Network pharmacology and machine learning reveal multi-target mechanisms of poly herbal formulation against atherosclerosis.

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Title: Network pharmacology and machine learning reveal multi-target mechanisms of poly herbal formulation against atherosclerosis.
Authors: Shafique M; Institute of Microbiology, New Campus Jhang Road, Government College University, Faisalabad, Pakistan., Umer Ghori M; Department of Bioinformatics and Biotechnology, Allama Iqbal Road, Government College University, Faisalabad, Pakistan., Hassan M; Department of Bioinformatics and Biotechnology, Allama Iqbal Road, Government College University, Faisalabad, Pakistan., Ali Ashfaq U; Department of Bioinformatics and Biotechnology, Allama Iqbal Road, Government College University, Faisalabad, Pakistan., Shareef Masoud M; Department of Bioinformatics and Biotechnology, Allama Iqbal Road, Government College University, Faisalabad, Pakistan.
Source: Pakistan journal of pharmaceutical sciences [Pak J Pharm Sci] 2026 May; Vol. 39 (5), pp. 1578-1589.
Publication Type: Journal Article
Journal Info: Publisher: Faculty of Pharmacy, University of Karachi Country of Publication: Pakistan NLM ID: 9426356 Publication Model: Print Cited Medium: Internet ISSN: 3105-9686 (Electronic) Linking ISSN: 1011601X NLM ISO Abbreviation: Pak J Pharm Sci Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Network pharmacology and machine learning reveal multi-target mechanisms of poly herbal formulation against atherosclerosis.
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  Data: <searchLink fieldCode="AU" term="%22Shafique+M%22">Shafique M</searchLink>; Institute of Microbiology, New Campus Jhang Road, Government College University, Faisalabad, Pakistan.<br /><searchLink fieldCode="AU" term="%22Umer+Ghori+M%22">Umer Ghori M</searchLink>; Department of Bioinformatics and Biotechnology, Allama Iqbal Road, Government College University, Faisalabad, Pakistan.<br /><searchLink fieldCode="AU" term="%22Hassan+M%22">Hassan M</searchLink>; Department of Bioinformatics and Biotechnology, Allama Iqbal Road, Government College University, Faisalabad, Pakistan.<br /><searchLink fieldCode="AU" term="%22Ali+Ashfaq+U%22">Ali Ashfaq U</searchLink>; Department of Bioinformatics and Biotechnology, Allama Iqbal Road, Government College University, Faisalabad, Pakistan.<br /><searchLink fieldCode="AU" term="%22Shareef+Masoud+M%22">Shareef Masoud M</searchLink>; Department of Bioinformatics and Biotechnology, Allama Iqbal Road, Government College University, Faisalabad, Pakistan.
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  Data: <searchLink fieldCode="JN" term="%229426356%22">Pakistan journal of pharmaceutical sciences</searchLink> [Pak J Pharm Sci] 2026 May; Vol. 39 (5), pp. 1578-1589.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Faculty+of+Pharmacy%2C+University+of+Karachi%22">Faculty of Pharmacy, University of Karachi </searchLink><i>Country of Publication: </i>Pakistan <i>NLM ID: </i>9426356 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>3105-9686 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%221011601X%22">1011601X </searchLink><i>NLM ISO Abbreviation: </i>Pak J Pharm Sci <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41879413
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        Value: 10.36721/PJPS.2026.39.5.REG.13645.1
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      – Code: eng
        Text: English
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      – TitleFull: Network pharmacology and machine learning reveal multi-target mechanisms of poly herbal formulation against atherosclerosis.
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            NameFull: Shafique M
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            NameFull: Hassan M
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            – D: 01
              M: 05
              Text: 2026 May
              Type: published
              Y: 2026
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