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pmid:35265629
BCL2A1 and CCL18 Are Predictive Biomarkers of Cisplatin Chemotherapy and Immunotherapy in Colon Cancer Patients.
Taohua Yue · Xiangzheng Liu · Shuai Zuo · Jing Zhu · Jichang Li · Yucun Liu · Shanwen Chen · Pengyuan Wang
Frontiers in cell and developmental biology · 2021 doi:10.3389/fcell.2021.799278
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Experiment
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Complete file
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However, the clinical correlation between cisplatin and immunotherapy in colon cancer (CC) is unknown. Methods: Using the \"pRRophetic\" package, we calculated the IC50 of cisplatin. The correlation between cisplatin IC50, cisplatin resistance-related genes (CCL18 and BCL2A1), and immunotherapy were preliminarily verified in TCGA and further validated in independent cohorts (GSE39582 and GSE17538), cisplatin-resistant CC cell line DLD1, and our own clinical specimens. Classification performance was evaluated using the AUC value of the ROC curve. Scores of immune signatures, autophagy, ferroptosis, and stemness were quantified using the ssGSEA algorithm. Results: Based on respective medians of three CC cohorts, patients were divided into high- and low-IC50 groups. Compared with the high IC50 group, the low-IC50 group had significantly higher tumor microenvironment (TME) scores and lower tumor purity. Most co-signaling molecules were upregulated in low IC50 group. CC patients with good immunotherapy efficacy (MSI, dMMR, and more TMB) were more attributable to the low-IC50 group. Among seven shared differentially expressed cisplatin resistance-related genes, CCL18 and BCL2A1 had the best predictive efficacy of the above immunotherapy biomarkers. For wet experimental verification, compared with cisplatin-resistant DLD1, similar to PD-L1, CCL18 and BCL2A1 were significantly upregulated in wild-type DLD1. In our own CC tissues, the mRNA expression of CCL18, BCL2A1, and PD-L1 in dMMR were significantly increased. The high group of CCL18 or BCL2A1 had a higher proportion of MSI, dMMR, and more TMB. IC50, CCL18, BCL2A1, and PD-L1 were closely related to scores of immune-related pathways, immune signatures, autophagy, ferroptosis, and stemness. The microRNA shared by BCL2A1 and PD-L1, hsa-miR-137, were significantly associated with CCL18, BCL2A1, and PD-L1, and downregulated in low-IC50 group. The activity of the TOLL-like receptor signaling pathway affected the sensitivity of CC patients to cisplatin and immunotherapy. For subtype analysis, immune C2, immune C6, HM-indel, HM-SNV, C18, and C20 were equally sensitive to cisplatin chemotherapy and immunotherapy. Conclusions: CC patients sensitive to cisplatin chemotherapy were also sensitive to immunotherapy. CCL18 and BCL2A1 were novel biomarkers for cisplatin and immunotherapy.", "claims": [{"id": "claim-method", "statement": "Using immune (Supplementary Table S1), autophagy (Supplementary Table S2), and ferroptosis (Supplementary Table S3) signatures, we quantified the immune, autophagy, and ferroptosis activities by the “GSVA” package and ssGSEA method (Hänzelmann et al., 2013).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35265629", "locator": "sections[14] \"The Single-Sample GSEA (ssGSEA)\" paragraph 3", "quote": "Using immune (Supplementary Table S1), autophagy (Supplementary Table S2), and ferroptosis (Supplementary Table S3) signatures, we quantified the immune, autophagy, and ferroptosis activities by the “GSVA” package and ssGSEA method (Hänzelmann et al., 2013)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35265629", "locator": "sections[40] \"Data Availability Statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."}], "state": "complete"}, {"id": "claim-target-result", "statement": "CC patients sensitive to cisplatin chemotherapy were also sensitive to immunotherapy.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35265629", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "CC patients sensitive to cisplatin chemotherapy were also sensitive to immunotherapy."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "CC patients sensitive to cisplatin chemotherapy were also sensitive to immunotherapy.", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:35265629"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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six molecular subtypes with distinct clinical, molecular and survival characteristics [Expression]", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE17538 not downloaded", "asset:data:geo:GSE17538 licence not read", "asset:data:geo:GSE39582 not downloaded", "asset:data:geo:GSE39582 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-2", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE39582", "GSE17538"], "resolved_accessions": ["GSE39582", "GSE17538"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."], "basis": "The paper names GSE39582, GSE17538 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. 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