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1.
Sci Transl Med ; 16(738): eadj9283, 2024 Mar 13.
Article in English | MEDLINE | ID: mdl-38478628

ABSTRACT

Genetic changes in repetitive sequences are a hallmark of cancer and other diseases, but characterizing these has been challenging using standard sequencing approaches. We developed a de novo kmer finding approach, called ARTEMIS (Analysis of RepeaT EleMents in dISease), to identify repeat elements from whole-genome sequencing. Using this method, we analyzed 1.2 billion kmers in 2837 tissue and plasma samples from 1975 patients, including those with lung, breast, colorectal, ovarian, liver, gastric, head and neck, bladder, cervical, thyroid, or prostate cancer. We identified tumor-specific changes in these patients in 1280 repeat element types from the LINE, SINE, LTR, transposable element, and human satellite families. These included changes to known repeats and 820 elements that were not previously known to be altered in human cancer. Repeat elements were enriched in regions of driver genes, and their representation was altered by structural changes and epigenetic states. Machine learning analyses of genome-wide repeat landscapes and fragmentation profiles in cfDNA detected patients with early-stage lung or liver cancer in cross-validated and externally validated cohorts. In addition, these repeat landscapes could be used to noninvasively identify the tissue of origin of tumors. These analyses reveal widespread changes in repeat landscapes of human cancers and provide an approach for their detection and characterization that could benefit early detection and disease monitoring of patients with cancer.


Subject(s)
Cell-Free Nucleic Acids , Liver Neoplasms , Male , Humans , Liver Neoplasms/genetics , DNA Transposable Elements
2.
Nat Genet ; 55(8): 1301-1310, 2023 08.
Article in English | MEDLINE | ID: mdl-37500728

ABSTRACT

Somatic mutations are a hallmark of tumorigenesis and may be useful for non-invasive diagnosis of cancer. We analyzed whole-genome sequencing data from 2,511 individuals in the Pan-Cancer Analysis of Whole Genomes (PCAWG) study as well as 489 individuals from four prospective cohorts and found distinct regional mutation type-specific frequencies in tissue and cell-free DNA from patients with cancer that were associated with replication timing and other chromatin features. A machine-learning model using genome-wide mutational profiles combined with other features and followed by CT imaging detected >90% of patients with lung cancer, including those with stage I and II disease. The fixed model was validated in an independent cohort, detected patients with cancer earlier than standard approaches and could be used to monitor response to therapy. This approach lays the groundwork for non-invasive cancer detection using genome-wide mutation features that may facilitate cancer screening and monitoring.


Subject(s)
Cell-Free Nucleic Acids , Lung Neoplasms , Neoplasms , Humans , Prospective Studies , Mutation , Neoplasms/diagnosis , Neoplasms/genetics , Mutation Rate , Lung Neoplasms/diagnosis , Lung Neoplasms/genetics
3.
Clin Cancer Res ; 29(5): 899-909, 2023 03 01.
Article in English | MEDLINE | ID: mdl-36534496

ABSTRACT

PURPOSE: Circulating tumor DNA (ctDNA) has the potential to guide therapy selection and monitor treatment response in patients with metastatic cancer. However, germline and clonal hematopoiesis-associated alterations can confound identification of tumor-specific mutations in cell-free DNA (cfDNA), often requiring additional sequencing of tumor tissue. The current study assessed whether ctDNA-based treatment response monitoring could be performed in a tumor tissue-independent manner by combining ultra-deep targeted sequencing analyses of cfDNA with patient-matched white blood cell (WBC)-derived DNA. EXPERIMENTAL DESIGN: In total, 183 cfDNA and 49 WBC samples, along with 28 tissue samples, from 52 patients with metastatic colorectal cancer participating in the prospective phase III CAIRO5 clinical trial were analyzed using an ultra-deep targeted sequencing liquid biopsy assay. RESULTS: The combined cfDNA and WBC analysis prevented false-positives due to germline or hematopoietic variants in 40% of patients. Patient-matched tumor tissue sequencing did not provide additional information. Longitudinal analyses of ctDNA were more predictive of overall survival than standard-of-care radiological response evaluation. ctDNA mutations related to primary or acquired resistance to panitumumab were identified in 42% of patients. CONCLUSIONS: Accurate calling of ctDNA mutations for treatment response monitoring is feasible in a tumor tissue-independent manner by combined cfDNA and patient-matched WBC genomic DNA analysis. This tissue biopsy-independent approach simplifies sample logistics and facilitates the application of liquid biopsy ctDNA testing for evaluation of emerging therapy resistance, opening new avenues for early adaptation of treatment regimens.


