BPG is committed to discovery and dissemination of knowledge
Articles Published Processes
5/27/2021 9:41:33 AM | Browse: 640 | Download: 2210
 |
Received |
|
2021-02-13 14:55 |
|
Peer-Review Started |
|
2021-02-13 14:57 |
|
First Decision by Editorial Office Director |
|
2021-03-14 02:55 |
|
Return for Revision |
|
2021-03-14 02:55 |
|
Revised |
|
2021-04-01 18:27 |
 |
Publication Fee Transferred |
|
|
|
Second Decision by Editor |
|
2021-04-15 12:02 |
|
Second Decision by Editor-in-Chief |
|
|
|
Final Decision by Editorial Office Director |
|
2021-04-21 13:54 |
|
Articles in Press |
|
2021-04-21 13:54 |
|
Edit the Manuscript by Language Editor |
|
2021-05-05 11:01 |
|
Typeset the Manuscript |
|
2021-05-25 10:24 |
|
Publish the Manuscript Online |
|
2021-05-27 09:41 |
| ISSN |
1007-9327 (print) and 2219-2840 (online) |
| Open Access |
This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/Licenses/by-nc/4.0/ |
| Copyright |
© The Author(s) 2021. Published by Baishideng Publishing Group Inc. All rights reserved. |
| Article Reprints |
For details, please visit: http://www.wjgnet.com/bpg/gerinfo/247
|
| Permissions |
For details, please visit: http://www.wjgnet.com/bpg/gerinfo/207
|
| Publisher |
Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA |
| Website |
http://www.wjgnet.com |
| Category |
Gastroenterology & Hepatology |
| Manuscript Type |
Observational Study |
| Article Title |
Prediction of hepatic inflammation in chronic hepatitis B patients with a random forest-backward feature elimination-algorithm
|
| Manuscript Source |
Invited Manuscript |
| All Author List |
Ji-Yuan Zhou, Liu-Wei Song, Rong Yuan, Xiao-Ping Lu and Gui-Qiang Wang |
| ORCID |
|
| Funding Agency and Grant Number |
| Funding Agency |
Grant Number |
| China Mega-Project for Infectious Diseases |
2017ZX10203202 |
| Guangdong Basic and Applied Basic Research Foundation |
2019A1515110060 |
|
| Corresponding Author |
Gui-Qiang Wang, MD, Chairman, Director, Director, Professor, Department of Infectious Disease, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing 100034, China. john131212@126.com |
| Key Words |
Hepatic inflammation; Machine learning; Quantitative hepatitis B core antibody; CXCL11; Diagnostic efficiency |
| Core Tip |
We aimed to propose an effective backward feature elimination algorithm utilizing random forest to select optimal features and construct a novel non-invasive model for predicting hepatitis B-related hepatic inflammation based on a large, multicenter cohort. The results indicated that the I-3A index constructed based on the selected features significantly improved the diagnostic efficiency of quantitative hepatitis B core antibody alone for predicting moderate-to-severe inflammation. Additionally, the I-3A index showed high diagnostic accuracy for moderate-to-severe inflammation in both HBeAg-positive and HBeAg-negative chronic hepatitis B patients. |
| Publish Date |
2021-05-27 09:41 |
| Citation |
Zhou JY, Song LW, Yuan R, Lu XP, Wang GQ. Prediction of hepatic inflammation in chronic hepatitis B patients with a random forest-backward feature elimination-algorithm. World J Gastroenterol 2021; 27(21): 2910-2920 |
| URL |
https://www.wjgnet.com/1007-9327/full/v27/i21/2910.htm |
| DOI |
https://dx.doi.org/10.3748/wjg.v27.i21.2910 |
All content on this site: Copyright © 1993-2026 Baishideng Publishing Group Inc, its licensors, and contributors. All rights are reserved, including those for text and data mining, AI training, and similar technologies. For all open access content, the relevant licensing terms apply.
