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1.
Br J Cancer ; 130(12): 1936-1942, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38714747

ABSTRACT

BACKGROUND: Gut microbiome modulation to boost antitumor immune responses is under investigation. METHODS: ROMA-2 evaluated the microbial ecosystem therapeutic (MET)-4 oral consortia, a mixture of cultured human stool-derived immune-responsiveness associated bacteria, given with chemoradiation (CRT) in HPV-related oropharyngeal cancer patients. Co-primary endpoints were safety and changes in stool cumulative MET-4 taxa relative abundance (RA) by 16SRNA sequencing. Stools and plasma were collected pre/post-MET-4 intervention for microbiome and metabolome analysis. RESULTS: Twenty-nine patients received ≥1 dose of MET-4 and were evaluable for safety: drug-related adverse events (AEs) occurred in 13/29 patients: all grade 1-2 except one grade 3 (diarrhea). MET-4 was discontinued early in 7/29 patients due to CRT-induced toxicity, and in 1/29 due to MET-4 AEs. Twenty patients were evaluable for ecological endpoints: there was no increase in stool MET-4 RA post-intervention but trended to increase in stage III patients (p = 0.06). MET-4 RA was higher in stage III vs I-II patients at week 4 (p = 0.03) and 2-month follow-up (p = 0.01), which correlated with changes in plasma and stool targeted metabolomics. CONCLUSIONS: ROMA-2 did not meet its primary ecologic endpoint, as no engraftment was observed in the overall cohort. Exploratory findings of engraftment in stage III patients warrants further investigation of microbiome interventions in this subgroup.


Subject(s)
Chemoradiotherapy , Gastrointestinal Microbiome , Oropharyngeal Neoplasms , Papillomavirus Infections , Humans , Oropharyngeal Neoplasms/therapy , Oropharyngeal Neoplasms/microbiology , Oropharyngeal Neoplasms/virology , Male , Female , Middle Aged , Chemoradiotherapy/methods , Aged , Papillomavirus Infections/complications , Prospective Studies , Squamous Cell Carcinoma of Head and Neck/therapy , Squamous Cell Carcinoma of Head and Neck/microbiology , Squamous Cell Carcinoma of Head and Neck/virology , Adult , Feces/microbiology
2.
Biochem Cell Biol ; 2024 Mar 13.
Article in English | MEDLINE | ID: mdl-38478957

ABSTRACT

Cell-free DNA (cfDNA) from the bloodstream has been studied for cancer biomarker discovery, and chromatin-derived epigenetic features have come into the spotlight for their potential to expand clinical applications. Methylation, fragmentation, and nucleosome positioning patterns of cfDNA have previously been shown to reveal epigenomic and inferred transcriptomic information. More recently, histone modifications have emerged as a tool to further identify tumor-specific chromatin variants in plasma. A number of sequencing methods have been developed to analyze these epigenetic markers, offering new insights into tumor biology. Features within cfDNA allow for cancer detection, subtype and tissue of origin classification, and inference of gene expression. These methods provide a window into the complexity of cancer and the dynamic nature of its progression. In this review, we highlight the array of epigenetic features in cfDNA that can be extracted from chromatin- and nucleosome-associated organization and outline potential use cases in cancer management.

3.
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
4.
Nature ; 563(7732): 579-583, 2018 11.
Article in English | MEDLINE | ID: mdl-30429608

ABSTRACT

The use of liquid biopsies for cancer detection and management is rapidly gaining prominence1. Current methods for the detection of circulating tumour DNA involve sequencing somatic mutations using cell-free DNA, but the sensitivity of these methods may be low among patients with early-stage cancer given the limited number of recurrent mutations2-5. By contrast, large-scale epigenetic alterations-which are tissue- and cancer-type specific-are not similarly constrained6 and therefore potentially have greater ability to detect and classify cancers in patients with early-stage disease. Here we develop a sensitive, immunoprecipitation-based protocol to analyse the methylome of small quantities of circulating cell-free DNA, and demonstrate the ability to detect large-scale DNA methylation changes that are enriched for tumour-specific patterns. We also demonstrate robust performance in cancer detection and classification across an extensive collection of plasma samples from several tumour types. This work sets the stage to establish biomarkers for the minimally invasive detection, interception and classification of early-stage cancers based on plasma cell-free DNA methylation patterns.


