James J Dollar, Christina L Decatur, Ezekiel Weis, Amy C Schefler, Miguel A Materin, Timothy S Fuller, Alison H Skalet, David A Reichstein, Ivana Kim, Kisha D Piggott, Hakan Demirci, Thomas A Aaberg, Prithvi Mruthyunjaya, Basil K Williams, Eugene Shildkrot, Scott C N Oliver, Devron H Char, Antonio Capone, John Mason, Scott D Walter, Michael Altaweel, Jill Wells, Dan S Gombos, Jay Duker, Peter Hovland, Tony Tsai, Cameron Javid, Michael A Durante, Kyle R Covington, Song Zhang, Zelia M Correa, J William Harbour
{"title":"葡萄膜黑色素瘤驱动突变的早期遗传进化。","authors":"James J Dollar, Christina L Decatur, Ezekiel Weis, Amy C Schefler, Miguel A Materin, Timothy S Fuller, Alison H Skalet, David A Reichstein, Ivana Kim, Kisha D Piggott, Hakan Demirci, Thomas A Aaberg, Prithvi Mruthyunjaya, Basil K Williams, Eugene Shildkrot, Scott C N Oliver, Devron H Char, Antonio Capone, John Mason, Scott D Walter, Michael Altaweel, Jill Wells, Dan S Gombos, Jay Duker, Peter Hovland, Tony Tsai, Cameron Javid, Michael A Durante, Kyle R Covington, Song Zhang, Zelia M Correa, J William Harbour","doi":"10.1101/2025.06.10.25329358","DOIUrl":null,"url":null,"abstract":"<p><p>Uveal melanoma (UM) is an aggressive cancer of the eye that frequently results in metastatic death. UMs are most likely to metastasize when they are small, at a time when they are difficult to distinguish from benign nevi and often observed without treatment. Unfortunately, little is known about the early genetic evolution of UM or potential biomarkers to indicate small tumors undergoing malignant transformation. Here, we performed targeted next generation sequencing for the 7 canonical UM driver mutations in 1140 primary UMs, including 131 small early-stage tumors. We found that the evolutionary burst of genetic aberrations that determines the archetypal UM subtypes and metastatic propensity has already occurred by the time most small tumors are biopsied, although a significantly larger proportion of small tumors are still evolving compared to larger tumors. We found that the 15-gene expression profile (15-GEP) support vector machine discriminant score was the best indicator of tumors in transition from low-risk Class 1 to high-risk Class 2 signature. While <i>BAP1</i>, <i>SF3B1</i> and <i>EIF1AX</i> mutations were associated with poor, intermediate and good prognosis, respectively, mutation analysis was inferior to the prospectively validated 15-GEP + <i>PRAME</i> expression classifier for predicting metastasis-free and overall survival. These results provide a more complete picture of genetic evolution in UM, and they move us closer to a molecular definition of malignant transformation in this cancer type.</p>","PeriodicalId":94281,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12204427/pdf/","citationCount":"0","resultStr":"{\"title\":\"Early Genetic Evolution of Driver Mutations in Uveal Melanoma.\",\"authors\":\"James J Dollar, Christina L Decatur, Ezekiel Weis, Amy C Schefler, Miguel A Materin, Timothy S Fuller, Alison H Skalet, David A Reichstein, Ivana Kim, Kisha D Piggott, Hakan Demirci, Thomas A Aaberg, Prithvi Mruthyunjaya, Basil K Williams, Eugene Shildkrot, Scott C N Oliver, Devron H Char, Antonio Capone, John Mason, Scott D Walter, Michael Altaweel, Jill Wells, Dan S Gombos, Jay Duker, Peter Hovland, Tony Tsai, Cameron Javid, Michael A Durante, Kyle R Covington, Song Zhang, Zelia M Correa, J William Harbour\",\"doi\":\"10.1101/2025.06.10.25329358\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Uveal melanoma (UM) is an aggressive cancer of the eye that frequently results in metastatic death. UMs are most likely to metastasize when they are small, at a time when they are difficult to distinguish from benign nevi and often observed without treatment. Unfortunately, little is known about the early genetic evolution of UM or potential biomarkers to indicate small tumors undergoing malignant transformation. Here, we performed targeted next generation sequencing for the 7 canonical UM driver mutations in 1140 primary UMs, including 131 small early-stage tumors. We found that the evolutionary burst of genetic aberrations that determines the archetypal UM subtypes and metastatic propensity has already occurred by the time most small tumors are biopsied, although a significantly larger proportion of small tumors are still evolving compared to larger tumors. We found that the 15-gene expression profile (15-GEP) support vector machine discriminant score was the best indicator of tumors in transition from low-risk Class 1 to high-risk Class 2 signature. While <i>BAP1</i>, <i>SF3B1</i> and <i>EIF1AX</i> mutations were associated with poor, intermediate and good prognosis, respectively, mutation analysis was inferior to the prospectively validated 15-GEP + <i>PRAME</i> expression classifier for predicting metastasis-free and overall survival. These results provide a more complete picture of genetic evolution in UM, and they move us closer to a molecular definition of malignant transformation in this cancer type.</p>\",\"PeriodicalId\":94281,\"journal\":{\"name\":\"medRxiv : the preprint server for health sciences\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2025-06-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12204427/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"medRxiv : the preprint server for health sciences\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1101/2025.06.10.25329358\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"medRxiv : the preprint server for health sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2025.06.10.25329358","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Early Genetic Evolution of Driver Mutations in Uveal Melanoma.
Uveal melanoma (UM) is an aggressive cancer of the eye that frequently results in metastatic death. UMs are most likely to metastasize when they are small, at a time when they are difficult to distinguish from benign nevi and often observed without treatment. Unfortunately, little is known about the early genetic evolution of UM or potential biomarkers to indicate small tumors undergoing malignant transformation. Here, we performed targeted next generation sequencing for the 7 canonical UM driver mutations in 1140 primary UMs, including 131 small early-stage tumors. We found that the evolutionary burst of genetic aberrations that determines the archetypal UM subtypes and metastatic propensity has already occurred by the time most small tumors are biopsied, although a significantly larger proportion of small tumors are still evolving compared to larger tumors. We found that the 15-gene expression profile (15-GEP) support vector machine discriminant score was the best indicator of tumors in transition from low-risk Class 1 to high-risk Class 2 signature. While BAP1, SF3B1 and EIF1AX mutations were associated with poor, intermediate and good prognosis, respectively, mutation analysis was inferior to the prospectively validated 15-GEP + PRAME expression classifier for predicting metastasis-free and overall survival. These results provide a more complete picture of genetic evolution in UM, and they move us closer to a molecular definition of malignant transformation in this cancer type.