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1.
Cancer Discov ; 13(10): 2166-2179, 2023 10 05.
Article in English | MEDLINE | ID: mdl-37565753

ABSTRACT

Cell-free DNA (cfDNA) concentrations from patients with cancer are often elevated compared with those of healthy controls, but the sources of this extra cfDNA have never been determined. To address this issue, we assessed cfDNA methylation patterns in 178 patients with cancers of the colon, pancreas, lung, or ovary and 64 patients without cancer. Eighty-three of these individuals had cfDNA concentrations much greater than those generally observed in healthy subjects. The major contributor of cfDNA in all samples was leukocytes, accounting for ∼76% of cfDNA, with neutrophils predominating. This was true regardless of whether the samples were derived from patients with cancer or the total plasma cfDNA concentration. High levels of cfDNA observed in patients with cancer did not come from either neoplastic cells or surrounding normal epithelial cells from the tumor's tissue of origin. These data suggest that cancers may have a systemic effect on cell turnover or DNA clearance. SIGNIFICANCE: The origin of excess cfDNA in patients with cancer is unknown. Using cfDNA methylation patterns, we determined that neither the tumor nor the surrounding normal tissue contributes this excess cfDNA-rather it comes from leukocytes. This finding suggests that cancers have a systemic impact on cell turnover or DNA clearance. See related commentary by Thierry and Pisareva, p. 2122. This article is featured in Selected Articles from This Issue, p. 2109.


Subject(s)
Cell-Free Nucleic Acids , Colorectal Neoplasms , Ovarian Neoplasms , Humans , Female , Cell-Free Nucleic Acids/genetics , DNA Methylation , DNA, Neoplasm/genetics , Pancreas/pathology , Ovarian Neoplasms/genetics , Lung/pathology , Colorectal Neoplasms/genetics , Biomarkers, Tumor/genetics
2.
Elife ; 112022 03 04.
Article in English | MEDLINE | ID: mdl-35244537

ABSTRACT

Malignant peripheral nerve sheath tumors (MPNST) are the deadliest cancer that arises in individuals diagnosed with neurofibromatosis and account for nearly 5% of the 15,000 soft tissue sarcomas diagnosed in the United States each year. Comprised of neoplastic Schwann cells, primary risk factors for developing MPNST include existing plexiform neurofibromas (PN), prior radiotherapy treatment, and expansive germline mutations involving the entire NF1 gene and surrounding genes. PN develop in nearly 30-50% of patients with neurofibromatosis type 1 (NF1) and most often grow rapidly in the first decade of life. One of the most important aspects of clinical care for NF1 patients is monitoring PN for signs of malignant transformation to MPNST that occurs in 10-15% of patients. We perform aneuploidy analysis on ctDNA from 883 ostensibly healthy individuals and 28 patients with neurofibromas, including 7 patients with benign neurofibroma, 9 patients with PN and 12 patients with MPNST. Overall sensitivity for detecting MPNST using genome wide aneuploidy scoring was 33%, and analysis of sub-chromosomal copy number alterations (CNAs) improved sensitivity to 50% while retaining a high specificity of 97%. In addition, we performed mutation analysis on plasma cfDNA for a subset of patients and identified mutations in NF1, NF2, RB1, TP53BP2, and GOLGA2. Given the high throughput and relatively low sequencing coverage required by our assay, liquid biopsy represents a promising technology to identify incipient MPNST.


