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Demystifying COVID-19 mortality causes with interpretable data mining.
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- Author(s): Qian X;Qian X; Zuo Z; Zuo Z; Xu D; Xu D; He S; He S; Zhou C; Zhou C; Wang Z; Wang Z; Xie S; Xie S; Zhang Y; Zhang Y; Wu F; Wu F; Lyu F; Lyu F; Zhang L; Zhang L; Qian Z; Qian Z
- Source:
Scientific reports [Sci Rep] 2024 May 02; Vol. 14 (1), pp. 10076. Date of Electronic Publication: 2024 May 02.- Publication Type:
Journal Article; Research Support, Non-U.S. Gov't- Language:
English - Source:
- Additional Information
- Source: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
- Publication Information: Original Publication: London : Nature Publishing Group, copyright 2011-
- Subject Terms:
- Abstract: While COVID-19 becomes periodical, old individuals remain vulnerable to severe disease with high mortality. Although there have been some studies on revealing different risk factors affecting the death of COVID-19 patients, researchers rarely provide a comprehensive analysis to reveal the relationships and interactive effects of the risk factors of COVID-19 mortality, especially in the elderly. Through retrospectively including 1917 COVID-19 patients (102 were dead) admitted to Xiangya Hospital from December 2022 to March 2023, we used the association rule mining method to identify the risk factors leading causes of death among the elderly. Firstly, we used the Affinity Propagation clustering to extract key features from the dataset. Then, we applied the Apriori Algorithm to obtain 6 groups of abnormal feature combinations with significant increments in mortality rate. The results showed a relationship between the number of abnormal feature combinations and mortality rates within different groups. Patients with "C-reactive protein > 8 mg/L", "neutrophils percentage > 75.0 %", "lymphocytes percentage < 20%", and "albumin < 40 g/L" have a 2 × mortality rate than the basic one. When the characteristics of "D-dimer > 0.5 mg/L" and "WBC > 9.5 × 10 9 /L" are continuously included in this foundation, the mortality rate can be increased to 3 × or 4 × . In addition, we also found that liver and kidney diseases significantly affect patient mortality, and the mortality rate can be as high as 100%. These findings can support auxiliary diagnosis and treatment to facilitate early intervention in patients, thereby reducing patient mortality.
(© 2024. The Author(s).) - References: Nat Rev Cardiol. 2018 Sep;15(9):505-522. (PMID: 30065258)
Aging (Albany NY). 2021 Feb 11;13(4):4794-4810. (PMID: 33591951)
Front Immunol. 2018 Apr 13;9:754. (PMID: 29706967)
Int J Infect Dis. 2022 Sep;122:178-187. (PMID: 35643306)
Int J Epidemiol. 2021 May 17;50(2):420-429. (PMID: 33683344)
Lancet. 2021 Oct 9;398(10308):1303-1304. (PMID: 34627487)
World J Gastroenterol. 2022 Apr 21;28(15):1526-1535. (PMID: 35582132)
JAMA Intern Med. 2020 Jul 1;180(7):934-943. (PMID: 32167524)
Aging Dis. 2020 May 13;11(4):874-894. (PMID: 32765952)
Br J Haematol. 2020 Jul;190(1):e24-e27. (PMID: 32420615)
World J Gastroenterol. 2021 Jul 14;27(26):3951-3970. (PMID: 34326607)
Clin Chim Acta. 2020 Oct;509:91-94. (PMID: 32511972)
Cytometry A. 2021 May;99(5):462-465. (PMID: 33650305)
J Hosp Infect. 2024 Mar 11;147:47-55. (PMID: 38467250)
Int J Infect Dis. 2023 Dec;137:98-110. (PMID: 37863310)
Front Immunol. 2023 Mar 30;14:1170012. (PMID: 37063871)
Front Public Health. 2020 Aug 04;8:432. (PMID: 32903841)
Am J Infect Control. 2023 Jun;51(6):603-606. (PMID: 36075298)
J Assoc Physicians India. 2021 Aug;69(8):11-12. (PMID: 34472812)
JAMA Intern Med. 2020 Aug 1;180(8):1081-1089. (PMID: 32396163)
Gerontology. 2013;59(5):421-6. (PMID: 23615484)
Biomed J. 2023 Feb;46(1):100-109. (PMID: 36414180)
Int J Equity Health. 2024 Feb 20;23(1):33. (PMID: 38378531)
Ann Hepatol. 2021 May-Jun;22:100295. (PMID: 33253894)
Stud Health Technol Inform. 2023 May 18;302:536-540. (PMID: 37203743)
Nature. 2021 Feb;590(7844):140-145. (PMID: 33137809)
Clin Infect Dis. 2020 Nov 19;71(16):2174-2179. (PMID: 32445579)
Pulmonology. 2023 Sep-Oct;29(5):362-374. (PMID: 36906462)
Front Public Health. 2023 Apr 06;11:1168375. (PMID: 37089472)
J Med Virol. 2020 Jul;92(7):791-796. (PMID: 32181911)
Eur Heart J. 2021 Jun 14;42(23):2270-2279. (PMID: 33448289)
BMC Infect Dis. 2021 Feb 10;21(1):170. (PMID: 33568084)
Int J Infect Dis. 2022 Mar;116:38-42. (PMID: 34971823)
Front Immunol. 2018 Jan 10;8:1960. (PMID: 29375577)
PLoS One. 2021 Jul 9;16(7):e0254525. (PMID: 34242368)
J Med Syst. 2023 Aug 19;47(1):90. (PMID: 37597034)
Front Immunol. 2023 Jun 30;14:1189482. (PMID: 37457688)
Clin Infect Dis. 2000 Aug;31(2):578-85. (PMID: 10987724)
J Med Virol. 2021 Mar;93(3):1478-1488. (PMID: 32813298)
Nat Rev Microbiol. 2016 Aug;14(8):523-34. (PMID: 27344959)
J Infect Public Health. 2023 Aug;16(8):1230-1235. (PMID: 37276717)
Lancet. 2020 Feb 15;395(10223):497-506. (PMID: 31986264)
Inflamm Res. 2019 Jan;68(1):39-46. (PMID: 30288556)
Nat Rev Microbiol. 2023 Mar;21(3):133-146. (PMID: 36639608)
Front Immunol. 2023 Jun 14;14:1213246. (PMID: 37388734)
Front Cell Infect Microbiol. 2021 Apr 06;11:650753. (PMID: 33889551)
Nat Rev Immunol. 2020 Jun;20(6):363-374. (PMID: 32346093)
Int J Mol Sci. 2023 Mar 22;24(6):. (PMID: 36983064)
Liver Int. 2020 Oct;40(10):2394-2406. (PMID: 32526083)
Am J Respir Crit Care Med. 2020 Jun 1;201(11):1372-1379. (PMID: 32242738)
Am J Respir Crit Care Med. 2020 Jun 1;201(11):1430-1434. (PMID: 32267160)
Infection. 2021 Oct;49(5):935-943. (PMID: 34021897)
Arch Cardiovasc Dis. 2021 May;114(5):381-393. (PMID: 33846096) - Grant Information: 2022YFC2009800 National Key Research and Development Program of China
- Publication Date: Date Created: 20240502 Date Completed: 20240502 Latest Revision: 20240509
- Publication Date: 20240509
- Accession Number: PMC11066015
- Accession Number: 10.1038/s41598-024-60841-w
- Accession Number: 38698064
- Source:
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