Subject(s)
Cell-Free Nucleic Acids/blood , Cell-Free Nucleic Acids/metabolism , DNA Methylation , DNA, Neoplasm/blood , DNA, Neoplasm/metabolism , Early Detection of Cancer/methods , Neoplasms/classification , Neoplasms/genetics , Adenocarcinoma/blood , Adenocarcinoma/genetics , Animals , Biomarkers, Tumor/genetics , Cell Line, Tumor , Colorectal Neoplasms/blood , Colorectal Neoplasms/genetics , DNA Mutational Analysis , Epigenesis, Genetic , Female , Heterografts , Humans , Liquid Biopsy , Male , Mice , Mice, Inbred NOD , Mice, SCID , Neoplasm Transplantation , Neoplasms/blood , Organ Specificity , Pancreatic Neoplasms/blood , Pancreatic Neoplasms/genetics
5.
Nature ; 559(7714): 400-404, 2018 07.
Article in English | MEDLINE | ID: mdl-29988082

ABSTRACT

The incidence of acute myeloid leukaemia (AML) increases with age and mortality exceeds 90% when diagnosed after age 65. Most cases arise without any detectable early symptoms and patients usually present with the acute complications of bone marrow failure1. The onset of such de novo AML cases is typically preceded by the accumulation of somatic mutations in preleukaemic haematopoietic stem and progenitor cells (HSPCs) that undergo clonal expansion2,3. However, recurrent AML mutations also accumulate in HSPCs during ageing of healthy individuals who do not develop AML, a phenomenon referred to as age-related clonal haematopoiesis (ARCH)4-8. Here we use deep sequencing to analyse genes that are recurrently mutated in AML to distinguish between individuals who have a high risk of developing AML and those with benign ARCH. We analysed peripheral blood cells from 95 individuals that were obtained on average 6.3 years before AML diagnosis (pre-AML group), together with 414 unselected age- and gender-matched individuals (control group). Pre-AML cases were distinct from controls and had more mutations per sample, higher variant allele frequencies, indicating greater clonal expansion, and showed enrichment of mutations in specific genes. Genetic parameters were used to derive a model that accurately predicted AML-free survival; this model was validated in an independent cohort of 29 pre-AML cases and 262 controls. Because AML is rare, we also developed an AML predictive model using a large electronic health record database that identified individuals at greater risk. Collectively our findings provide proof-of-concept that it is possible to discriminate ARCH from pre-AML many years before malignant transformation. This could in future enable earlier detection and monitoring, and may help to inform intervention.


Subject(s)
Genetic Predisposition to Disease , Health , Leukemia, Myeloid, Acute/genetics , Mutation , Adult , Age Factors , Aged , Disease Progression , Electronic Health Records , Female , Humans , Leukemia, Myeloid, Acute/epidemiology , Leukemia, Myeloid, Acute/pathology , Male , Middle Aged , Models, Genetic , Mutagenesis , Prevalence , Risk Assessment
6.
Int J Cancer ; 150(8): 1329-1340, 2022 04 15.
Article in English | MEDLINE | ID: mdl-34792199

ABSTRACT

We compare outcomes in two large-scale contemporaneously treated HPV-positive (HPV+) oropharynx cancer (OPC) cohorts treated with definitive radiotherapy/chemoradiotherapy (RT/CRT). p16-confirmed HPV+ OPC treated between 2007 and 2015 at PMH and DAHANCA were identified. Locoregional failure (LRF), distant metastasis (DM), and overall survival (OS) were compared. Multivariable analysis (MVA) calculated adjusted-hazard-ratio (aHR) with 95% confidence interval (95% CI), adjusting for cohort, age, gender, performance status, smoking pack-years, T-category and N-category and chemotherapy. Compared to PMH (n = 701), DAHANCA (n = 1174) contained lower TNM-8T-categories (T1-T2: 77% vs 56%), N-categories (N0-N1: 77% vs 67%) and stages (stage I: 63% vs 44% (all P < .001). PMH used standard-fractionation CRT in 69% (481) while 31% (220) received hypofractionated or moderately accelerated RT-alone. All DAHANCA patients were treated with moderately accelerated RT; 96% (1129) received nimorazole (NIM) and 73% (856) concurrent weekly cisplatin. DAHANCA had shorter overall-treatment-time (P < .001), lower gross tumor (66-68 vs 70 Gy) and elective neck (50 vs 56 Gy) doses. Median follow-up was 4.8 years. DAHANCA had higher 5-year LRF (13% vs 7%, aHR = 0.47 [0.34-0.67]), comparable DM (7% vs 12%, aHR = 1.32 [0.95-1.82]), but better OS (85% vs 80%, aHR = 1.30 [1.01-1.68]). CRT patients had a lower risk of LRF (aHR 0.56 [0.39-0.82]), DM (aHR 0.70 [0.50-1.00]) and death (aHR 0.39 [0.29-0.52]) vs RT-alone. We observed exemplary outcomes for two large-scale trans-Atlantic HPV+ OPC cohorts treated in a similar manner. Concurrent chemotherapy was a strong, independent prognostic factor for all endpoints. Our findings underscore the need for a very careful approach to de-intensification of treatment for this disease.