Subject(s)
Cell-Free Nucleic Acids , Circulating Tumor DNA , Colonic Neoplasms , Rectal Neoplasms , Humans , Biomarkers, Tumor/genetics , Cell-Free Nucleic Acids/genetics , Circulating Tumor DNA/genetics , DNA, Neoplasm/genetics , High-Throughput Nucleotide Sequencing , Mutation , Prospective Studies
4.
Cancer Discov ; 13(3): 616-631, 2023 03 01.
Article in English | MEDLINE | ID: mdl-36399356

ABSTRACT

Liver cancer is a major cause of cancer mortality worldwide. Screening individuals at high risk, including those with cirrhosis and viral hepatitis, provides an avenue for improved survival, but current screening methods are inadequate. In this study, we used whole-genome cell-free DNA (cfDNA) fragmentome analyses to evaluate 724 individuals from the United States, the European Union, or Hong Kong with hepatocellular carcinoma (HCC) or who were at average or high-risk for HCC. Using a machine learning model that incorporated multifeature fragmentome data, the sensitivity for detecting cancer was 88% in an average-risk population at 98% specificity and 85% among high-risk individuals at 80% specificity. We validated these results in an independent population. cfDNA fragmentation changes reflected genomic and chromatin changes in liver cancer, including from transcription factor binding sites. These findings provide a biological basis for changes in cfDNA fragmentation in patients with liver cancer and provide an accessible approach for noninvasive cancer detection. SIGNIFICANCE: There is a great need for accessible and sensitive screening approaches for HCC worldwide. We have developed an approach for examining genome-wide cfDNA fragmentation features to provide a high-performing and cost-effective approach for liver cancer detection. See related commentary Rolfo and Russo, p. 532. This article is highlighted in the In This Issue feature, p. 517.


Subject(s)
Carcinoma, Hepatocellular , Cell-Free Nucleic Acids , Liver Neoplasms , Humans , Liver Neoplasms/diagnosis , Liver Neoplasms/genetics , Liver Neoplasms/pathology , Carcinoma, Hepatocellular/diagnosis , Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/pathology , Cell-Free Nucleic Acids/genetics , Liver Cirrhosis/genetics , Liver Cirrhosis/pathology
5.
Nat Commun ; 12(1): 5060, 2021 08 20.
Article in English | MEDLINE | ID: mdl-34417454

ABSTRACT

Non-invasive approaches for cell-free DNA (cfDNA) assessment provide an opportunity for cancer detection and intervention. Here, we use a machine learning model for detecting tumor-derived cfDNA through genome-wide analyses of cfDNA fragmentation in a prospective study of 365 individuals at risk for lung cancer. We validate the cancer detection model using an independent cohort of 385 non-cancer individuals and 46 lung cancer patients. Combining fragmentation features, clinical risk factors, and CEA levels, followed by CT imaging, detected 94% of patients with cancer across stages and subtypes, including 91% of stage I/II and 96% of stage III/IV, at 80% specificity. Genome-wide fragmentation profiles across ~13,000 ASCL1 transcription factor binding sites distinguished individuals with small cell lung cancer from those with non-small cell lung cancer with high accuracy (AUC = 0.98). A higher fragmentation score represented an independent prognostic indicator of survival. This approach provides a facile avenue for non-invasive detection of lung cancer.


Subject(s)
Circulating Tumor DNA/metabolism , DNA Fragmentation , Lung Neoplasms/diagnosis , Lung Neoplasms/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Apoptosis , Carcinoma, Non-Small-Cell Lung/diagnosis , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Cell Line, Tumor , Diagnosis, Differential , Early Detection of Cancer , Female , Genome, Human , Humans , Lung Neoplasms/pathology , Male , Middle Aged , Models, Biological , Neoplasm Metastasis , Neoplasm Staging , Small Cell Lung Carcinoma/diagnosis , Small Cell Lung Carcinoma/genetics , Small Cell Lung Carcinoma/pathology , Young Adult
6.
Nat Cancer ; 1(1): 99-111, 2020 01.
Article in English | MEDLINE | ID: mdl-32984843

ABSTRACT

Despite progress in immunotherapy, identifying patients that respond has remained a challenge. Through analysis of whole-exome and targeted sequence data from 5,449 tumors, we found a significant correlation between tumor mutation burden (TMB) and tumor purity, suggesting that low tumor purity tumors are likely to have inaccurate TMB estimates. We developed a new method to estimate a corrected TMB (cTMB) that was adjusted for tumor purity and more accurately predicted outcome to immune checkpoint blockade (ICB). To identify improved predictive markers together with cTMB, we performed whole-exome sequencing for 104 lung tumors treated with ICB. Through comprehensive analyses of sequence and structural alterations, we discovered a significant enrichment in activating mutations in receptor tyrosine kinase (RTK) genes in nonresponding tumors in three immunotherapy treated cohorts. An integrated multivariable model incorporating cTMB, RTK mutations, smoking-related mutational signature and human leukocyte antigen status provided an improved predictor of response to immunotherapy that was independently validated.


