Analysis of evolutionary dynamics and clonal architecture in prostate cancer
Conway, J.; Tewari, A. K.; Camp, S. Y.; Han, S.; Crowdis, J.; He, M. X.; Nyame, Y. A.; AlDubayan, S. H.; Schultz, N.; Szallasi, Z.; Pomerantz, M. M.; Freedman, M. L.; Fong, L.; Nelson, P. S.; Brown, M.; Salari, K.; Van Allen, E.
Show abstract
The extent to which clinical and genomic characteristics associate with prostate cancer clonal architecture, tumor evolution, and therapeutic response remains unclear. Here, we reconstructed the clonal architecture and evolutionary trajectories of 845 prostate cancer tumors with harmonized clinical and molecular data. We observed that tumors from patients who self-reported as Black had more linear and monoclonal architectures, despite these men having higher rates of biochemical recurrence. This finding contrasts with prior observations relating polyclonal architecture to adverse clinical outcomes. Additionally, we utilized a novel approach to mutational signature analysis that leverages clonal architecture to uncover additional cases of homologous recombination and mismatch repair deficiency in primary and metastatic tumors and link the origin of mutational signatures to specific subclones. Broadly, prostate cancer clonal architecture analysis reveals novel biological insights that may be immediately clinically actionable and provide multiple opportunities for subsequent investigation. Statement of significanceTumors from patients who self-reported as Black demonstrate linear and monoclonal evolutionary trajectories yet experience higher rates of biochemical recurrence. In addition, analysis of clonal and subclonal mutational signatures identifies additional tumors with potentially actionable alterations such as deficiencies in mismatch repair and homologous recombination.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Germline and somatic genetic variants in the p53 pathway interact to affect cancer risk, progression and drug response 95%
- Premalignant Nf1,Trp53-null Oligodendrocyte Precursor Cells BecomeStalled in a Heterogeneous State of Replication Stress BeforeGliomagenesis 95%
- Pan-cancer Drivers are Recurrent Transcriptional Regulatory Heterogeneities in Early-stage Luminal Breast Cancer 95%
Similar papers in this journal
- Myeloid cell-associated resistance to PD-1/PD-L1 blockade in urothelial cancer revealed through bulk and single-cell RNA sequencing 95%
- The genomic landscape of early stage ovarian high grade serous carcinoma 95%
- A Subset of Localized Prostate Cancer Displays an Immunogenic Phenotype Associated with Losses of Key Tumor Suppressor Genes 95%
Similar papers in this journal
- Detection and monitoring of translocation renal cell carcinoma via plasma cell-free epigenomic profiling 95%
- Prostate cancer androgen receptor activity dictates efficacy of Bipolar Androgen Therapy 94%
- Oncogene-induced matrix reorganization controls CD8+ T cell function in the soft-tissue sarcoma microenvironment 93%
Similar papers in this journal
- Gene Regulatory Network topology governs resistance and treatment escape in glioma stem-like cells 94%
- Clinically-relevant treatment of PDX models reveals patterns of neuroblastoma chemoresistance 94%
- Aneuploidy and deregulated DNA damage response define haploinsufficiency in breast tissues of BRCA2 mutation carriers 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.