Severity Detection for the Coronavirus Disease 2019 (COVID-19) Patients Using a Machine Learning Model Based on the Blood and Urine Tests
Tóm tắt
Từ khóa
Tài liệu tham khảo
Chan, 2020, A familial cluster of pneumonia associated with the 2019 novel coronavirus indicating person-to-person transmission: a study of a family cluster., Lancet, 395, 514, 10.1016/S0140-6736(20)30154-9
Chen, 2020, Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study., Lancet, 395, 507, 10.1016/S0140-6736(20)30211-7
Chen, 2020, Emerging coronaviruses: genome structure, replication, and pathogenesis., J. Med. Virol., 92, 418, 10.1002/jmv.25681
Cogan, 2019, MAPGI: accurate identification of anatomical landmarks and diseased tissue in gastrointestinal tract using deep learning., Comput. Biol. Med., 111, 10.1016/j.compbiomed.2019.103351
Deepak, 2019, Brain tumor classification using deep CNN features via transfer learning., Comput. Biol. Med., 111, 10.1016/j.compbiomed.2019.103345
Drosten, 2003, Identification of a novel coronavirus in patients with severe acute respiratory syndrome., N. Engl. J. Med., 348, 1967, 10.1056/NEJMoa030747
Dudani, 1976, The distance-weighted k-nearest-neighbor rule, Proceedings of the IEEE Transactions on Systems, Man, and Cybernetics, 10.1109/TSMC.1976.5408784
Ebrahimpour, 2017, Occam’s razor in dimension reduction: using reduced row Echelon form for finding linear independent features in high dimensional microarray datasets., Eng. Appl. Artif. Intellig., 62, 214, 10.1016/j.engappai.2017.04.006
Govindan, 2019, Identifying an optimal epoch length for spectral analysis of heart rate of critically-ill infants., Comput. Biol. Med., 113, 10.1016/j.compbiomed.2019.103391
Habib, 2019, Clinical outcomes among hospital patients with Middle East respiratory syndrome coronavirus (MERS-CoV) infection., BMC Infect. Dis., 19, 10.1186/s12879-019-4555-5
Heijnen, 2020, Prediction of aspiration in dysphagia using logistic regression: oral intake and self-evaluation., Eur. Arch. Otorhinolaryngol., 277, 197, 10.1007/s00405-019-05687-z
Hoffman, 2018, Hypernatremia is associated with poorer outcomes following aneurysmal subarachnoid hemorrhage: a nationwide inpatient sample analysis., J. Neurosurg. Sci., 10.23736/S0390-5616.18.04611-8
Hu, 2019, Gene signature of survival prediction for kidney renal cell carcinoma by multi-omic data analysis., Int. J. Mol. Sci., 20, 10.3390/ijms20225720
Huang, 2020, Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China., Lancet, 395, 497, 10.1016/0010-7824(81)90078-0
Khurana, 2018, DeepSol: a deep learning framework for sequence-based protein solubility prediction., Bioinformatics, 34, 2605, 10.1093/bioinformatics/bty166
Kleinbaum, 2002, Logistic Regression.
Koller, 1996, Toward Optimal Feature Selection.
Kourou, 2020, Cancer classification from time series microarray data through regulatory dynamic bayesian networks., Comput. Biol. Med., 116, 10.1016/j.compbiomed.2019.103577
Kucharski, 2020, Early dynamics of transmission and control of COVID-19: a mathematical modelling study., Lancet Infect. Dis., 20, 553, 10.1016/S1473-3099(20)30144-4
Li, 2018, Developing a new intelligent system for the diagnosis of tuberculous pleural effusion., Comput. Methods Programs Biomed., 153, 211, 10.1016/j.cmpb.2017.10.022
Li, 2014, Label-free detection of blood plasma using silver nanoparticle based surface-enhanced Raman spectroscopy for esophageal cancer screening., J. Biomed. Nanotechnol., 10, 478, 10.1166/jbn.2014.1750
Li, 2020, False-negative results of real-time reverse-transcriptase polymerase chain reaction for severe acute respiratory syndrome coronavirus 2: role of deep-learning-based ct diagnosis and insights from two cases., Korea. J. Radiol., 21, 505, 10.3348/kjr.2020.0146
Li, 2020, Early transmission dynamics in wuhan, china, of novel coronavirus-infected pneumonia., N. Engl. J. Med., 382, 1199, 10.1056/NEJMoa2001316
Li, 2020, Development and clinical application of a rapid IgM-IgG combined antibody test for SARS-CoV-2 infection diagnosis., J. Med. Virol., 10.1002/jmv.25727
Lu, 2020, Genomic characterisation and epidemiology of 2019 novel coronavirus: implications for virus origins and receptor binding., Lancet, 395, 565, 10.1016/S0140-6736(20)30251-8
Luo, 2019, A logistic regression model for noninvasive prediction of AFP-negative hepatocellular carcinoma., Technol. Cancer Res. Treat., 18, 10.1177/1533033819846632
