
Aritra Halder
Alexander Rix
Daniel Barker
+ Impacts of regional lockdown policies on COVID-19 transmission in India in 2020 2021 Aarushi Kalra
Paul Novosad
+ Lockdown-4: Impact of lockdown on COVID-19 scenario in India 2020 Ravi Pachori
+ Public health interventions slowed but did not halt the spread of COVID‐19 in India 2020 Balbir Singh
Mark Lowerison
Ryan T. Lewinson
Isabelle A. Vallerand
Rob Deardon
Jatinder Paul Singh Gill
Baljit Singh
Herman W. Barkema
+ Analysis of the COVID-19 Testing Parameters and Progression of the Pandemic at the District Level- Findings from the Icmr- Hundred Million Test (HMT) Database During the First Wave in India 2021 Jaya Singh Kshatri
Sidhartha Giri
Debdutta Bhattacharya
Subrat Kumar Palo
Ira Praharaj
Srikanta Kanungo
Jyotirmayee Turuk
Jyoti Ghosal
Trilochan Bhoi
Matrujyoti Pattnaik
+ Impacts of lockdown interventions on the spread of COVID-19 in India 2021 Nitin Bhardwaj
Harish Chandra
+ An interrupted time series analysis of the lockdown policies in India: a national-level analysis of COVID-19 incidence 2021 Winter M. Thayer
Md Zabir Hasan
Prithvi Sankhla
Shivam Gupta
+ Public health interventions in India slowed the spread of COVID-19 epidemic dynamics 2020 Balbir Singh
Mark Lowerison
Ryan T. Lewinson
Isabelle A. Vallerand
Rob Deardon
Játinder PS. Gill
Baljit Gill
Herman W. Barkema
+ Measuring the Lockdown Effectiveness in Arresting Covid-19 in India 2020 Ashok Rupana Basu
Dilip Kumar
Sharad Goel
Bhavesh Gandhi
Pawan Kumar Tripathi
+ PDF Chat Effectiveness of lockdown to mitigate the spread of COVID-19 pandemic during its first wave in India 2023 Vani Srinivas

Works That Cite This (46)

Action Title Year Authors
+ PDF Chat Prediction of end of lockdown post-peak of cases in first wave of the COVID-19 pandemic in Chile 2020 David San-Martín-Roldán
Francisca Rojo-Lazo
Aracelis Calzadilla‐Núñez
Pablo San-Martín-Roldán
Patricia Díaz-Calzadilla
Victor Patricio Díaz Narváez
+ Non-pharmaceutical interventions during the COVID-19 pandemic: A review 2021 Nicola Perra
+ PDF Chat Plausible Explanation for the Third COVID-19 Wave in India and Its Implications 2022 S. Triambak
D. P. Mahapatra
N. Barik
A. Chutjian
+ PDF Chat Characterizing COVID-19 waves in urban and rural districts of India 2022 Bhartendu Pandey
Jianyu Gu
Anu Ramaswami
+ A strengths, weaknesses, opportunities, and threats analysis of public health in India in the context of COVID-19 pandemic 2021 Harshad Thakur
+ PDF Chat Humane shelter at home: a call to reimagine a core pandemic intervention 2021 Ramnath Subbaraman
Lakshmi Ganapathi
Bhramar Mukherjee
David E. Bloom
S Solomon
+ Effectiveness of social distancing measures and lockdowns for reducing transmission of COVID-19 in non-healthcare, community-based settings 2023 Caitriona Murphy
Wey Wen Lim
Cathal Mills
Jessica Y. Wong
Dongxuan Chen
Yanmy Xie
Mingwei Li
Susan Gould
Hualei Xin
Justin Cheung
+ PDF Chat Effectiveness of public health measures in reducing the incidence of covid-19, SARS-CoV-2 transmission, and covid-19 mortality: systematic review and meta-analysis 2021 Stella Talic
Shivangi Shah
Holly Wild
Danijela Gasevic
Ashika Maharaj
Zanfina Ademi
Xue Li
Wei Xu
Ines Mesa‐Eguiagaray
Jasmin Rostron
+ Long COVID as a Possible Contributor to Rising Suicide Mortality in Bharat (India): An Analysis of Suicide Trends Since the Emergence of COVID-19 2024 Karan Varshney
Mansoor Ahmed Panhwar
+ PDF Chat Assessing Public Health and Social Measures Against COVID-19 in Japan From March to June 2021 2022 Katsuma Hayashi
Taishi Kayano
Asami Anzai
Marie Fujimoto
Natalie M. Linton
Misaki Sasanami
Ayako Suzuki
T. Kobayashi
Kanako Otani
Masato Yamauchi

Works Cited by This (27)

Action Title Year Authors
+ PDF Chat A New Framework and Software to Estimate Time-Varying Reproduction Numbers During Epidemics 2013 Anne Cori
Neil M. Ferguson
Christophe Fraser
Simon Cauchemez
+ PDF Chat Methods for Estimating the Case Fatality Ratio for a Novel, Emerging Infectious Disease 2005 Azra C. Ghani
Christl A. Donnelly
Daniel Cox
Jamie T. Griffin
Christophe Fraser
TH Lam
LM Ho
Wai‐Sum Chan
Roy M. Anderson
A J Hedley
+ An epidemiological forecast model and software assessing interventions on COVID-19 epidemic in China 2020 Lili Wang
Yiwang Zhou
Jie He
Bin Zhu
Fei Wang
Lu Tang
Marisa C. Eisenberg
Peter X.‐K. Song
+ PDF Chat Estimating clinical severity of COVID-19 from the transmission dynamics in Wuhan, China 2020 Joseph T. Wu
Kathy Leung
Mary Bushman
Nishant Kishore
René Niehus
Pablo M. De Salazar
Benjamin J. Cowling
Marc Lipsitch
GM Leung
+ Multi-city modeling of epidemics using spatial networks: Application to 2019-nCov (COVID-19) coronavirus in India 2020 Bhalchandra S. Pujari
Snehal M. Shekatkar
+ Association of Public Health Interventions With the Epidemiology of the COVID-19 Outbreak in Wuhan, China 2020 An Pan
Li Liu
Chaolong Wang
Huan Guo
Xingjie Hao
Qi Wang
Jiao Huang
Na He
Hongjie Yu
Xihong Lin
+ Prediction on Covid-19 epidemic for different countries: Focusing on South Asia under various precautionary measures 2020 Abhijit Paul
Samrat Chatterjee
Nandadulal Bairagi
+ Predictive Mathematical Models of the COVID-19 Pandemic 2020 Nicholas P. Jewell
Joseph A. Lewnard
Britta L. Jewell
+ Epidemic Landscape and Forecasting of SARS-CoV-2 in India 2020 Aravind Lathika Rajendrakumar
Anand Thakarakkattil Narayanan Nair
Charvi Nangia
Prabhal Kumar Chourasia
Mehul Kumar Chourasia
Syed Mohammed Ghouse
Anu Sasidharan Nair
Arun B. Nair
Shaffi Fazaludeen Koya
+ Modeling geographical spread of COVID-19 in India using network-based approach 2020 Ankush Kumar