Subject(s)
Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Biomarkers, Tumor/genetics , Carcinoma, Non-Small-Cell Lung/drug therapy , Humans , Immune Checkpoint Inhibitors/pharmacology , Immunotherapy/methods , Lung Neoplasms/drug therapy
7.
Nat Commun ; 11(1): 4085, 2020 08 14.
Article in English | MEDLINE | ID: mdl-32796935

ABSTRACT

Intraductal papillary mucinous neoplasms (IPMNs) and mucinous cystic neoplasms (MCNs) are non-invasive neoplasms that are often observed in association with invasive pancreatic cancers, but their origins and evolutionary relationships are poorly understood. In this study, we analyze 148 samples from IPMNs, MCNs, and small associated invasive carcinomas from 18 patients using whole exome or targeted sequencing. Using evolutionary analyses, we establish that both IPMNs and MCNs are direct precursors to pancreatic cancer. Mutations in SMAD4 and TGFBR2 are frequently restricted to invasive carcinoma, while RNF43 alterations are largely in non-invasive lesions. Genomic analyses suggest an average window of over three years between the development of high-grade dysplasia and pancreatic cancer. Taken together, these data establish non-invasive IPMNs and MCNs as origins of invasive pancreatic cancer, identifying potential drivers of invasion, highlighting the complex clonal dynamics prior to malignant transformation, and providing opportunities for early detection and intervention.


Subject(s)
Disease Progression , Genomics , Pancreatic Cyst/genetics , Pancreatic Neoplasms/genetics , Carcinogenesis/genetics , Cell Transformation, Neoplastic/genetics , Exome/genetics , Gene Dosage , Humans , Mutation , Pancreatic Cyst/pathology , Receptor, Transforming Growth Factor-beta Type II/genetics , Smad4 Protein/genetics
8.
Nat Commun ; 11(1): 525, 2020 Jan 27.
Article in English | MEDLINE | ID: mdl-31988276

ABSTRACT

Liquid biopsies are providing new opportunities for detection of residual disease in cell-free DNA (cfDNA) after surgery but may be confounded through identification of alterations arising from clonal hematopoiesis. Here, we identify circulating tumor-derived DNA (ctDNA) alterations through ultrasensitive targeted sequencing analyses of matched cfDNA and white blood cells from the same patient. We apply this approach to analyze samples from patients in the CRITICS trial, a phase III randomized controlled study of perioperative treatment in patients with operable gastric cancer. After filtering alterations from matched white blood cells, the presence of ctDNA predicts recurrence when analyzed within nine weeks after preoperative treatment and after surgery in patients eligible for multimodal treatment. These analyses provide a facile method for distinguishing ctDNA from other cfDNA alterations and highlight the utility of ctDNA as a predictive biomarker of patient outcome to perioperative cancer therapy and surgical resection in patients with gastric cancer.


Subject(s)
Cell-Free Nucleic Acids/chemistry , DNA, Neoplasm/analysis , Leukocytes/chemistry , Neoplasm Recurrence, Local/diagnosis , Sequence Analysis, DNA , Stomach Neoplasms/diagnosis , DNA, Neoplasm/chemistry , Hematopoiesis , Humans , Prognosis , Proof of Concept Study , Randomized Controlled Trials as Topic , Stomach Neoplasms/genetics , Survival Analysis
9.
Nature ; 570(7761): 385-389, 2019 06.
Article in English | MEDLINE | ID: mdl-31142840

ABSTRACT

Cell-free DNA in the blood provides a non-invasive diagnostic avenue for patients with cancer1. However, characteristics of the origins and molecular features of cell-free DNA are poorly understood. Here we developed an approach to evaluate fragmentation patterns of cell-free DNA across the genome, and found that profiles of healthy individuals reflected nucleosomal patterns of white blood cells, whereas patients with cancer had altered fragmentation profiles. We used this method to analyse the fragmentation profiles of 236 patients with breast, colorectal, lung, ovarian, pancreatic, gastric or bile duct cancer and 245 healthy individuals. A machine learning model that incorporated genome-wide fragmentation features had sensitivities of detection ranging from 57% to more than 99% among the seven cancer types at 98% specificity, with an overall area under the curve value of 0.94. Fragmentation profiles could be used to identify the tissue of origin of the cancers to a limited number of sites in 75% of cases. Combining our approach with mutation-based cell-free DNA analyses detected 91% of patients with cancer. The results of these analyses highlight important properties of cell-free DNA and provide a proof-of-principle approach for the screening, early detection and monitoring of human cancer.


