# Multiscale Interactome–Guided Prioritization of Candidate Herbs and Active Compounds for Hepatic Cirrhosis Using a Biased Random Walk Algorithm

**Authors:** Jun-ho Lee, Seon-Been Bak, Won-Yung Lee, Yun-Kyung Kim

PMC · DOI: 10.3390/cimb48030277 · 2026-03-04

## TL;DR

This paper uses a multiscale network approach to identify promising herbs and compounds for treating liver cirrhosis, focusing on inflammation and immune pathways.

## Contribution

A novel multiscale interactome framework with a biased random walk algorithm to prioritize underexplored herbal candidates for hepatic cirrhosis.

## Key findings

- Top-ranked herbs like Magnoliae Cortex and Notoginseng Radix et Rhizoma are supported by existing literature.
- Underexplored herbs such as Saposhnikoviae Radix and Fritillariae Cirrhosae Bulbus were identified as potential candidates.
- Enrichment analyses linked candidates to inflammatory, immune, and apoptosis-related pathways.

## Abstract

Hepatic cirrhosis is a progressive chronic liver disease driven by sustained inflammation, cell death, and tissue remodeling, and effective disease-modifying options remain limited. Here, we applied a multiscale interactome framework to prioritize candidate herbs and active compounds for hepatic cirrhosis. Herb–compound associations were collected from the OASIS database and mapped to experimentally supported compound–target interactions (DrugBank/TTD/STITCH), while cirrhosis-related proteins were curated from DisGeNET. Using a biased random-walk algorithm, we generated disease and herb/compound diffusion profiles on the multiscale network and ranked candidates by profile similarity and target overlap. Among the top-ranked herbs, Magnoliae Cortex, Notoginseng Radix et Rhizoma, Polygoni Cuspidati Rhizoma et Radix, and Capsici Fructus were supported by prior literature, whereas several high-ranking herbs lacked curated evidence and were highlighted as underexplored candidates, including Saposhnikoviae Radix and Fritillariae Cirrhosae Bulbus. Enrichment analyses indicated convergence on inflammatory and innate-immune pathways (TNF, Toll-like receptor, NF-κB) and apoptosis-related processes, with additional signals involving HIF-1 and PI3K–Akt pathways. Disease-focused subnetworks suggested mechanistic hypotheses for evidence-lacking compounds, including bergapten, oleic acid, and octadecanoic acid. Overall, we systematically prioritize herbal candidates and provides a mechanistic basis for follow-up validation in hepatic cirrhosis.

## Linked entities

- **Chemicals:** bergapten (PubChem CID 2355), oleic acid (PubChem CID 445639), octadecanoic acid (PubChem CID 5281)

## Full-text entities

- **Genes:** CASP3 (caspase 3) [NCBI Gene 836] {aka CPP32, CPP32B, SCA-1}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, HSD17B6 (hydroxysteroid 17-beta dehydrogenase 6) [NCBI Gene 8630] {aka HSE, RODH, SDR9C6}, RELA (RELA proto-oncogene, NF-kB subunit) [NCBI Gene 5970] {aka AIF3BL3, CMCU, NFKB3, p65}, GPR166P (G protein-coupled receptor 166, pseudogene) [NCBI Gene 442206] {aka GPCR, PGR9}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, JAK1 (Janus kinase 1) [NCBI Gene 3716] {aka AIIDE, JAK1A, JAK1B, JTK3}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, NFKBIA (NFKB inhibitor alpha) [NCBI Gene 4792] {aka EDAID2, IKBA, MAD-3, NFKBI}, SERPING1 (serpin family G member 1) [NCBI Gene 710] {aka C1IN, C1INH, C1NH, HAE1, HAE2}, BAX (BCL2 associated X, apoptosis regulator) [NCBI Gene 581] {aka BCL2L4}, CASP8 (caspase 8) [NCBI Gene 841] {aka ALPS2B, CAP4, Casp-8, FLICE, MACH, MCH5}, APOE (apolipoprotein E) [NCBI Gene 348] {aka AD2, APO-E, ApoE4, LDLCQ5, LPG}, CA8 (carbonic anhydrase 8 (inactive)) [NCBI Gene 767] {aka CA-RP, CA-VIII, CALS, CAMRQ3, CARP, SCAR34}, THBS1 (thrombospondin 1) [NCBI Gene 7057] {aka THBS, THBS-1, TSP, TSP-1, TSP1}, PTGS2 (prostaglandin-endoperoxide synthase 2) [NCBI Gene 5743] {aka COX-2, COX2, GRIPGHS, PGG/HS, PGHS-2, PHS-2}, COL3A1 (collagen type III alpha 1 chain) [NCBI Gene 1281] {aka EDS4A, EDSVASC, PMGEDSV}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, NOS2 (nitric oxide synthase 2) [NCBI Gene 4843] {aka HEP-NOS, INOS, NOS, NOS2A}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772] {aka CANDF7, IMD31A, IMD31B, IMD31C, ISGF-3, STAT91}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, VEGFA (vascular endothelial growth factor A) [NCBI Gene 7422] {aka L-VEGF, MVCD1, VEGF, VPF}, CASP9 (caspase 9) [NCBI Gene 842] {aka APAF-3, APAF3, ICE-LAP6, MCH6, PPP1R56}
- **Diseases:** injury to (MESH:D014947), hepatitis B and C (MESH:D006509), variceal hemorrhage (MESH:D014648), deaths (MESH:D003643), type 2 diabetes mellitus (MESH:D003924), portal hypertension (MESH:D006975), Psychiatric (MESH:D001523), Cytotoxicity (MESH:D064420), inflammatory cytokines (MESH:D000080424), rheumatoid arthritis (MESH:D001172), diabetic (MESH:D003920), chronic hepatitis B (MESH:D019694), metabolic dysfunction (MESH:D008659), ascites (MESH:D001201), cirrhosis (MESH:D005355), Cancer (MESH:D009369), hypoxia (MESH:D000860), chronic hepatitis C. (MESH:D019698), liver insults (MESH:D017093), chronic liver diseases (MESH:D008107), jaundice (MESH:D007565), hepatic encephalopathy (MESH:D006501), synthetic failure (MESH:D051437), inflammation (MESH:D007249), Hepatic cirrhosis (MESH:D008103), chronic viral hepatitis (MESH:D006525)
- **Chemicals:** Cynanchi Atrati Radix (-), PTFE (MESH:D011138), fatty-acid (MESH:D005227), ethanol (MESH:D000431), Octadecanoic acid (MESH:C031183), alcohol (MESH:D000438), epinephrine (MESH:D004837), bergapten (MESH:D000078223), succinic acid (MESH:D019802), sanshool (MESH:C100574), DMSO (MESH:D004121), LPS (MESH:D008070), entecavir (MESH:C413685), 9-octadecenoic acid (MESH:D019301), MTT (MESH:C070243), water (MESH:D014867)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** LX-2 — Homo sapiens (Human), Transformed cell line (CVCL_5792)

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13025821/full.md

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Source: https://tomesphere.com/paper/PMC13025821