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1.
Bioinformatics ; 39(7)2023 07 01.
Article in English | MEDLINE | ID: mdl-37402621

ABSTRACT

SUMMARY: Cell-free methylated DNA immunoprecipitation and high-throughput sequencing (cfMeDIP-seq) has emerged as a promising liquid biopsy technology to detect cancers and monitor treatments. While several bioinformatics tools for DNA methylation analysis have been adapted for cfMeDIP-seq data, an end-to-end pipeline and quality control framework specifically for this data type is still lacking. Here, we present the MEDIPIPE, which provides a one-stop solution for cfMeDIP-seq data quality control, methylation quantification, and sample aggregation. The major advantages of MEDIPIPE are: (i) ease of implementation and reproducibility with Snakemake containerized execution environments that will be automatically deployed via Conda; (ii) flexibility to handle different experimental settings with a single configuration file; and (iii) computationally efficiency for large-scale cfMeDIP-seq profiling data analysis and aggregation. AVAILABILITY AND IMPLEMENTATION: This pipeline is an open-source software under the MIT license and it is freely available at https://github.com/pughlab/MEDIPIPE.


Subject(s)
Cell-Free Nucleic Acids , Software , Reproducibility of Results , High-Throughput Nucleotide Sequencing , Immunoprecipitation , Quality Control
2.
Cancer Discov ; 14(6): 1048-1063, 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38393391

ABSTRACT

Early kinetics of circulating tumor DNA (ctDNA) in plasma predict response to pembrolizumab but typically requires sequencing of matched tumor tissue or fixed gene panels. We analyzed genome-wide methylation and fragment-length profiles using cell-free methylated DNA immunoprecipitation and sequencing (cfMeDIP-seq) in 204 plasma samples from 87 patients before and during treatment with pembrolizumab from a pan-cancer phase II investigator-initiated trial (INSPIRE). We trained a pan-cancer methylation signature using independent methylation array data from The Cancer Genome Atlas to quantify cancer-specific methylation (CSM) and fragment-length score (FLS) for each sample. CSM and FLS are strongly correlated with tumor-informed ctDNA levels. Early kinetics of CSM predict overall survival and progression-free survival, independently of tumor type, PD-L1, and tumor mutation burden. Early kinetics of FLS are associated with overall survival independently of CSM. Our tumor-naïve mutation-agnostic ctDNA approach integrating methylomics and fragmentomics could predict outcomes in patients treated with pembrolizumab. SIGNIFICANCE: Analysis of methylation and fragment length in plasma using cfMeDIP-seq provides a tumor-naive approach to measure ctDNA with results comparable with a tumor-informed bespoke ctDNA. Early kinetics within the first weeks of treatment in methylation and fragment quantity can predict outcomes with pembrolizumab in patients with various advanced solid tumors. This article is featured in Selected Articles from This Issue, p. 897.


Subject(s)
Antibodies, Monoclonal, Humanized , Circulating Tumor DNA , DNA Methylation , Neoplasms , Humans , Antibodies, Monoclonal, Humanized/therapeutic use , Neoplasms/drug therapy , Neoplasms/genetics , Neoplasms/blood , Neoplasms/mortality , Circulating Tumor DNA/blood , Circulating Tumor DNA/genetics , Biomarkers, Tumor/genetics , Biomarkers, Tumor/blood , Antineoplastic Agents, Immunological/therapeutic use , Female , Male , Epigenome , Prognosis , Treatment Outcome
3.
Cancer Discov ; 14(1): 104-119, 2024 01 12.
Article in English | MEDLINE | ID: mdl-37874259