Subject(s)
Circulating Tumor DNA/blood , Circulating Tumor DNA/genetics , DNA Fragmentation , Genome, Human/genetics , Neoplasms/diagnosis , Neoplasms/genetics , Case-Control Studies , Cohort Studies , DNA Mutational Analysis , Humans , Machine Learning , Mutation , Neoplasms/blood , Neoplasms/pathology
10.
Cancer Res ; 79(6): 1214-1225, 2019 03 15.
Article in English | MEDLINE | ID: mdl-30541742

ABSTRACT

Despite the initial successes of immunotherapy, there is an urgent clinical need for molecular assays that identify patients more likely to respond. Here, we report that ultrasensitive measures of circulating tumor DNA (ctDNA) and T-cell expansion can be used to assess responses to immune checkpoint blockade in metastatic lung cancer patients (N = 24). Patients with clinical response to therapy had a complete reduction in ctDNA levels after initiation of therapy, whereas nonresponders had no significant changes or an increase in ctDNA levels. Patients with initial response followed by acquired resistance to therapy had an initial drop followed by recrudescence in ctDNA levels. Patients without a molecular response had shorter progression-free and overall survival compared with molecular responders [5.2 vs. 14.5 and 8.4 vs. 18.7 months; HR 5.36; 95% confidence interval (CI), 1.57-18.35; P = 0.007 and HR 6.91; 95% CI, 1.37-34.97; P = 0.02, respectively], which was detected on average 8.7 weeks earlier and was more predictive of clinical benefit than CT imaging. Expansion of T cells, measured through increases of T-cell receptor productive frequencies, mirrored ctDNA reduction in response to therapy. We validated this approach in an independent cohort of patients with early-stage non-small cell lung cancer (N = 14), where the therapeutic effect was measured by pathologic assessment of residual tumor after anti-PD1 therapy. Consistent with our initial findings, early ctDNA dynamics predicted pathologic response to immune checkpoint blockade. These analyses provide an approach for rapid determination of therapeutic outcomes for patients treated with immune checkpoint inhibitors and have important implications for the development of personalized immune targeted strategies.Significance: Rapid and sensitive detection of circulating tumor DNA dynamic changes and T-cell expansion can be used to guide immune targeted therapy for patients with lung cancer.See related commentary by Zou and Meyerson, p. 1038.


Subject(s)
Carcinoma, Non-Small-Cell Lung/immunology , Circulating Tumor DNA/analysis , DNA, Neoplasm/analysis , Lung Neoplasms/immunology , Neoplasm, Residual/immunology , Nivolumab/therapeutic use , Antineoplastic Agents, Immunological/therapeutic use , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Circulating Tumor DNA/genetics , Cohort Studies , DNA, Neoplasm/genetics , Follow-Up Studies , Humans , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Neoplasm, Residual/drug therapy , Neoplasm, Residual/genetics , Neoplasm, Residual/pathology , Prognosis , Survival Rate
11.
Cancer Res ; 79(6): 1204-1213, 2019 03 15.
Article in English | MEDLINE | ID: mdl-30573519

ABSTRACT

With the advent of precision oncology, there is an urgent need to develop improved methods for rapidly detecting responses to targeted therapies. Here, we have developed an ultrasensitive measure of cell-free tumor load using targeted and whole-genome sequencing approaches to assess responses to tyrosine kinase inhibitors in patients with advanced lung cancer. Analyses of 28 patients treated with anti-EGFR or HER2 therapies revealed a bimodal distribution of cell-free circulating tumor DNA (ctDNA) after therapy initiation, with molecular responders having nearly complete elimination of ctDNA (>98%). Molecular nonresponders displayed limited changes in ctDNA levels posttreatment and experienced significantly shorter progression-free survival (median 1.6 vs. 13.7 months, P < 0.0001; HR = 66.6; 95% confidence interval, 13.0-341.7), which was detected on average 4 weeks earlier than CT imaging. ctDNA analyses of patients with radiographic stable or nonmeasurable disease improved prediction of clinical outcome compared with CT imaging. These analyses provide a rapid approach for evaluating therapeutic response to targeted therapies and have important implications for the management of patients with cancer and the development of new therapeutics.Significance: Cell-free tumor load provides a novel approach for evaluating longitudinal changes in ctDNA during systemic treatment with tyrosine kinase inhibitors and serves an unmet clinical need for real-time, noninvasive detection of tumor response to targeted therapies before radiographic assessment.See related commentary by Zou and Meyerson, p. 1038.


Subject(s)
Biomarkers, Tumor/analysis , Carcinoma, Non-Small-Cell Lung/pathology , Circulating Tumor DNA/analysis , DNA, Neoplasm/analysis , Molecular Targeted Therapy , Mutation , Protein Kinase Inhibitors/therapeutic use , Adenocarcinoma/drug therapy , Adenocarcinoma/genetics , Adenocarcinoma/pathology , Aged , Aged, 80 and over , Biomarkers, Tumor/genetics , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Squamous Cell/drug therapy , Carcinoma, Squamous Cell/genetics , Carcinoma, Squamous Cell/pathology , Circulating Tumor DNA/genetics , DNA, Neoplasm/genetics , Female , Follow-Up Studies , Gene Expression Regulation, Neoplastic/drug effects , Humans , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Male , Middle Aged , Prognosis , Survival Rate , Tumor Burden
12.
Cell Rep ; 25(9): 2617-2633, 2018 11 27.
Article in English | MEDLINE | ID: mdl-30485824

