Literature DB >> 32490853

Clinical decision support tool and rapid point-of-care platform for determining disease severity in patients with COVID-19.

Michael P McRae1, Glennon W Simmons, Nicolaos J Christodoulides, Zhibing Lu, Stella K Kang, David Fenyo, Timothy Alcorn, Isaac P Dapkins, Iman Sharif, Deniz Vurmaz, Sayli S Modak, Kritika Srinivasan, Shruti Warhadpande, Ravi Shrivastav, John T McDevitt.   

Abstract

SARS-CoV-2 is the virus that causes coronavirus disease (COVID-19) which has reached pandemic levels resulting in significant morbidity and mortality affecting every inhabited continent. The large number of patients requiring intensive care threatens to overwhelm healthcare systems globally. Likewise, there is a compelling need for a COVID-19 disease severity test to prioritize care and resources for patients at elevated risk of mortality. Here, an integrated point-of-care COVID-19 Severity Score and clinical decision support system is presented using biomarker measurements of C-reactive protein (CRP), N-terminus pro B type natriuretic peptide (NT-proBNP), myoglobin (MYO), D-dimer, procalcitonin (PCT), creatine kinase-myocardial band (CK-MB), and cardiac troponin I (cTnI). The COVID-19 Severity Score combines multiplex biomarker measurements and risk factors in a statistical learning algorithm to predict mortality. The COVID-19 Severity Score was trained and evaluated using data from 160 hospitalized COVID-19 patients from Wuhan, China. Our analysis finds that COVID-19 Severity Scores were significantly higher for the group that died versus the group that was discharged with median (interquartile range) scores of 59 (40-83) and 9 (6-17), respectively, and area under the curve of 0.94 (95% CI 0.89-0.99). Although this analysis represents patients with cardiac comorbidities (hypertension), the inclusion of biomarkers from other pathophysiologies implicated in COVID-19 (e.g., D-dimer for thrombotic events, CRP for infection or inflammation, and PCT for bacterial co-infection and sepsis) may improve future predictions for a more general population. These promising initial models pave the way for a point-of-care COVID-19 Severity Score system to impact patient care after further validation with externally collected clinical data. Clinical decision support tools for COVID-19 have strong potential to empower healthcare providers to save lives by prioritizing critical care in patients at high risk for adverse outcomes.

Entities:  

Mesh:

Substances:

Year:  2020        PMID: 32490853      PMCID: PMC7360344          DOI: 10.1039/d0lc00373e

Source DB:  PubMed          Journal:  Lab Chip        ISSN: 1473-0189            Impact factor:   6.799


  22 in total

1.  Application of programmable bio-nano-chip system for the quantitative detection of drugs of abuse in oral fluids.

Authors:  Nicolaos Christodoulides; Richard De La Garza; Glennon W Simmons; Michael P McRae; Jorge Wong; Thomas F Newton; Regina Smith; James J Mahoney; Justin Hohenstein; Sobeyda Gomez; Pierre N Floriano; Humberto Talavera; Daniel J Sloan; David E Moody; David M Andrenyak; Thomas R Kosten; Ahmed Haque; John T McDevitt
Journal:  Drug Alcohol Depend       Date:  2015-05-22       Impact factor: 4.492

2.  Cardiac ScoreCard: A Diagnostic Multivariate Index Assay System for Predicting a Spectrum of Cardiovascular Disease.

Authors:  Michael P McRae; Biykem Bozkurt; Christie M Ballantyne; Ximena Sanchez; Nicolaos Christodoulides; Glennon Simmons; Vijay Nambi; Arunima Misra; Craig S Miller; Jeffrey L Ebersole; Charles Campbell; John T McDevitt
Journal:  Expert Syst Appl       Date:  2016-01-25       Impact factor: 6.954

3.  A multiplexable, microfluidic platform for the rapid quantitation of a biomarker panel for early ovarian cancer detection at the point-of-care.

Authors:  Basil H Shadfan; Archana R Simmons; Glennon W Simmons; Andy Ho; Jorge Wong; Karen H Lu; Robert C Bast; John T McDevitt
Journal:  Cancer Prev Res (Phila)       Date:  2014-11-11

4.  'Cytology-on-a-chip' based sensors for monitoring of potentially malignant oral lesions.

