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cs.AI, q-bio.NC updates on arXiv.org
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MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation
arXiv:2510.05124v3 Announce Type: replace-cross Abstract: We propose MADS (Multi-Agent Dialogue Simulation), a scalable framework for generating persuasive multi-turn dialogues via agent self-play. MADS employs three coordinated agents: User Agents designed to simulate diverse persona-driven behaviors by leveraging personality signifiers such as Zodiac Signs and MBTI types, a Dialog Agent executing task-oriented persuasion strategies and an Optimization Agent evaluating and refining dialogue ou
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Omics in Hepatocellular
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Multi-Omics Biomarker Signatures for Precision Diagnosis and Prognosis in Primary Liver Cancer: A Literature Review
Biofactors. 2026 Sep-Oct;52(5):e70136. doi: 10.1002/biof.70136.ABSTRACTPrimary liver cancer (PLC) is a biologically heterogeneous group of malignancies dominated by hepatocellular carcinoma (HCC), intrahepatic cholangiocarcinoma (iCCA), and a smaller subset of combined hepatocellular-cholangiocarcinoma (cHCC-CCA), and its clinical burden remains high because current diagnostic and prognostic tools do not adequately capture molecular diversity. Conventional imaging, serum markers, and histopathol
Multi-Omics Biomarker Signatures for Precision Diagnosis and Prognosis in Primary Liver Cancer: A Literature Review
Biofactors. 2026 Sep-Oct;52(5):e70136. doi: 10.1002/biof.70136.
ABSTRACT
Primary liver cancer (PLC) is a biologically heterogeneous group of malignancies dominated by hepatocellular carcinoma (HCC), intrahepatic cholangiocarcinoma (iCCA), and a smaller subset of combined hepatocellular-cholangiocarcinoma (cHCC-CCA), and its clinical burden remains high because current diagnostic and prognostic tools do not adequately capture molecular diversity. Conventional imaging, serum markers, and histopathological assessment remain insufficient for precise early diagnosis, subtype-resolved classification, and outcome stratification, while tissue and liquid biopsy approaches have expanded the range of analytes available for clinical assessment. Recent studies have identified candidate biomarker signatures across genomic, epigenomic, transcriptomic, proteomic, metabolomic, and circulating layers, suggesting that integrated multi-omics profiling may better represent tumor lineage, clonal evolution, immune context, and therapeutic vulnerability than isolated molecular readouts. However, these layers are not equally mature for clinical use: genomic testing is closest to routine therapeutic application in iCCA, plasma methylation assays are advancing for HCC surveillance augmentation, and many proteomic or metabolomic panels remain validation-stage tools. Their clinical value remains constrained by sampling bias, biospecimen-dependent signal loss, assay standardization, cost, and the need for prospective validation across clinically diverse populations. This narrative review critically synthesizes current evidence on multi-omics biomarker signatures for precision diagnosis and prognosis in primary liver cancer and argues that clinically useful signatures should be question-specific, stage-aware, and specimen-aware rather than universal multi-analyte panels.
PMID:42697859 | PMC:PMC13545153 | DOI:10.1002/biof.70136
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(Multiomics OR Omics) AND (Pancreatic)
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CAFs shape the immunosuppressive microenvironment of pancreatic cancer through the Lin28b-STING Axis
Nat Commun. 2026 Aug 7;17(1):9491. doi: 10.1038/s41467-026-76495-3.ABSTRACTCancer-associated fibroblasts comprise diverse functionally distinct cellular subsets, with certain subpopulations exerting pivotal influence in shaping the pancreatic cancer immune microenvironment. Here we show that Lin28b+ cancer-associated fibroblasts contribute to establishing an immunologically cold tumor microenvironment in pancreatic ductal adenocarcinoma. Mechanistically, Lin28b directly binds to STING mRNA and p
CAFs shape the immunosuppressive microenvironment of pancreatic cancer through the Lin28b-STING Axis
Nat Commun. 2026 Aug 7;17(1):9491. doi: 10.1038/s41467-026-76495-3.
ABSTRACT
Cancer-associated fibroblasts comprise diverse functionally distinct cellular subsets, with certain subpopulations exerting pivotal influence in shaping the pancreatic cancer immune microenvironment. Here we show that Lin28b+ cancer-associated fibroblasts contribute to establishing an immunologically cold tumor microenvironment in pancreatic ductal adenocarcinoma. Mechanistically, Lin28b directly binds to STING mRNA and promotes its degradation, thereby suppressing STING expression and downstream type I interferon signaling. Loss of Lin28b in cancer-associated fibroblasts activates the cGAS-STING-interferon signaling cascade, enhancing dendritic cell antigen presentation and CD8+ T cell cytotoxic function. Importantly, genetic inhibition of Lin28b in cancer-associated fibroblasts enhances sensitivity to anti-PD-L1 immune checkpoint blockade therapy. These findings reveal that targeting the Lin28b-STING axis represents a promising therapeutic strategy for overcoming the intrinsic resistance of pancreatic ductal adenocarcinoma to immunotherapy.
PMID:42693143 | PMC:PMC13542369 | DOI:10.1038/s41467-026-76495-3
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Oncogenesis - nature.com science feeds
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Disruption of the AR/ZNF217/PROM2 axis sensitizes prostate cancer to ferroptosis and enzalutamide therapy
Oncogenesis, Published online: 11 August 2026; doi:10.1038/s41389-026-00649-7Disruption of the AR/ZNF217/PROM2 axis sensitizes prostate cancer to ferroptosis and enzalutamide therapy
Disruption of the AR/ZNF217/PROM2 axis sensitizes prostate cancer to ferroptosis and enzalutamide therapy
Oncogenesis, Published online: 11 August 2026; doi:10.1038/s41389-026-00649-7
Disruption of the AR/ZNF217/PROM2 axis sensitizes prostate cancer to ferroptosis and enzalutamide therapy