ABSTRACT

To improve our understanding of ovarian cancer, we performed genome-wide analyses of 45 ovarian cancer cell lines. Given the challenges of genomic analyses of tumors without matched normal samples, we developed approaches for detection of somatic sequence and structural changes and integrated these with epigenetic and expression alterations. Alterations not previously implicated in ovarian cancer included amplification or overexpression of ASXL1 and H3F3B, deletion or underexpression of CDC73 and TGF-beta receptor pathway members, and rearrangements of YAP1-MAML2 and IKZF2-ERBB4. Dose-response analyses to targeted therapies revealed unique molecular dependencies, including increased sensitivity of tumors with PIK3CA and PPP2R1A alterations to PI3K inhibitor GNE-493, MYC amplifications to PARP inhibitor BMN673, and SMAD3/4 alterations to MEK inhibitor MEK162. Genome-wide rearrangements provided an improved measure of sensitivity to PARP inhibition. This study provides a comprehensive and broadly accessible resource of molecular information for the development of therapeutic avenues in ovarian cancer.


Subject(s)
Epigenomics , Gene Expression Regulation, Neoplastic , Ovarian Neoplasms/genetics , Cell Line, Tumor , CpG Islands/genetics , DNA Methylation/genetics , Drug Resistance, Neoplasm/drug effects , Female , Humans , Mutation/genetics , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/enzymology , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use
13.
Nat Commun ; 8(1): 1093, 2017 10 23.
Article in English | MEDLINE | ID: mdl-29061967

ABSTRACT

High-grade serous ovarian carcinoma (HGSOC) is the most frequent type of ovarian cancer and has a poor outcome. It has been proposed that fallopian tube cancers may be precursors of HGSOC but evolutionary evidence for this hypothesis has been limited. Here, we perform whole-exome sequence and copy number analyses of laser capture microdissected fallopian tube lesions (p53 signatures, serous tubal intraepithelial carcinomas (STICs), and fallopian tube carcinomas), ovarian cancers, and metastases from nine patients. The majority of tumor-specific alterations in ovarian cancers were present in STICs, including those affecting TP53, BRCA1, BRCA2 or PTEN. Evolutionary analyses reveal that p53 signatures and STICs are precursors of ovarian carcinoma and identify a window of 7 years between development of a STIC and initiation of ovarian carcinoma, with metastases following rapidly thereafter. Our results provide insights into the etiology of ovarian cancer and have implications for prevention, early detection and therapeutic intervention of this disease.


Subject(s)
Cystadenocarcinoma, Serous/genetics , Fallopian Tube Neoplasms/pathology , Fallopian Tubes/pathology , Neoplasms, Cystic, Mucinous, and Serous/pathology , Ovarian Neoplasms/genetics , Alleles , DNA Copy Number Variations/genetics , Fallopian Tube Neoplasms/metabolism , Fallopian Tubes/metabolism , Female , Humans , Immunohistochemistry , Laser Capture Microdissection , Neoplasms, Cystic, Mucinous, and Serous/metabolism
14.
Sci Transl Med ; 9(403)2017 Aug 16.
Article in English | MEDLINE | ID: mdl-28814544

ABSTRACT

Early detection and intervention are likely to be the most effective means for reducing morbidity and mortality of human cancer. However, development of methods for noninvasive detection of early-stage tumors has remained a challenge. We have developed an approach called targeted error correction sequencing (TEC-Seq) that allows ultrasensitive direct evaluation of sequence changes in circulating cell-free DNA using massively parallel sequencing. We have used this approach to examine 58 cancer-related genes encompassing 81 kb. Analysis of plasma from 44 healthy individuals identified genomic changes related to clonal hematopoiesis in 16% of asymptomatic individuals but no alterations in driver genes related to solid cancers. Evaluation of 200 patients with colorectal, breast, lung, or ovarian cancer detected somatic mutations in the plasma of 71, 59, 59, and 68%, respectively, of patients with stage I or II disease. Analyses of mutations in the circulation revealed high concordance with alterations in the tumors of these patients. In patients with resectable colorectal cancers, higher amounts of preoperative circulating tumor DNA were associated with disease recurrence and decreased overall survival. These analyses provide a broadly applicable approach for noninvasive detection of early-stage tumors that may be useful for screening and management of patients with cancer.


