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An Integrated Machine-Learning and Reverse Network-Pharmacology Pipeline Reveals JUN /C3 Candidate Biomarkers and an Anti-Fibrotic Mechanism of Resveratrol via MAPK/JNK Signaling in Chronic Kidney Disease.

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Title: An Integrated Machine-Learning and Reverse Network-Pharmacology Pipeline Reveals JUN /C3 Candidate Biomarkers and an Anti-Fibrotic Mechanism of Resveratrol via MAPK/JNK Signaling in Chronic Kidney Disease.
Authors: Cai, Yuan1 (AUTHOR), Feng, Xiaolong1,2 (AUTHOR), Tao, Xinru1 (AUTHOR), Li, Penghui1,2 (AUTHOR), Liu, Jiaqin1 (AUTHOR), Liu, Ping'an1 (AUTHOR), Xiao, Mengxiong2 (AUTHOR) xiaomengxiong25@163.com
Source: International Journal of Molecular Sciences. May2026, Vol. 27 Issue 10, p4252. 25p.
Database: Academic Search Ultimate
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An: 194143102
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  Data: An Integrated Machine-Learning and Reverse Network-Pharmacology Pipeline Reveals JUN /C3 Candidate Biomarkers and an Anti-Fibrotic Mechanism of Resveratrol via MAPK/JNK Signaling in Chronic Kidney Disease.
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  Data: <searchLink fieldCode="AR" term="%22Cai%2C+Yuan%22">Cai, Yuan</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Feng%2C+Xiaolong%22">Feng, Xiaolong</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Tao%2C+Xinru%22">Tao, Xinru</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Li%2C+Penghui%22">Li, Penghui</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Liu%2C+Jiaqin%22">Liu, Jiaqin</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Liu%2C+Ping'an%22">Liu, Ping'an</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Xiao%2C+Mengxiong%22">Xiao, Mengxiong</searchLink><relatesTo>2</relatesTo> (AUTHOR)<i> xiaomengxiong25@163.com</i>
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  Data: <searchLink fieldCode="JN" term="%22International+Journal+of+Molecular+Sciences%22">International Journal of Molecular Sciences</searchLink>. May2026, Vol. 27 Issue 10, p4252. 25p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=194143102
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      – Type: doi
        Value: 10.3390/ijms27104252
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      – Code: eng
        Text: English
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        PageCount: 25
        StartPage: 4252
    Titles:
      – TitleFull: An Integrated Machine-Learning and Reverse Network-Pharmacology Pipeline Reveals JUN /C3 Candidate Biomarkers and an Anti-Fibrotic Mechanism of Resveratrol via MAPK/JNK Signaling in Chronic Kidney Disease.
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            NameFull: Cai, Yuan
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            NameFull: Feng, Xiaolong
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            NameFull: Tao, Xinru
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            NameFull: Li, Penghui
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            NameFull: Liu, Jiaqin
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            NameFull: Liu, Ping'an
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            – D: 15
              M: 05
              Text: May2026
              Type: published
              Y: 2026
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              Value: 27
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            – TitleFull: International Journal of Molecular Sciences
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