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1.
Genes Chromosomes Cancer ; 63(7): e23253, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-39023390

RESUMO

Osteosarcoma is a primary bone tumor that exhibits a complex genomic landscape characterized by gross chromosomal abnormalities. Osteosarcoma patients often develop metastatic disease, resulting in limited therapeutic options and poor survival rates. To gain knowledge on the mechanisms underlying osteosarcoma heterogeneity and metastatic process, it is important to obtain a detailed profile of the genomic alterations that accompany osteosarcoma progression. We performed WGS on multiple tissue samples from six patients with osteosarcoma, including the treatment naïve biopsy of the primary tumor, resection of the primary tumor after neoadjuvant chemotherapy, local recurrence, and distant metastases. A comprehensive analysis of single-nucleotide variants (SNVs), structural variants, copy number alterations (CNAs), and chromothripsis events revealed the genomic heterogeneity during osteosarcoma progression. SNVs and structural variants were found to accumulate over time, contributing to an increased complexity of the genome of osteosarcoma during disease progression. Phylogenetic trees based on SNVs and structural variants reveal distinct evolutionary patterns between patients, including linear, neutral, and branched patterns. The majority of osteosarcomas showed variable copy number profiles or gained whole-genome doubling in later occurrences. Large proportions of the genome were affected by loss of heterozygosity (LOH), although these regions remain stable during progression. Additionally, chromothripsis is not confined to a single early event, as multiple other chromothripsis events may appear in later occurrences. Together, we provide a detailed analysis of the complex genome of osteosarcomas and show that five of six osteosarcoma genomes are highly dynamic and variable during progression.


Assuntos
Neoplasias Ósseas , Variações do Número de Cópias de DNA , Progressão da Doença , Osteossarcoma , Humanos , Osteossarcoma/genética , Osteossarcoma/patologia , Neoplasias Ósseas/genética , Neoplasias Ósseas/patologia , Masculino , Feminino , Adulto , Polimorfismo de Nucleotídeo Único , Perda de Heterozigosidade , Sequenciamento Completo do Genoma , Cromotripsia , Adolescente , Genoma Humano
3.
Nat Comput Sci ; 4(3): 237-250, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38438786

RESUMO

Single-cell technologies enable high-resolution studies of phenotype-defining molecular mechanisms. However, data sparsity and cellular heterogeneity make modeling biological variability across single-cell samples difficult. Here we present SCORPION, a tool that uses a message-passing algorithm to reconstruct comparable gene regulatory networks from single-cell/nuclei RNA-sequencing data that are suitable for population-level comparisons by leveraging the same baseline priors. Using synthetic data, we found that SCORPION outperformed 12 existing gene regulatory network reconstruction techniques. Using supervised experiments, we show that SCORPION can accurately identify differences in regulatory networks between wild-type and transcription factor-perturbed cells. We demonstrate SCORPION's scalability to population-level analyses using a single-cell RNA-sequencing atlas containing 200,436 cells from colorectal cancer and adjacent healthy tissues. The differences between tumor regions detected by SCORPION are consistent across multiple cohorts as well as with our understanding of disease progression, and elucidate phenotypic regulators that may impact patient survival.


Assuntos
Regulação da Expressão Gênica , Redes Reguladoras de Genes , Humanos , Perfilação da Expressão Gênica , Algoritmos , RNA
4.
Clin Cancer Res ; 30(16): 3395-3406, 2024 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-38869831

RESUMO

Osteosarcoma and Ewing sarcoma are bone tumors mostly diagnosed in children, adolescents, and young adults. Despite multimodal therapy, morbidity is high and survival rates remain low, especially in the metastatic disease setting. Trials investigating targeted therapies and immunotherapies have not been groundbreaking. Better understanding of biological subgroups, the role of the tumor immune microenvironment, factors that promote metastasis, and clinical biomarkers of prognosis and drug response are required to make progress. A prerequisite to achieve desired success is a thorough, systematic, and clinically linked biological analysis of patient samples, but disease rarity and tissue processing challenges such as logistics and infrastructure have contributed to a lack of relevant samples for clinical care and research. There is a need for a Europe-wide framework to be implemented for the adequate and minimal sampling, processing, storage, and analysis of patient samples. Two international panels of scientists, clinicians, and patient and parent advocates have formed the Fight Osteosarcoma Through European Research consortium and the Euro Ewing Consortium. The consortia shared their expertise and institutional practices to formulate new guidelines. We report new reference standards for adequate and minimally required sampling (time points, diagnostic samples, and liquid biopsy tubes), handling, and biobanking to enable advanced biological studies in bone sarcoma. We describe standards for analysis and annotation to drive collaboration and data harmonization with practical, legal, and ethical considerations. This position paper provides comprehensive guidelines that should become the new standards of care that will accelerate scientific progress, promote collaboration, and improve outcomes.


Assuntos
Neoplasias Ósseas , Osteossarcoma , Sarcoma de Ewing , Manejo de Espécimes , Humanos , Osteossarcoma/terapia , Osteossarcoma/patologia , Osteossarcoma/diagnóstico , Sarcoma de Ewing/terapia , Sarcoma de Ewing/patologia , Sarcoma de Ewing/diagnóstico , Europa (Continente) , Neoplasias Ósseas/terapia , Neoplasias Ósseas/patologia , Manejo de Espécimes/métodos , Manejo de Espécimes/normas , Biomarcadores Tumorais , Bancos de Espécimes Biológicos
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