Subject(s)
Circulating Tumor DNA/metabolism , Early Detection of Cancer/methods , Neoplasms/diagnosis , Neoplasms/pathology , Blood Cells/metabolism , Case-Control Studies , Cell-Free Nucleic Acids/blood , Circulating Tumor DNA/blood , Disease Progression , Female , Genes, Neoplasm , Humans , Mutation/genetics , Neoplasm Staging , Neoplasms/blood , Neoplasms/genetics , Preoperative Care , Sequence Analysis, DNA , Treatment Outcome
15.
Clin Cancer Res ; 23(5): 1263-1273, 2017 Mar 01.
Article in English | MEDLINE | ID: mdl-27573169

ABSTRACT

Purpose: Ovarian cancer is the leading cause of death from gynecologic malignancy in the United States, with high rates of recurrence and eventual resistance to cytotoxic chemotherapy. Model systems that allow for accurate and reproducible target discovery and validation are needed to support further drug development in this disease.Experimental Design: Clinically annotated patient-derived xenograft (PDX) models were generated from tumor cells isolated from the ascites or pleural fluid of patients undergoing clinical procedures. Models were characterized by IHC and by molecular analyses. Each PDX was luciferized to allow for reproducible in vivo assessment of intraperitoneal tumor burden by bioluminescence imaging (BLI). Plasma assays for CA125 and human LINE-1 were developed as secondary tests of in vivo disease burden.Results: Fourteen clinically annotated and molecularly characterized luciferized ovarian PDX models were generated. Luciferized PDX models retain fidelity to both the nonluciferized PDX and the original patient tumor, as demonstrated by IHC, array CGH, and targeted and whole-exome sequencing analyses. Models demonstrated diversity in specific genetic alterations and activation of PI3K signaling pathway members. Response of luciferized PDX models to standard-of-care therapy could be reproducibly monitored by BLI or plasma markers.Conclusions: We describe the establishment of a collection of 14 clinically annotated and molecularly characterized luciferized ovarian PDX models in which orthotopic tumor burden in the intraperitoneal space can be followed by standard and reproducible methods. This collection is well suited as a platform for proof-of-concept efficacy and biomarker studies and for validation of novel therapeutic strategies in ovarian cancer. Clin Cancer Res; 23(5); 1263-73. ©2016 AACR.


Subject(s)
Antineoplastic Agents/therapeutic use , Neoplasms, Glandular and Epithelial/drug therapy , Neoplasms, Glandular and Epithelial/genetics , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/genetics , Xenograft Model Antitumor Assays/methods , Animals , Ascites/pathology , CA-125 Antigen/blood , Carcinoma, Ovarian Epithelial , Cell Line, Tumor , Disease Models, Animal , Humans , Long Interspersed Nucleotide Elements/genetics , Membrane Proteins/blood , Mice , Neoplasms, Glandular and Epithelial/blood , Neoplasms, Glandular and Epithelial/pathology , Ovarian Neoplasms/blood , Ovarian Neoplasms/pathology , Signal Transduction/drug effects
16.
Clin Cancer Res ; 23(10): 2471-2477, 2017 May 15.
Article in English | MEDLINE | ID: mdl-27827317

ABSTRACT

Purpose: Analysis of genomic alterations in cell-free DNA (cfDNA) is evolving as an approach to detect, monitor, and genotype malignancies. Methods to separate the liquid from the cellular fraction of whole blood for circulating tumor DNA (ctDNA) analyses have been largely unstudied, although these may be a critical consideration for assay performance.Experimental Design: To evaluate the influence of blood processing on cfDNA and ctDNA quality and yield, we compared the cfDNA levels in serum with those in plasma. Given the limitations of serum for ctDNA analyses, we evaluated the effects of two plasma processing approaches, K2EDTA and Cell-Free DNA BCT (BCT) tubes, on cfDNA and ctDNA recovery. A total of 45 samples from nine patients with cancer were collected in both tube types. Once collected, blood was processed into plasma immediately or kept at room temperature and processed into plasma at 1, 3, 5, or 7 days.Results: As early as 24 hours after collection, plasma isolated from blood collected in K2EDTA tubes contained an elevated level of cfDNA that increased over time compared with BCT tubes where no significant increase in cfDNA levels was observed. When samples from an additional six patients with cancer, collected in the same manner, were stored at 4°C in K2EDTA tubes over the course of 3 days, total cfDNA and ctDNA levels were comparable between samples collected in BCT tubes. At day 3, there was a trend toward a decrease in ctDNA levels in both tubes that was more pronounced when measuring the mutant allele fraction for cases stored at 4°C in K2EDTA tubes.Conclusions: In summary, methods of blood processing have a strong influence on cfDNA and ctDNA levels and should be a consideration when evaluating ctDNA in peripheral circulation. Clin Cancer Res; 23(10); 2471-7. ©2016 AACR.