Subject(s)
Nerve Sheath Neoplasms , Neurofibroma, Plexiform , Neurofibroma , Neurofibromatosis 1 , Neurofibrosarcoma , Aneuploidy , Genes, Neurofibromatosis 1 , Humans , Mutation , Nerve Sheath Neoplasms/genetics , Neurofibroma/genetics , Neurofibroma, Plexiform/genetics , Neurofibromatosis 1/genetics , Neurofibrosarcoma/genetics
3.
Nat Biotechnol ; 39(10): 1220-1227, 2021 10.
Article in English | MEDLINE | ID: mdl-33941929

ABSTRACT

Identification and quantification of low-frequency mutations remain challenging despite improvements in the baseline error rate of next-generation sequencing technologies. Here, we describe a method, termed SaferSeqS, that addresses these challenges by (1) efficiently introducing identical molecular barcodes in the Watson and Crick strands of template molecules and (2) enriching target sequences with strand-specific PCR. The method achieves high sensitivity and specificity and detects variants at frequencies below 1 in 100,000 DNA template molecules with a background mutation rate of <5 × 10-7 mutants per base pair (bp). We demonstrate that it can evaluate mutations in a single amplicon or simultaneously in multiple amplicons, assess limited quantities of cell-free DNA with high recovery of both strands and reduce the error rate of existing PCR-based molecular barcoding approaches by >100-fold.


Subject(s)
DNA Mutational Analysis/methods , High-Throughput Nucleotide Sequencing/methods , Biomarkers, Tumor/blood , Biomarkers, Tumor/genetics , DNA, Neoplasm/blood , DNA, Neoplasm/genetics , Humans , Mutation , Mutation Rate , Polymerase Chain Reaction
4.
Proc Natl Acad Sci U S A ; 117(9): 4858-4863, 2020 03 03.
Article in English | MEDLINE | ID: mdl-32075918

ABSTRACT

We report a sensitive PCR-based assay called Repetitive Element AneupLoidy Sequencing System (RealSeqS) that can detect aneuploidy in samples containing as little as 3 pg of DNA. Using a single primer pair, we amplified ∼350,000 amplicons distributed throughout the genome. Aneuploidy was detected in 49% of liquid biopsies from a total of 883 nonmetastatic, clinically detected cancers of the colorectum, esophagus, liver, lung, ovary, pancreas, breast, or stomach. Combining aneuploidy with somatic mutation detection and eight standard protein biomarkers yielded a median sensitivity of 80% in these eight cancer types, while only 1% of 812 healthy controls scored positive.


Subject(s)
Aneuploidy , Neoplasms , Repetitive Sequences, Nucleic Acid , Biomarkers, Tumor , Circulating Tumor DNA , DNA/genetics , Esophagus , Humans , Liquid Biopsy , Mutation , Neoplasms/diagnosis , Neoplasms/genetics , Repetitive Sequences, Nucleic Acid/genetics , Whole Genome Sequencing
5.
Sci Transl Med ; 11(501)2019 07 17.
Article in English | MEDLINE | ID: mdl-31316009

ABSTRACT

Pancreatic cysts are common and often pose a management dilemma, because some cysts are precancerous, whereas others have little risk of developing into invasive cancers. We used supervised machine learning techniques to develop a comprehensive test, CompCyst, to guide the management of patients with pancreatic cysts. The test is based on selected clinical features, imaging characteristics, and cyst fluid genetic and biochemical markers. Using data from 436 patients with pancreatic cysts, we trained CompCyst to classify patients as those who required surgery, those who should be routinely monitored, and those who did not require further surveillance. We then tested CompCyst in an independent cohort of 426 patients, with histopathology used as the gold standard. We found that clinical management informed by the CompCyst test was more accurate than the management dictated by conventional clinical and imaging criteria alone. Application of the CompCyst test would have spared surgery in more than half of the patients who underwent unnecessary resection of their cysts. CompCyst therefore has the potential to reduce the patient morbidity and economic costs associated with current standard-of-care pancreatic cyst management practices.