ABSTRACT

People with Li-Fraumeni syndrome (LFS) harbor a germline pathogenic variant in the TP53 tumor suppressor gene, face a near 100% lifetime risk of cancer, and routinely undergo intensive surveillance protocols. Liquid biopsy has become an attractive tool for a range of clinical applications, including early cancer detection. Here, we provide a proof-of-principle for a multimodal liquid biopsy assay that integrates a targeted gene panel, shallow whole-genome, and cell-free methylated DNA immunoprecipitation sequencing for the early detection of cancer in a longitudinal cohort of 89 LFS patients. Multimodal analysis increased our detection rate in patients with an active cancer diagnosis over uni-modal analysis and was able to detect cancer-associated signal(s) in carriers prior to diagnosis with conventional screening (positive predictive value = 67.6%, negative predictive value = 96.5%). Although adoption of liquid biopsy into current surveillance will require further clinical validation, this study provides a framework for individuals with LFS. SIGNIFICANCE: By utilizing an integrated cell-free DNA approach, liquid biopsy shows earlier detection of cancer in patients with LFS compared with current clinical surveillance methods such as imaging. Liquid biopsy provides improved accessibility and sensitivity, complementing current clinical surveillance methods to provide better care for these patients. See related commentary by Latham et al., p. 23. This article is featured in Selected Articles from This Issue, p. 5.


Subject(s)
Cell-Free Nucleic Acids , Li-Fraumeni Syndrome , Humans , Li-Fraumeni Syndrome/diagnosis , Li-Fraumeni Syndrome/genetics , Li-Fraumeni Syndrome/pathology , Tumor Suppressor Protein p53/genetics , Early Detection of Cancer , Cell-Free Nucleic Acids/genetics , Genes, p53 , Germ-Line Mutation , Genetic Predisposition to Disease
4.
Neuro Oncol ; 25(12): 2273-2286, 2023 12 08.
Article in English | MEDLINE | ID: mdl-37379234

ABSTRACT

BACKGROUND: The prognosis for Li-Fraumeni syndrome (LFS) patients with medulloblastoma (MB) is poor. Comprehensive clinical data for this patient group is lacking, challenging the development of novel therapeutic strategies. Here, we present clinical and molecular data on a retrospective cohort of pediatric LFS MB patients. METHODS: In this multinational, multicenter retrospective cohort study, LFS patients under 21 years with MB and class 5 or class 4 constitutional TP53 variants were included. TP53 mutation status, methylation subgroup, treatment, progression free- (PFS) and overall survival (OS), recurrence patterns, and incidence of subsequent neoplasms were evaluated. RESULTS: The study evaluated 47 LFS individuals diagnosed with MB, mainly classified as DNA methylation subgroup "SHH_3" (86%). The majority (74%) of constitutional TP53 variants represented missense variants. The 2- and 5-year (y-) PFS were 36% and 20%, and 2- and 5y-OS were 53% and 23%, respectively. Patients who received postoperative radiotherapy (RT) (2y-PFS: 44%, 2y-OS: 60%) or chemotherapy before RT (2y-PFS: 32%, 2y-OS: 48%) had significantly better clinical outcome then patients who were not treated with RT (2y-PFS: 0%, 2y-OS: 25%). Patients treated according to protocols including high-intensity chemotherapy and patients who received only maintenance-type chemotherapy showed similar outcomes (2y-PFS: 42% and 35%, 2y-OS: 68% and 53%, respectively). CONCLUSIONS: LFS MB patients have a dismal prognosis. In the presented cohort use of RT significantly increased survival rates, whereas chemotherapy intensity did not influence their clinical outcome. Prospective collection of clinical data and development of novel treatments are required to improve the outcome of LFS MB patients.


Subject(s)
Cerebellar Neoplasms , Li-Fraumeni Syndrome , Medulloblastoma , Child , Humans , Li-Fraumeni Syndrome/complications , Li-Fraumeni Syndrome/genetics , Li-Fraumeni Syndrome/therapy , Medulloblastoma/therapy , Medulloblastoma/drug therapy , Retrospective Studies , Prospective Studies , Cerebellar Neoplasms/therapy , Cerebellar Neoplasms/drug therapy , Germ-Line Mutation , Tumor Suppressor Protein p53/genetics
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