Subject(s)
Circulating Tumor DNA/isolation & purification , DNA, Neoplasm/isolation & purification , Neoplasms/blood , Specimen Handling/methods , Cell-Free Nucleic Acids/blood , Cell-Free Nucleic Acids/isolation & purification , Circulating Tumor DNA/blood , DNA, Neoplasm/blood , Humans , Mutation , Neoplasms/genetics , Neoplasms/pathology , Temperature
17.
Cancer Discov ; 7(3): 264-276, 2017 03.
Article in English | MEDLINE | ID: mdl-28031159

ABSTRACT

Immune checkpoint inhibitors have shown significant therapeutic responses against tumors containing increased mutation-associated neoantigen load. We have examined the evolving landscape of tumor neoantigens during the emergence of acquired resistance in patients with non-small cell lung cancer after initial response to immune checkpoint blockade with anti-PD-1 or anti-PD-1/anti-CTLA-4 antibodies. Analyses of matched pretreatment and resistant tumors identified genomic changes resulting in loss of 7 to 18 putative mutation-associated neoantigens in resistant clones. Peptides generated from the eliminated neoantigens elicited clonal T-cell expansion in autologous T-cell cultures, suggesting that they generated functional immune responses. Neoantigen loss occurred through elimination of tumor subclones or through deletion of chromosomal regions containing truncal alterations, and was associated with changes in T-cell receptor clonality. These analyses provide insight into the dynamics of mutational landscapes during immune checkpoint blockade and have implications for the development of immune therapies that target tumor neoantigens.Significance: Acquired resistance to immune checkpoint therapy is being recognized more commonly. This work demonstrates for the first time that acquired resistance to immune checkpoint blockade can arise in association with the evolving landscape of mutations, some of which encode tumor neoantigens recognizable by T cells. These observations imply that widening the breadth of neoantigen reactivity may mitigate the development of acquired resistance. Cancer Discov; 7(3); 264-76. ©2017 AACR.See related commentary by Yang, p. 250This article is highlighted in the In This Issue feature, p. 235.


Subject(s)
Antineoplastic Agents, Immunological/therapeutic use , Carcinoma, Non-Small-Cell Lung/therapy , Drug Resistance, Neoplasm/immunology , Lung Neoplasms/therapy , Receptors, Antigen, T-Cell/genetics , Adult , Antibodies, Monoclonal/pharmacology , Antibodies, Monoclonal/therapeutic use , Antigens, Neoplasm/immunology , Antineoplastic Agents, Immunological/pharmacology , CTLA-4 Antigen/genetics , CTLA-4 Antigen/immunology , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/immunology , Carcinoma, Non-Small-Cell Lung/pathology , Cell Cycle Checkpoints/drug effects , Cell Cycle Checkpoints/immunology , Cohort Studies , Drug Resistance, Neoplasm/genetics , Female , Humans , Immunotherapy , Ipilimumab/pharmacology , Ipilimumab/therapeutic use , Janus Kinase 1/genetics , Janus Kinase 2/genetics , Lung Neoplasms/genetics , Lung Neoplasms/immunology , Lung Neoplasms/pathology , Male , Middle Aged , Mutation , Nivolumab , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Programmed Cell Death 1 Receptor/genetics , Programmed Cell Death 1 Receptor/immunology , Receptors, Antigen, T-Cell/immunology , Receptors, Antigen, T-Cell/metabolism
18.
Nature ; 526(7572): 263-7, 2015 Oct 08.
Article in English | MEDLINE | ID: mdl-26416732

ABSTRACT

Colorectal cancer is the third most common cancer worldwide, with 1.2 million patients diagnosed annually. In late-stage colorectal cancer, the most commonly used targeted therapies are the monoclonal antibodies cetuximab and panitumumab, which prevent epidermal growth factor receptor (EGFR) activation. Recent studies have identified alterations in KRAS and other genes as likely mechanisms of primary and secondary resistance to anti-EGFR antibody therapy. Despite these efforts, additional mechanisms of resistance to EGFR blockade are thought to be present in colorectal cancer and little is known about determinants of sensitivity to this therapy. To examine the effect of somatic genetic changes in colorectal cancer on response to anti-EGFR antibody therapy, here we perform complete exome sequence and copy number analyses of 129 patient-derived tumour grafts and targeted genomic analyses of 55 patient tumours, all of which were KRAS wild-type. We analysed the response of tumours to anti-EGFR antibody blockade in tumour graft models and in clinical settings and functionally linked therapeutic responses to mutational data. In addition to previously identified genes, we detected mutations in ERBB2, EGFR, FGFR1, PDGFRA, and MAP2K1 as potential mechanisms of primary resistance to this therapy. Novel alterations in the ectodomain of EGFR were identified in patients with acquired resistance to EGFR blockade. Amplifications and sequence changes in the tyrosine kinase receptor adaptor gene IRS2 were identified in tumours with increased sensitivity to anti-EGFR therapy. Therapeutic resistance to EGFR blockade could be overcome in tumour graft models through combinatorial therapies targeting actionable genes. These analyses provide a systematic approach to evaluating response to targeted therapies in human cancer, highlight new mechanisms of responsiveness to anti-EGFR therapies, and delineate new avenues for intervention in managing colorectal cancer.