Subject(s)
Algorithms , Pancreatic Cyst/diagnosis , Aged , Female , Humans , Machine Learning , Male , Middle Aged , Pancreatic Cyst/genetics , Pancreatic Cyst/pathology , Pancreatic Cyst/surgery
6.
JAMA Oncol ; 5(8): 1118-1123, 2019 Aug 01.
Article in English | MEDLINE | ID: mdl-31070668

ABSTRACT

IMPORTANCE: For patients with resected, nonmetastatic colorectal cancer (CRC), the optimal surveillance protocol remains unclear. OBJECTIVE: To evaluate whether serial circulating tumor DNA (ctDNA) levels detected disease recurrence earlier, compared with conventional postoperative surveillance, in patients with resected CRC. DESIGN, SETTING, AND PARTICIPANTS: This study included patients (n = 58) with stage I, II, or III CRC who underwent radical surgical resection at 4 Swedish hospitals from February 2, 2007, to May 8, 2013. Eighteen patients received adjuvant chemotherapy at the discretion of their clinicians, who were blinded to the ctDNA results. Blood samples were collected at 1 month after the surgical procedure and every 3 to 6 months thereafter for ctDNA analysis. Patients were followed up until metachronous metastases were detected, or for a median of 49 months. Data analysis was performed from March 1, 2009, to June 23, 2018. MAIN OUTCOMES AND MEASURES: Sensitivity and timing of ctDNA positivity were compared with those of conventional surveillance modalities (computed tomographic scans and serum carcinoembryonic antigen tests) for the detection of disease recurrence. RESULTS: This study included 319 blood samples from 58 patients, with a median (range) age of 69 (47-83) years and 34 males (59%). The recurrence rate among patients with positive ctDNA levels was 77% (10 of 13 patients). Positive ctDNA preceded radiologic and clinical evidence of recurrence by a median of 3 months. Of the 45 patients with negative ctDNA throughout follow-up, none (0%; 95% CI, 0%-7.9%) experienced a relapse, with a median follow-up of 49 months. However, 3 (6%; 95% CI, 1.3%-17%) of the 48 patients without relapse had a positive ctDNA result, which subsequently fell to undetectable levels during follow-up. CONCLUSION AND RELEVANCE: Although these findings need to be validated in a larger, prospective trial, they suggest that ctDNA analysis could complement conventional surveillance strategies as a triage test to stratify patients with resected CRC on the basis of risk of disease recurrence.

8.
Sci Transl Med ; 10(433)2018 03 21.
Article in English | MEDLINE | ID: mdl-29563323

ABSTRACT

We report the detection of endometrial and ovarian cancers based on genetic analyses of DNA recovered from the fluids obtained during a routine Papanicolaou (Pap) test. The new test, called PapSEEK, incorporates assays for mutations in 18 genes as well as an assay for aneuploidy. In Pap brush samples from 382 endometrial cancer patients, 81% [95% confidence interval (CI), 77 to 85%] were positive, including 78% of patients with early-stage disease. The sensitivity in 245 ovarian cancer patients was 33% (95% CI, 27 to 39%), including 34% of patients with early-stage disease. In contrast, only 1.4% of 714 women without cancer had positive Pap brush samples (specificity, ~99%). Next, we showed that intrauterine sampling with a Tao brush increased the detection of malignancy over endocervical sampling with a Pap brush: 93% of 123 (95% CI, 87 to 97%) patients with endometrial cancer and 45% of 51 (95% CI, 31 to 60%) patients with ovarian cancer were positive, whereas none of the samples from 125 women without cancer were positive (specificity, 100%). Finally, in 83 ovarian cancer patients in whom plasma was available, circulating tumor DNA was found in 43% of patients (95% CI, 33 to 55%). When plasma and Pap brush samples were both tested, the sensitivity for ovarian cancer increased to 63% (95% CI, 51 to 73%). These results demonstrate the potential of mutation-based diagnostics to detect gynecologic cancers at a stage when they are more likely to be curable.


