Cargando…
Development of a Phagocytosis-Dependent Gene Signature to Predict Prognosis and Response to Checkpoint Inhibition in Clear-Cell Renal Cell Carcinoma
AIM: The action of immune checkpoint inhibition (ICI) largely depends on antibody-dependent cellular phagocytosis (ADCP). We thus aim to develop ADCP-based ccRCC risk stratification as both prognostic and therapeutic markers of ICI. METHOD: Genomic data from multiple public datasets (TCGA, etc.) wer...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9148997/ https://www.ncbi.nlm.nih.gov/pubmed/35651604 http://dx.doi.org/10.3389/fimmu.2022.853088 |
_version_ | 1784717125972131840 |
---|---|
author | Li, Kunping Li, Yuqing Lyu, Yinfeng Tan, Linyi Zheng, Xinyi Jiang, Haowen Wen, Hui Feng, Chenchen |
author_facet | Li, Kunping Li, Yuqing Lyu, Yinfeng Tan, Linyi Zheng, Xinyi Jiang, Haowen Wen, Hui Feng, Chenchen |
author_sort | Li, Kunping |
collection | PubMed |
description | AIM: The action of immune checkpoint inhibition (ICI) largely depends on antibody-dependent cellular phagocytosis (ADCP). We thus aim to develop ADCP-based ccRCC risk stratification as both prognostic and therapeutic markers of ICI. METHOD: Genomic data from multiple public datasets (TCGA, etc.) were integrated. A cancer-intrinsic ADCP gene set for ccRCC tailored from a recent report was constructed based on the association with prognosis, immune infiltrates, and response to ICI. Therapeutic potential was profiled using genome-drug sensitivity datasets. RESULTS: ADCP genes were selected from a recent CRISPR/Cas9 screen report. Following a four-module panel based on clinical traits, we generated a six-gene signature (ARPC3, PHF19, FKBP11, MS4A14, KDELR3, and CD1C), which showed a strong correlation with advanced grade and stage and worsened prognosis, with a nomogram showing predictive efficacies of 0.911, 0.845, and 0.867 (AUC) at 1, 3, and 5 years, respectively. Signatures were further dichotomized, and groups with a higher risk score showed a positive correlation with tumor mutation burden, higher expressions of inhibitory checkpoint molecules, and increased antitumor immune infiltrates and were enriched for antitumor immune pathways. The high risk-score group showed better response to ICI and could benefit from TKIs of axitinib, tivozanib, or sorafenib, preferentially in combination, whereas sunitinib and pazopanib would better fit the low risk-score group. CONCLUSION: Here we showed a six-gene ADCP signature that correlated with prognosis and immune modulation in ccRCC. The signature-based risk stratification was associated with response to both ICI and tyrosine kinase inhibition in ccRCC. |
format | Online Article Text |
id | pubmed-9148997 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91489972022-05-31 Development of a Phagocytosis-Dependent Gene Signature to Predict Prognosis and Response to Checkpoint Inhibition in Clear-Cell Renal Cell Carcinoma Li, Kunping Li, Yuqing Lyu, Yinfeng Tan, Linyi Zheng, Xinyi Jiang, Haowen Wen, Hui Feng, Chenchen Front Immunol Immunology AIM: The action of immune checkpoint inhibition (ICI) largely depends on antibody-dependent cellular phagocytosis (ADCP). We thus aim to develop ADCP-based ccRCC risk stratification as both prognostic and therapeutic markers of ICI. METHOD: Genomic data from multiple public datasets (TCGA, etc.) were integrated. A cancer-intrinsic ADCP gene set for ccRCC tailored from a recent report was constructed based on the association with prognosis, immune infiltrates, and response to ICI. Therapeutic potential was profiled using genome-drug sensitivity datasets. RESULTS: ADCP genes were selected from a recent CRISPR/Cas9 screen report. Following a four-module panel based on clinical traits, we generated a six-gene signature (ARPC3, PHF19, FKBP11, MS4A14, KDELR3, and CD1C), which showed a strong correlation with advanced grade and stage and worsened prognosis, with a nomogram showing predictive efficacies of 0.911, 0.845, and 0.867 (AUC) at 1, 3, and 5 years, respectively. Signatures were further dichotomized, and groups with a higher risk score showed a positive correlation with tumor mutation burden, higher expressions of inhibitory checkpoint molecules, and increased antitumor immune infiltrates and were enriched for antitumor immune pathways. The high risk-score group showed better response to ICI and could benefit from TKIs of axitinib, tivozanib, or sorafenib, preferentially in combination, whereas sunitinib and pazopanib would better fit the low risk-score group. CONCLUSION: Here we showed a six-gene ADCP signature that correlated with prognosis and immune modulation in ccRCC. The signature-based risk stratification was associated with response to both ICI and tyrosine kinase inhibition in ccRCC. Frontiers Media S.A. 2022-05-16 /pmc/articles/PMC9148997/ /pubmed/35651604 http://dx.doi.org/10.3389/fimmu.2022.853088 Text en Copyright © 2022 Li, Li, Lyu, Tan, Zheng, Jiang, Wen and Feng https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Li, Kunping Li, Yuqing Lyu, Yinfeng Tan, Linyi Zheng, Xinyi Jiang, Haowen Wen, Hui Feng, Chenchen Development of a Phagocytosis-Dependent Gene Signature to Predict Prognosis and Response to Checkpoint Inhibition in Clear-Cell Renal Cell Carcinoma |
title | Development of a Phagocytosis-Dependent Gene Signature to Predict Prognosis and Response to Checkpoint Inhibition in Clear-Cell Renal Cell Carcinoma |
title_full | Development of a Phagocytosis-Dependent Gene Signature to Predict Prognosis and Response to Checkpoint Inhibition in Clear-Cell Renal Cell Carcinoma |
title_fullStr | Development of a Phagocytosis-Dependent Gene Signature to Predict Prognosis and Response to Checkpoint Inhibition in Clear-Cell Renal Cell Carcinoma |
title_full_unstemmed | Development of a Phagocytosis-Dependent Gene Signature to Predict Prognosis and Response to Checkpoint Inhibition in Clear-Cell Renal Cell Carcinoma |
title_short | Development of a Phagocytosis-Dependent Gene Signature to Predict Prognosis and Response to Checkpoint Inhibition in Clear-Cell Renal Cell Carcinoma |
title_sort | development of a phagocytosis-dependent gene signature to predict prognosis and response to checkpoint inhibition in clear-cell renal cell carcinoma |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9148997/ https://www.ncbi.nlm.nih.gov/pubmed/35651604 http://dx.doi.org/10.3389/fimmu.2022.853088 |
work_keys_str_mv | AT likunping developmentofaphagocytosisdependentgenesignaturetopredictprognosisandresponsetocheckpointinhibitioninclearcellrenalcellcarcinoma AT liyuqing developmentofaphagocytosisdependentgenesignaturetopredictprognosisandresponsetocheckpointinhibitioninclearcellrenalcellcarcinoma AT lyuyinfeng developmentofaphagocytosisdependentgenesignaturetopredictprognosisandresponsetocheckpointinhibitioninclearcellrenalcellcarcinoma AT tanlinyi developmentofaphagocytosisdependentgenesignaturetopredictprognosisandresponsetocheckpointinhibitioninclearcellrenalcellcarcinoma AT zhengxinyi developmentofaphagocytosisdependentgenesignaturetopredictprognosisandresponsetocheckpointinhibitioninclearcellrenalcellcarcinoma AT jianghaowen developmentofaphagocytosisdependentgenesignaturetopredictprognosisandresponsetocheckpointinhibitioninclearcellrenalcellcarcinoma AT wenhui developmentofaphagocytosisdependentgenesignaturetopredictprognosisandresponsetocheckpointinhibitioninclearcellrenalcellcarcinoma AT fengchenchen developmentofaphagocytosisdependentgenesignaturetopredictprognosisandresponsetocheckpointinhibitioninclearcellrenalcellcarcinoma |