Authors:  Timothy J Abram; Pierre N Floriano; Nicolaos Christodoulides; Robert James; A Ross Kerr; Martin H Thornhill; Spencer W Redding; Nadarajah Vigneswaran; Paul M Speight; Julie Vick; Craig Murdoch; Christine Freeman; Anne M Hegarty; Katy D'Apice; Joan A Phelan; Patricia M Corby; Ismael Khouly; Jerry Bouquot; Nagi M Demian; Y Etan Weinstock; Stephanie Rowan; Chih-Ko Yeh; H Stan McGuff; Frank R Miller; Surabhi Gaur; Kailash Karthikeyan; Leander Taylor; Cathy Le; Michael Nguyen; Humberto Talavera; Rameez Raja; Jorge Wong; John T McDevitt
Journal:  Oral Oncol       Date:  2016-07-20       Impact factor: 5.337

5.  Programmable bio-nano-chip system: a flexible point-of-care platform for bioscience and clinical measurements.

Authors:  Michael P McRae; Glennon W Simmons; Jorge Wong; Basil Shadfan; Sanjiv Gopalkrishnan; Nicolaos Christodoulides; John T McDevitt
Journal:  Lab Chip       Date:  2015-08-26       Impact factor: 6.799

6.  Point-of-care oral cytology tool for the screening and assessment of potentially malignant oral lesions.

Authors:  Michael P McRae; Sayli S Modak; Glennon W Simmons; Denise A Trochesset; A Ross Kerr; Martin H Thornhill; Spencer W Redding; Nadarajah Vigneswaran; Stella K Kang; Nicolaos J Christodoulides; Craig Murdoch; Steven J Dietl; Roger Markham; John T McDevitt
Journal:  Cancer Cytopathol       Date:  2020-02-07       Impact factor: 5.284

7.  Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China.

Authors:  Chaolin Huang; Yeming Wang; Xingwang Li; Lili Ren; Jianping Zhao; Yi Hu; Li Zhang; Guohui Fan; Jiuyang Xu; Xiaoying Gu; Zhenshun Cheng; Ting Yu; Jiaan Xia; Yuan Wei; Wenjuan Wu; Xuelei Xie; Wen Yin; Hui Li; Min Liu; Yan Xiao; Hong Gao; Li Guo; Jungang Xie; Guangfa Wang; Rongmeng Jiang; Zhancheng Gao; Qi Jin; Jianwei Wang; Bin Cao
Journal:  Lancet       Date:  2020-01-24       Impact factor: 79.321

8.  Cryo-EM structure of the 2019-nCoV spike in the prefusion conformation.

Authors:  Daniel Wrapp; Nianshuang Wang; Kizzmekia S Corbett; Jory A Goldsmith; Ching-Lin Hsieh; Olubukola Abiona; Barney S Graham; Jason S McLellan
Journal:  Science       Date:  2020-02-19       Impact factor: 47.728

9.  A Novel Coronavirus from Patients with Pneumonia in China, 2019.

Authors:  Na Zhu; Dingyu Zhang; Wenling Wang; Xingwang Li; Bo Yang; Jingdong Song; Xiang Zhao; Baoying Huang; Weifeng Shi; Roujian Lu; Peihua Niu; Faxian Zhan; Xuejun Ma; Dayan Wang; Wenbo Xu; Guizhen Wu; George F Gao; Wenjie Tan
Journal:  N Engl J Med       Date:  2020-01-24       Impact factor: 91.245

10.  Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study.

Authors:  Fei Zhou; Ting Yu; Ronghui Du; Guohui Fan; Ying Liu; Zhibo Liu; Jie Xiang; Yeming Wang; Bin Song; Xiaoying Gu; Lulu Guan; Yuan Wei; Hui Li; Xudong Wu; Jiuyang Xu; Shengjin Tu; Yi Zhang; Hua Chen; Bin Cao
Journal:  Lancet       Date:  2020-03-11       Impact factor: 79.321

View more
  28 in total

1.  Development and Validation of an Early Scoring System for Prediction of Disease Severity in COVID-19 Using Complete Blood Count Parameters.