Subject(s)
Endometrial Neoplasms/diagnosis , Liquid Biopsy/methods , Ovarian Neoplasms/diagnosis , Papanicolaou Test/methods , Adolescent , Adult , Aged , Female , Humans , Middle Aged , Retrospective Studies , Vaginal Smears/methods , Young Adult
9.
Elife ; 72018 03 20.
Article in English | MEDLINE | ID: mdl-29557778

ABSTRACT

Current non-invasive approaches for detection of urothelial cancers are suboptimal. We developed a test to detect urothelial neoplasms using DNA recovered from cells shed into urine. UroSEEK incorporates massive parallel sequencing assays for mutations in 11 genes and copy number changes on 39 chromosome arms. In 570 patients at risk for bladder cancer (BC), UroSEEK was positive in 83% of those who developed BC. Combined with cytology, UroSEEK detected 95% of patients who developed BC. Of 56 patients with upper tract urothelial cancer, 75% tested positive by UroSEEK, including 79% of those with non-invasive tumors. UroSEEK detected genetic abnormalities in 68% of urines obtained from BC patients under surveillance who demonstrated clinical evidence of recurrence. The advantages of UroSEEK over cytology were evident in low-grade BCs; UroSEEK detected 67% of cases whereas cytology detected none. These results establish the foundation for a new non-invasive approach for detection of urothelial cancer.


Subject(s)
Aneuploidy , Carcinoma, Transitional Cell/diagnosis , Early Detection of Cancer/methods , Mutation , Urinary Bladder Neoplasms/diagnosis , Adolescent , Adult , Aged , Aged, 80 and over , Carcinoma, Transitional Cell/genetics , Carcinoma, Transitional Cell/urine , Child , Child, Preschool , Female , Genetic Testing/methods , Humans , Male , Middle Aged , Sensitivity and Specificity , Telomerase/genetics , Urinary Bladder Neoplasms/genetics , Urinary Bladder Neoplasms/urine , Young Adult
10.
Science ; 359(6378): 926-930, 2018 Feb 23.
Article in English | MEDLINE | ID: mdl-29348365

ABSTRACT

Earlier detection is key to reducing cancer deaths. Here, we describe a blood test that can detect eight common cancer types through assessment of the levels of circulating proteins and mutations in cell-free DNA. We applied this test, called CancerSEEK, to 1005 patients with nonmetastatic, clinically detected cancers of the ovary, liver, stomach, pancreas, esophagus, colorectum, lung, or breast. CancerSEEK tests were positive in a median of 70% of the eight cancer types. The sensitivities ranged from 69 to 98% for the detection of five cancer types (ovary, liver, stomach, pancreas, and esophagus) for which there are no screening tests available for average-risk individuals. The specificity of CancerSEEK was greater than 99%: only 7 of 812 healthy controls scored positive. In addition, CancerSEEK localized the cancer to a small number of anatomic sites in a median of 83% of the patients.


Subject(s)
Circulating Tumor DNA/genetics , Early Detection of Cancer/methods , Hematologic Tests , Neoplasm Proteins/blood , Neoplasms/diagnosis , Neoplasms/surgery , Costs and Cost Analysis , Early Detection of Cancer/economics , Hematologic Tests/economics , Humans , Mutation , Neoplasms/blood , Neoplasms/genetics , Polymerase Chain Reaction/methods
11.
Proc Natl Acad Sci U S A ; 114(38): 10202-10207, 2017 09 19.
Article in English | MEDLINE | ID: mdl-28874546

ABSTRACT

The earlier diagnosis of cancer is one of the keys to reducing cancer deaths in the future. Here we describe our efforts to develop a noninvasive blood test for the detection of pancreatic ductal adenocarcinoma. We combined blood tests for KRAS gene mutations with carefully thresholded protein biomarkers to determine whether the combination of these markers was superior to any single marker. The cohort tested included 221 patients with resectable pancreatic ductal adenocarcinomas and 182 control patients without known cancer. KRAS mutations were detected in the plasma of 66 patients (30%), and every mutation found in the plasma was identical to that subsequently found in the patient's primary tumor (100% concordance). The use of KRAS in conjunction with four thresholded protein biomarkers increased the sensitivity to 64%. Only one of the 182 plasma samples from the control cohort was positive for any of the DNA or protein biomarkers (99.5% specificity). This combinatorial approach may prove useful for the earlier detection of many cancer types.