Lv, 2006, Recognition and segmentation of 3-d human action using hmm and multi-class adaboost, Computer Vision – ECCV 2006. ECCV 2006. Lecture Notes in Computer Science
Osredkar, 2019, Urinary markers of oxidative stress in children with autism spectrum disorder (ASD)., Antioxidants, 8, 10.3390/antiox8060187
Pal, 2005, Random forest classifier for remote sensing classification., Intern. J. Remote Sens., 26, 217, 10.1080/01431160412331269698
Peng, 2019, Predictive modeling of drug effects on electrocardiograms., Comput. Biol. Med., 108, 332, 10.1016/j.compbiomed.2019.03.027
Petrarca, 2019, Human bocavirus in children hospitalized for acute respiratory tract infection in Rome., World J. Pediatr., 16, 293, 10.1007/s12519-019-00324-5
Qiao, 2019, MIonSite: ligand-specific prediction of metal ion-binding sites via enhanced AdaBoost algorithm with protein sequence information., Anal. Biochem., 566, 75, 10.1016/j.ab.2018.11.009
Raabis, 2018, Health benefits of orally administered anti-IL-10 antibody in milk-fed dairy calves., J. Dairy Sci., 101, 7375, 10.3168/jds.2017-14270
Reagan, 2019, Machine learning algorithm as a diagnostic tool for hypoadrenocorticism in dogs., Domest. Anim. Endocrinol., 72, 10.1016/j.domaniend.2019.106396
Schaub, 2009, Serum proteomic biomarker discovery reflective of stage and obesity in breast cancer patients., J. Am. Coll. Surg., 208, 970, 10.1016/j.jamcollsurg.2008.12.024
Shi, 2020, Radiological findings from 81 patients with COVID-19 pneumonia in Wuhan, China: a descriptive study., Lancet Infect. Dis., 20, 425, 10.1016/S1473-3099(20)30086-4
Shilton, 2005, Incremental training of support vector machines., IEEE Trans. Neural Netw., 16, 114, 10.1109/TNN.2004.836201
Suykens, 1999, Least squares support vector machine classifiers., Neural Proc. Lett., 9, 293, 10.1023/A:1018628609742
Thompson, 2018, Methylation-to-expression feature models of breast cancer accurately predict overall survival, distant-recurrence free survival, and pathologic complete response in multiple cohorts., Sci. Rep., 8, 10.1038/s41598-018-23494-0
Wang, 2020, Clinical characteristics of 138 hospitalized patients with 2019 novel coronavirus-infected pneumonia in Wuhan, China., JAMA, 323, 1061, 10.1001/jama.2020.1585
Wu, 2020, Genome composition and divergence of the novel coronavirus (2019-nCoV) originating in China., Cell Host Microb., 27, 325, 10.1016/j.chom.2020.02.001
Wu, 2019, ATBdiscrimination: an in silico tool for identification of active tuberculosis disease based on routine blood test and T-SPOT. TB detection results., J. Chem. Inf. Model., 59, 4561, 10.1021/acs.jcim.9b00678
Xie, 2020, Chest CT for typical 2019-nCoV pneumonia: relationship to negative RT-PCR testing., Radiology, 10.1148/radiol.2020200343
Yan, 2020, Covert COVID-19 and false-positive dengue serology in Singapore., Lancet Infect. Dis., 20, 10.1016/S1473-3099(20)30158-4
Yang, 2020, Selection of features for patient-independent detection of seizure events using scalp EEG signals., Comput. Biol. Med., 119, 10.1016/j.compbiomed.2020.103671
Yang, 2020, Clinical course and outcomes of critically ill patients with SARS-CoV-2 pneumonia in Wuhan, China: a single-centered, retrospective, observational study., Lancet Respir. Med., 8, 475, 10.1016/S2213-2600(20)30079-5
Youden, 1950, Index for rating diagnostic tests., Cancer, 3, 32, 10.1002/1097-0142(1950)3:1<32::aid-cncr2820030106>3.0.co;2-3
Yuan, 2018, Three main inducers of alphacoronavirus infection of enterocytes: sialic acid, proteases, and Low pH., Intervirology, 61, 53, 10.1159/000492424
Zaki, 2012, Isolation of a novel coronavirus from a man with pneumonia in Saudi Arabia., N. Engl. J. Med., 367, 1814, 10.1056/NEJMoa1211721
Zalinger, 2015, mda5 is critical to host defense during infection with murine coronavirus., J. Virol., 89, 12330, 10.1128/JVI.01470-15
Zhang, 2018, Urine proteome profiling predicts lung cancer from control cases and other tumors., EBiomedicine, 30, 120, 10.1016/j.ebiom.2018.03.009
Zhang, 2019, BioDog, biomarker detection for improving identification power of breast cancer histologic grade in methylomics., Epigenomics, 11, 1717, 10.2217/epi-2019-0230
Zhou, 2019, A Large-scale, multi-center urine biomarkers identification of coronary heart disease in TCM syndrome differentiation., J. Proteome Res., 18, 1994, 10.1021/acs.jproteome.8b00799
Zhou, 2020, A pneumonia outbreak associated with a new coronavirus of probable bat origin., Nature, 579, 270, 10.1038/s41586-020-2012-7