Ravichandran, Sathyabaarathi ; Banerjee, Ushashi ; DR, Gayathri Devi ; Kandukuru, Rooparani ; Thakur, Chandrani ; Chakravortty, Dipshikha ; Balaji, Kithiganahalli Narayanaswamy ; Singh, Amit ; Chandra, Nagasuma (2021) VB10, a new blood biomarker for differential diagnosis and recovery monitoring of acute viral and bacterial infections EBioMedicine, 67 . p. 103352. ISSN 23523964
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Official URL: http://doi.org/10.1016/j.ebiom.2021.103352
Related URL: http://dx.doi.org/10.1016/j.ebiom.2021.103352
Abstract
Background Precise differential diagnosis between acute viral and bacterial infections is important to enable appropriate therapy, avoid unnecessary antibiotic prescriptions and optimize the use of hospital resources. A systems view of host response to infections provides opportunities for discovering sensitive and robust molecular diagnostics. Methods We combine blood transcriptomes from six independent datasets (n = 756) with a knowledge-based human protein-protein interaction network, identifies subnetworks capturing host response to each infection class, and derives common response cores separately for viral and bacterial infections. We subject the subnetworks to a series of computational filters to identify a parsimonious gene panel and a standalone diagnostic score that can be applied to individual samples. We rigorously validate the panel and the diagnostic score in a wide range of publicly available datasets and in a newly developed Bangalore-Viral Bacterial (BL-VB) cohort.
Item Type: | Article |
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Source: | Copyright of this article belongs to Elsevier Inc |
ID Code: | 133149 |
Deposited On: | 27 Dec 2022 03:43 |
Last Modified: | 27 Dec 2022 03:43 |
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