Subject(s)
CA-19-9 Antigen/blood , Carcinoma, Pancreatic Ductal/diagnosis , Circulating Tumor DNA/blood , Pancreatic Neoplasms/diagnosis , Proto-Oncogene Proteins p21(ras)/genetics , Aged , Carcinoma, Pancreatic Ductal/blood , Carcinoma, Pancreatic Ductal/genetics , Case-Control Studies , Female , Genes, p53 , Humans , Liquid Biopsy , Male , Middle Aged , Pancreatic Neoplasms/blood , Pancreatic Neoplasms/genetics
12.
Elife ; 52016 07 15.
Article in English | MEDLINE | ID: mdl-27421040

ABSTRACT

We determined whether the mutations found in ovarian cancers could be identified in the patients' ovarian cyst fluids. Tumor-specific mutations were detectable in the cyst fluids of 19 of 23 (83%) borderline tumors, 10 of 13 (77%) type I cancers, and 18 of 18 (100%) type II cancers. In contrast, no mutations were found in the cyst fluids of 18 patients with benign tumors or non-neoplastic cysts. Though large, prospective studies are needed to demonstrate the safety and clinical utility of this approach, our results suggest that the genetic evaluation of cyst fluids might be able to inform the management of the large number of women with these lesions.


Subject(s)
Cyst Fluid/chemistry , DNA/analysis , Mutation , Ovarian Cysts/diagnosis , Ovarian Cysts/pathology , Ovarian Neoplasms/diagnosis , Ovarian Neoplasms/pathology , DNA/genetics , Diagnosis, Differential , Female , Humans , Prospective Studies
13.
Sci Transl Med ; 7(293): 293ra104, 2015 Jun 24.
Article in English | MEDLINE | ID: mdl-26109104

ABSTRACT

To explore the potential of tumor-specific DNA as a biomarker for head and neck squamous cell carcinomas (HNSCC), we queried DNA from saliva or plasma of 93 HNSCC patients. We searched for somatic mutations or human papillomavirus genes, collectively referred to as tumor DNA. When both plasma and saliva were tested, tumor DNA was detected in 96% of 47 patients. The fractions of patients with detectable tumor DNA in early- and late-stage disease were 100% (n = 10) and 95% (n = 37), respectively. When segregated by site, tumor DNA was detected in 100% (n = 15), 91% (n = 22), 100% (n = 7), and 100% (n = 3) of patients with tumors of the oral cavity, oropharynx, larynx, and hypopharynx, respectively. In saliva, tumor DNA was found in 100% of patients with oral cavity cancers and in 47 to 70% of patients with cancers of the other sites. In plasma, tumor DNA was found in 80% of patients with oral cavity cancers, and in 86 to 100% of patients with cancers of the other sites. Thus, saliva is preferentially enriched for tumor DNA from the oral cavity, whereas plasma is preferentially enriched for tumor DNA from the other sites. Tumor DNA in saliva was found postsurgically in three patients before clinical diagnosis of recurrence, but in none of the five patients without recurrence. Tumor DNA in the saliva and plasma appears to be a potentially valuable biomarker for detection of HNSCC.


Subject(s)
Carcinoma, Squamous Cell/blood , Carcinoma, Squamous Cell/virology , Head and Neck Neoplasms/blood , Head and Neck Neoplasms/virology , Mutation/genetics , Papillomaviridae/physiology , Saliva/virology , Carcinoma, Squamous Cell/genetics , DNA, Neoplasm/blood , Female , Head and Neck Neoplasms/genetics , Humans , Male , Middle Aged , Neoplasm Staging
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