Cargando…
ACT-Discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctDNA
BACKGROUND: Liquid biopsies and the dynamic tracking of somatic mutations within circulating tumour DNA (ctDNA) can provide insight into the dynamics of cancer evolution and the intra-tumour heterogeneity that fuels treatment resistance. However, identifying and tracking dynamic changes in somatic c...
Autores principales: | , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10120117/ https://www.ncbi.nlm.nih.gov/pubmed/37081523 http://dx.doi.org/10.1186/s13073-023-01171-w |
_version_ | 1785029130343940096 |
---|---|
author | Huebner, Ariana Black, James R. M. Sarno, Francesca Pazo, Roberto Juez, Ignacio Medina, Laura Garcia-Carbonero, Rocio Guillén, Carmen Feliú, Jaime Alonso, Carolina Arenillas, Carlota Moreno-Cárdenas, Ana Belén Verdaguer, Helena Macarulla, Teresa Hidalgo, Manuel McGranahan, Nicholas Toledo, Rodrigo A. |
author_facet | Huebner, Ariana Black, James R. M. Sarno, Francesca Pazo, Roberto Juez, Ignacio Medina, Laura Garcia-Carbonero, Rocio Guillén, Carmen Feliú, Jaime Alonso, Carolina Arenillas, Carlota Moreno-Cárdenas, Ana Belén Verdaguer, Helena Macarulla, Teresa Hidalgo, Manuel McGranahan, Nicholas Toledo, Rodrigo A. |
author_sort | Huebner, Ariana |
collection | PubMed |
description | BACKGROUND: Liquid biopsies and the dynamic tracking of somatic mutations within circulating tumour DNA (ctDNA) can provide insight into the dynamics of cancer evolution and the intra-tumour heterogeneity that fuels treatment resistance. However, identifying and tracking dynamic changes in somatic copy number alterations (SCNAs), which have been associated with poor outcome and metastasis, using ctDNA is challenging. Pancreatic adenocarcinoma is a disease which has been considered to harbour early punctuated events in its evolution, leading to an early fitness peak, with minimal further subclonal evolution. METHODS: To interrogate the role of SCNAs in pancreatic adenocarcinoma cancer evolution, we applied whole-exome sequencing of 55 longitudinal cell-free DNA (cfDNA) samples taken from 24 patients (including 8 from whom a patient-derived xenograft (PDX) was derived) with metastatic disease prospectively recruited into a clinical trial. We developed a method, Aneuploidy in Circulating Tumour DNA (ACT-Discover), that leverages haplotype phasing of paired tumour biopsies or PDXs to identify SCNAs in cfDNA with greater sensitivity. RESULTS: SCNAs were observed within 28 of 47 evaluable cfDNA samples. Of these events, 30% could only be identified by harnessing the haplotype-aware approach leveraged in ACT-Discover. The exceptional purity of PDX tumours enabled near-complete phasing of genomic regions in allelic imbalance, highlighting an important auxiliary function of PDXs. Finally, although the classical model of pancreatic cancer evolution emphasises the importance of early, homogenous somatic events as a key requirement for cancer development, ACT-Discover identified substantial heterogeneity of SCNAs, including parallel focal and arm-level events, affecting different parental alleles within individual tumours. Indeed, ongoing acquisition of SCNAs was identified within tumours throughout the disease course, including within an untreated metastatic tumour. CONCLUSIONS: This work demonstrates the power of haplotype phasing to study genomic variation in cfDNA samples and reveals undiscovered intra-tumour heterogeneity with important scientific and clinical implications. Implementation of ACT-Discover could lead to important insights from existing cohorts or underpin future prospective studies seeking to characterise the landscape of tumour evolution through liquid biopsy. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-023-01171-w. |
format | Online Article Text |
id | pubmed-10120117 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-101201172023-04-22 ACT-Discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctDNA Huebner, Ariana Black, James R. M. Sarno, Francesca Pazo, Roberto Juez, Ignacio Medina, Laura Garcia-Carbonero, Rocio Guillén, Carmen Feliú, Jaime Alonso, Carolina Arenillas, Carlota Moreno-Cárdenas, Ana Belén Verdaguer, Helena Macarulla, Teresa Hidalgo, Manuel McGranahan, Nicholas Toledo, Rodrigo A. Genome Med Research BACKGROUND: Liquid biopsies and the dynamic tracking of somatic mutations within circulating tumour DNA (ctDNA) can provide insight into the dynamics of cancer evolution and the intra-tumour heterogeneity that fuels treatment resistance. However, identifying and tracking dynamic changes in somatic copy number alterations (SCNAs), which have been