Authors:  Tawsifur Rahman; Amith Khandakar; Md Enamul Hoque; Nabil Ibtehaz; Saad Bin Kashem; Reehum Masud; Lutfunnahar Shampa; Mohammad Mehedi Hasan; Mohammad Tariqul Islam; Somaya Al-Maadeed; Susu M Zughaier; Saif Badran; Suhail A R Doi; Muhammad E H Chowdhury
Journal:  IEEE Access       Date:  2021-08-16       Impact factor: 3.367

2.  A descriptive study of random forest algorithm for predicting COVID-19 patients outcome.

Authors:  Jie Wang; Heping Yu; Qingquan Hua; Shuili Jing; Zhifen Liu; Xiang Peng; Cheng'an Cao; Yongwen Luo
Journal:  PeerJ       Date:  2020-09-09       Impact factor: 2.984

3.  Rapid, point-of-care antigen and molecular-based tests for diagnosis of SARS-CoV-2 infection.

Authors:  Jacqueline Dinnes; Jonathan J Deeks; Sarah Berhane; Melissa Taylor; Ada Adriano; Clare Davenport; Sabine Dittrich; Devy Emperador; Yemisi Takwoingi; Jane Cunningham; Sophie Beese; Julie Domen; Janine Dretzke; Lavinia Ferrante di Ruffano; Isobel M Harris; Malcolm J Price; Sian Taylor-Phillips; Lotty Hooft; Mariska Mg Leeflang; Matthew Df McInnes; René Spijker; Ann Van den Bruel
Journal:  Cochrane Database Syst Rev       Date:  2021-03-24

4.  Antibody tests for identification of current and past infection with SARS-CoV-2.

Authors:  Jonathan J Deeks; Jacqueline Dinnes; Yemisi Takwoingi; Clare Davenport; René Spijker; Sian Taylor-Phillips; Ada Adriano; Sophie Beese; Janine Dretzke; Lavinia Ferrante di Ruffano; Isobel M Harris; Malcolm J Price; Sabine Dittrich; Devy Emperador; Lotty Hooft; Mariska Mg Leeflang; Ann Van den Bruel
Journal:  Cochrane Database Syst Rev       Date:  2020-06-25

5.  The year in cardiovascular medicine 2020: digital health and innovation.

Authors:  Charalambos Antoniades; Folkert W Asselbergs; Panos Vardas
Journal:  Eur Heart J       Date:  2021-02-14       Impact factor: 29.983

Review 6.  Serum CK-MB, COVID-19 severity and mortality: An updated systematic review and meta-analysis with meta-regression.

Authors:  Angelo Zinellu; Salvatore Sotgia; Alessandro G Fois; Arduino A Mangoni
Journal:  Adv Med Sci       Date:  2021-07-07       Impact factor: 3.287

7.  Rapid, point-of-care antigen and molecular-based tests for diagnosis of SARS-CoV-2 infection.

Authors:  Jacqueline Dinnes; Jonathan J Deeks; Ada Adriano; Sarah Berhane; Clare Davenport; Sabine Dittrich; Devy Emperador; Yemisi Takwoingi; Jane Cunningham; Sophie Beese; Janine Dretzke; Lavinia Ferrante di Ruffano; Isobel M Harris; Malcolm J Price; Sian Taylor-Phillips; Lotty Hooft; Mariska Mg Leeflang; René Spijker; Ann Van den Bruel
Journal:  Cochrane Database Syst Rev       Date:  2020-08-26

Review 8.  Information technology in emergency management of COVID-19 outbreak.

Authors:  Afsoon Asadzadeh; Saba Pakkhoo; Mahsa Mirzaei Saeidabad; Hero Khezri; Reza Ferdousi
Journal:  Inform Med Unlocked       Date:  2020-11-13

9.  Managing COVID-19 With a Clinical Decision Support Tool in a Community Health Network: Algorithm Development and Validation.

Authors:  Michael P McRae; Isaac P Dapkins; Iman Sharif; Judd Anderman; David Fenyo; Odai Sinokrot; Stella K Kang; Nicolaos J Christodoulides; Deniz Vurmaz; Glennon W Simmons; Timothy M Alcorn; Marco J Daoura; Stu Gisburne; David Zar; John T McDevitt
Journal:  J Med Internet Res       Date:  2020-08-24       Impact factor: 5.428

10.  Risk factors for severe cases of COVID-19: a retrospective cohort study.

Authors:  Feng He; Qingqing Luo; Ming Lei; Lixin Fan; Xinning Shao; Guanglie Huang; Jun Zeng; Ziwen Zhao; Shuguang Qin; Zhi Yang; Na Yu; Liuping Yang; Jie Cao
Journal:  Aging (Albany NY)       Date:  2020-08-15       Impact factor: 5.682

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.