Subject(s)
Colorectal Neoplasms/drug therapy , Colorectal Neoplasms/genetics , Drug Resistance, Neoplasm/drug effects , Drug Resistance, Neoplasm/genetics , ErbB Receptors/antagonists & inhibitors , Genome, Human/genetics , Genomics , Animals , Antibodies, Monoclonal/pharmacology , Antibodies, Monoclonal/therapeutic use , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Cetuximab/pharmacology , Cetuximab/therapeutic use , Colorectal Neoplasms/metabolism , DNA Copy Number Variations/genetics , ErbB Receptors/chemistry , ErbB Receptors/genetics , Exome/genetics , Female , Humans , Insulin Receptor Substrate Proteins/genetics , MAP Kinase Kinase 1/genetics , Mice , Molecular Targeted Therapy , Mutation/genetics , Panitumumab , Proto-Oncogene Proteins p21(ras)/genetics , Receptor, ErbB-2/genetics , Receptor, Fibroblast Growth Factor, Type 1/genetics , Receptor, Platelet-Derived Growth Factor alpha/genetics , Xenograft Model Antitumor Assays
19.
Nat Commun ; 6: 7686, 2015 Jul 07.
Article in English | MEDLINE | ID: mdl-26154128

ABSTRACT

Pancreatic adenocarcinoma has the worst mortality of any solid cancer. In this study, to evaluate the clinical implications of genomic alterations in this tumour type, we perform whole-exome analyses of 24 tumours, targeted genomic analyses of 77 tumours, and use non-invasive approaches to examine tumour-specific mutations in the circulation of these patients. These analyses reveal somatic mutations in chromatin-regulating genes MLL, MLL2, MLL3 and ARID1A in 20% of patients that are associated with improved survival. We observe alterations in genes with potential therapeutic utility in over a third of cases. Liquid biopsy analyses demonstrate that 43% of patients with localized disease have detectable circulating tumour DNA (ctDNA) at diagnosis. Detection of ctDNA after resection predicts clinical relapse and poor outcome, with recurrence by ctDNA detected 6.5 months earlier than with CT imaging. These observations provide genetic predictors of outcome in pancreatic cancer and have implications for new avenues of therapeutic intervention.


Subject(s)
Gene Expression Regulation, Neoplastic/physiology , Pancreatic Neoplasms/blood , Pancreatic Neoplasms/genetics , Biomarkers, Tumor , DNA/blood , Genomics , Humans , Predictive Value of Tests , Recurrence , Treatment Outcome
20.
Pharmacogenet Genomics ; 22(1): 69-72, 2012 Jan.
Article in English | MEDLINE | ID: mdl-22044939

ABSTRACT

The impact of thymidylate synthase (TYMS), methylenetetrahydrofolate reductase (MTHFR), and serine hydroxymethyltransferase 1 (SHMT1) gene polymorphisms and that of dihydropyrimidine dehydrogenase (DPD) enzyme activity, serum total homocysteine level, and estimated serum creatinine clearance on first-line 5-fluorouracil, leucovorin, irinotecan, and bevacizumab (FOLFIRI+bevacizumab) regimen efficacy in metastatic colorectal cancer patients was investigated. DNA was extracted from peripheral blood mononuclear cells. Genotyping was performed for TYMS 5'UTR variable number tandem repeat, TYMS 3'UTR ins/del, MTHFR C677T, and SHMT1 C1420T polymorphisms. The DPD activity of peripheral blood mononuclear cells was also determined. The univariate and multivariate analyses demonstrated that the SHMT1 1420T allele was associated with better response (P=0.025) and longer progression-free survival (PFS) (P=0.00004) and overall survival (OS) (P=0.034). Grade ≥2 hypertension was also an independent prognostic factor of longer progression-free survival and OS. Bevacizumab-related hypertension might be a predictive marker of treatment efficacy (P=0.0002 for OS) in the case of wild (CC) SHMT1 1420 genotypes only.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Colorectal Neoplasms/drug therapy , Glycine Hydroxymethyltransferase/genetics , 3' Untranslated Regions , 5' Untranslated Regions , Alleles , Antibodies, Monoclonal, Humanized/administration & dosage , Antibodies, Monoclonal, Humanized/adverse effects , Antineoplastic Combined Chemotherapy Protocols/administration & dosage , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Bevacizumab , Camptothecin/administration & dosage , Camptothecin/adverse effects , Camptothecin/analogs & derivatives , Camptothecin/therapeutic use , Colorectal Neoplasms/genetics , Colorectal Neoplasms/secondary , Creatinine/blood , Dihydrouracil Dehydrogenase (NADP)/blood , Disease-Free Survival , Fluorouracil/administration & dosage , Fluorouracil/adverse effects , Fluorouracil/therapeutic use , Genetic Association Studies , Homocysteine/blood , Humans , Hypertension/chemically induced , INDEL Mutation , Leucovorin/administration & dosage , Leucovorin/adverse effects , Leucovorin/therapeutic use , Methylenetetrahydrofolate Reductase (NADPH2)/genetics , Polymorphism, Genetic , Prognosis , Thymidylate Synthase/genetics , Treatment Outcome
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