associated with poor outcome and metastasis, using ctDNA is challenging. Pancreatic adenocarcinoma is a disease which has been considered to harbour early punctuated events in its evolution, leading to an early fitness peak, with minimal further subclonal evolution. METHODS: To interrogate the role of SCNAs in pancreatic adenocarcinoma cancer evolution, we applied whole-exome sequencing of 55 longitudinal cell-free DNA (cfDNA) samples taken from 24 patients (including 8 from whom a patient-derived xenograft (PDX) was derived) with metastatic disease prospectively recruited into a clinical trial. We developed a method, Aneuploidy in Circulating Tumour DNA (ACT-Discover), that leverages haplotype phasing of paired tumour biopsies or PDXs to identify SCNAs in cfDNA with greater sensitivity. RESULTS: SCNAs were observed within 28 of 47 evaluable cfDNA samples. Of these events, 30% could only be identified by harnessing the haplotype-aware approach leveraged in ACT-Discover. The exceptional purity of PDX tumours enabled near-complete phasing of genomic regions in allelic imbalance, highlighting an important auxiliary function of PDXs. Finally, although the classical model of pancreatic cancer evolution emphasises the importance of early, homogenous somatic events as a key requirement for cancer development, ACT-Discover identified substantial heterogeneity of SCNAs, including parallel focal and arm-level events, affecting different parental alleles within individual tumours. Indeed, ongoing acquisition of SCNAs was identified within tumours throughout the disease course, including within an untreated metastatic tumour. CONCLUSIONS: This work demonstrates the power of haplotype phasing to study genomic variation in cfDNA samples and reveals undiscovered intra-tumour heterogeneity with important scientific and clinical implications. Implementation of ACT-Discover could lead to important insights from existing cohorts or underpin future prospective studies seeking to characterise the landscape of tumour evolution through liquid biopsy. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-023-01171-w. BioMed Central 2023-04-20 /pmc/articles/PMC10120117/ /pubmed/37081523 http://dx.doi.org/10.1186/s13073-023-01171-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Huebner, Ariana Black, James R. M. Sarno, Francesca Pazo, Roberto Juez, Ignacio Medina, Laura Garcia-Carbonero, Rocio Guillén, Carmen Feliú, Jaime Alonso, Carolina Arenillas, Carlota Moreno-Cárdenas, Ana Belén Verdaguer, Helena Macarulla, Teresa Hidalgo, Manuel McGranahan, Nicholas Toledo, Rodrigo A. ACT-Discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctDNA |
title | ACT-Discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctDNA |
title_full | ACT-Discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctDNA |
title_fullStr | ACT-Discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctDNA |
title_full_unstemmed | ACT-Discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctDNA |
title_short | ACT-Discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctDNA |
title_sort | act-discover: identifying karyotype heterogeneity in pancreatic cancer evolution using ctdna |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10120117/ https://www.ncbi.nlm.nih.gov/pubmed/37081523 http://dx.doi.org/10.1186/s13073-023-01171-w |
work_keys_str_mv | AT huebnerariana actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT blackjamesrm actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT sarnofrancesca actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT pazoroberto actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT juezignacio actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT medinalaura actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT garciacarbonerorocio actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT guillencarmen actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT feliujaime actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT alonsocarolina actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT arenillascarlota actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT morenocardenasanabelen actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT verdaguerhelena actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT macarullateresa actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT hidalgomanuel actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT mcgranahannicholas actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna AT toledorodrigoa actdiscoveridentifyingkaryotypeheterogeneityinpancreaticcancerevolutionusingctdna |