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03.06.2023 | Focus

A supervised learning approach for the influence of comorbidities in the analysis of COVID-19 mortality in Tamil Nadu

verfasst von: S. Koteeswaran, R. Suganya, Chellammal Surianarayanan, E. A. Neeba, A. Suresh, Pethuru Raj Chelliah, Seyed M. Buhari

Erschienen in: Soft Computing

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Abstract

COVID-19 has created many complications in today’s world. It has negatively impacted the lives of many people and emphasized the need for a better health system everywhere. COVID-19 is a life-threatening disease, and a high proportion of people have lost their lives due to this pandemic. This situation enables us to dig deeper into mortality records and find meaningful patterns to save many lives in future. Based on the article from the New Indian Express (published on January 19, 2021), a whopping 82% of people who died of COVID-19 in Tamil Nadu had comorbidities, while 63 percent of people who died of the disease were above the age of 60, as per data from the Health Department. The data, part of a presentation shown to Union Health Minister Harsh Vardhan, show that of the 12,200 deaths till January 7, as many as 10,118 patients had comorbidities, and 7613 were aged above 60. A total of 3924 people (32%) were aged between 41 and 60. Compared to the 1st wave of COVID-19, the 2nd wave had a high mortality rate. Therefore, it is important to find meaningful insights from the mortality records of COVID-19 patients to know the most vulnerable population and to decide on comprehensive treatment strategies.

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Literatur
Zurück zum Zitat Asirvatham ES, Sarman CJ, Saravanamurthy SP, Mahalingam P, Maduraipandian S, Lakshmanan J (2021) Who is dying from COVID-19 and when? An Analysis of fatalities in Tamil Nadu, India. Clin Epidemiol Glob Health 9:275–279CrossRef Asirvatham ES, Sarman CJ, Saravanamurthy SP, Mahalingam P, Maduraipandian S, Lakshmanan J (2021) Who is dying from COVID-19 and when? An Analysis of fatalities in Tamil Nadu, India. Clin Epidemiol Glob Health 9:275–279CrossRef
Zurück zum Zitat Ayyanar J, Alqahtani SA et al (2021) Comorbidity and its impact on patients with COVID-19" in the diabetes & metabolic syndrome. Clin Res Rev J Ayyanar J, Alqahtani SA et al (2021) Comorbidity and its impact on patients with COVID-19" in the diabetes & metabolic syndrome. Clin Res Rev J
Zurück zum Zitat Daily Report on Public Health Measures Taken for COVID-19 Chennai: Directorate of Public Health and Preventive Medicine Health and Family Welfare Department, Government of Tamil Nadu; 2021 from: https://stopcorona.tn.gov.in Daily Report on Public Health Measures Taken for COVID-19 Chennai: Directorate of Public Health and Preventive Medicine Health and Family Welfare Department, Government of Tamil Nadu; 2021 from: https://​stopcorona.​tn.​gov.​in
Zurück zum Zitat Goh KJ, Choong MC, Cheong EH, Kalimuddin S, Wen SD, Phua GC, Chan KS, Mohideen SH (2020) Rapid progression to acute respiratory distress syndrome: review of current understanding of critical illness from coronavirus disease 2019 (COVID-19) infection. Ann Acad Med Singap 49(3):108–118CrossRef Goh KJ, Choong MC, Cheong EH, Kalimuddin S, Wen SD, Phua GC, Chan KS, Mohideen SH (2020) Rapid progression to acute respiratory distress syndrome: review of current understanding of critical illness from coronavirus disease 2019 (COVID-19) infection. Ann Acad Med Singap 49(3):108–118CrossRef
Zurück zum Zitat Guo YR et al (2020) The origin, transmission and clinical therapies on coronavirus disease 2019 (COVID-19) outbreak–an update on the status. Mil Med Res 7(1):11MathSciNet Guo YR et al (2020) The origin, transmission and clinical therapies on coronavirus disease 2019 (COVID-19) outbreak–an update on the status. Mil Med Res 7(1):11MathSciNet
Zurück zum Zitat Koya SF, Ebrahim SH, Bhat LD, Vijayan B, Khan S, Jose SD, Pilakkadavath Z, Rajeev P, Azariah JL (2021) COVID-19 and comorbidities: audit of 2,000 COVID-19 deaths in India. J Epidemiol Glob Health 11(2):230CrossRef Koya SF, Ebrahim SH, Bhat LD, Vijayan B, Khan S, Jose SD, Pilakkadavath Z, Rajeev P, Azariah JL (2021) COVID-19 and comorbidities: audit of 2,000 COVID-19 deaths in India. J Epidemiol Glob Health 11(2):230CrossRef
Zurück zum Zitat Naqishbandi TA, Ayyanathan N (2020) Clinical big data predictive analytics transforming healthcare: an integrated framework for promise towards value based healthcare. In: Advances in decision sciences, image processing, security and computer vision: international conference on emerging trends in engineering (ICETE), vol 2. Springer International Publishing, pp 545–561 Naqishbandi TA, Ayyanathan N (2020) Clinical big data predictive analytics transforming healthcare: an integrated framework for promise towards value based healthcare. In: Advances in decision sciences, image processing, security and computer vision: international conference on emerging trends in engineering (ICETE), vol 2. Springer International Publishing, pp 545–561
Zurück zum Zitat Senthilnathan N, Lakshmanan DK et al (2021) A machine learning approach to identify risk factors associated with COVID-19 mortality in Tamil Nadu, India. Int J Infect Dis J Senthilnathan N, Lakshmanan DK et al (2021) A machine learning approach to identify risk factors associated with COVID-19 mortality in Tamil Nadu, India. Int J Infect Dis J
Zurück zum Zitat Sze S, Pan D et al (2021) Predictors of COVID-19 mortality in patients with comorbidities: a systematic review and meta-analysis. BMJ Open J Sze S, Pan D et al (2021) Predictors of COVID-19 mortality in patients with comorbidities: a systematic review and meta-analysis. BMJ Open J
Metadaten
Titel
A supervised learning approach for the influence of comorbidities in the analysis of COVID-19 mortality in Tamil Nadu
verfasst von
S. Koteeswaran
R. Suganya
Chellammal Surianarayanan
E. A. Neeba
A. Suresh
Pethuru Raj Chelliah
Seyed M. Buhari
Publikationsdatum
03.06.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-023-08590-2