Subject(s)
Chemoradiotherapy/methods , Oropharyngeal Neoplasms/therapy , Squamous Cell Carcinoma of Head and Neck/therapy , Treatment Outcome , Adult , Aged , Aged, 80 and over , Antineoplastic Agents/administration & dosage , Cisplatin/administration & dosage , Cohort Studies , Female , Humans , Male , Middle Aged , Oropharyngeal Neoplasms/mortality , Oropharyngeal Neoplasms/virology , Papillomavirus Infections/complications , Squamous Cell Carcinoma of Head and Neck/mortality , Squamous Cell Carcinoma of Head and Neck/virology
7.
Cancer ; 128(15): 2908-2921, 2022 08 01.
Article in English | MEDLINE | ID: mdl-35588085

ABSTRACT

BACKGROUND: The objective of this study was to describe the clinical presentation and outcomes of human papillomavirus (HPV)-positive nasopharyngeal cancer (NPC) versus Epstein-Barr virus (EBV)-positive NPC and HPV-positive oropharyngeal cancer (OPC). METHODS: Clinical characteristics and presenting signs/symptoms were compared between patients who had viral-related NPC versus viral-related OPC treated with intensity-modulated radiotherapy from 2005 to 2020 and who were matched 1:1 (by tumor and lymph node categories, smoking, age, sex, histology, and year of diagnosis). Locoregional control (LRC), distant control (DC), and overall survival (OS) were compared using the 2005-2018 cohort to maintain 2 years of minimum follow-up. Multivariable analysis was used to evaluate the cohort effect. RESULTS: Similar to HPV-positive OPC (n = 1531), HPV-positive NPC (n = 29) occurred mostly in White patients compared with EBV-positive NPC (n = 422; 86% vs. 15%; p < .001). Primary tumor volumes were larger in HPV-positive NPC versus EBV-positive NPC (median volume, 51 vs. 23 cm3 ; p = .002), with marginally more Level IB nodal involvement. More patients with HPV-positive NPC complained of local pain (38% vs. 3%; p = .002). The median follow-up for the 2005-2018 cohort was 5.3 years. Patients who had HPV-positive NPC (n = 20) had rates of 3-year LRC (95% vs. 90%; p = .360), DC (75% vs. 87%; p = .188), and OS (84% vs. 89%; p = .311) similar to the rates in those who had EBV-positive NPC (n = 374). Patients who had HPV-positive NPC also had rates of LRC (95% vs. 94%; p = .709) and OS (84% vs. 87%; p = .440) similar to the rates in those who had HPV-positive OPC (n = 1287). The DC rate was lower in patients who had HPV-positive disease (75% vs. 90%; p = .046), but the difference became nonsignificant (p = .220) when the analysis was adjusted for tumor and lymph node categories, smoking, and chemotherapy. CONCLUSIONS: HPV-positive NPC and EBV-positive NPC seem to be mutually exclusive diseases. Patients who have HPV-positive NPC have greater local symptom burden and larger primary tumors but have similar outcomes compared with patients who have EBV-positive NPC or HPV-positive OPC.


Subject(s)
Alphapapillomavirus , Epstein-Barr Virus Infections , Nasopharyngeal Neoplasms , Oropharyngeal Neoplasms , Papillomavirus Infections , DNA, Viral , Epstein-Barr Virus Infections/complications , Epstein-Barr Virus Infections/epidemiology , Herpesvirus 4, Human/genetics , Humans , Nasopharyngeal Carcinoma , Nasopharyngeal Neoplasms/epidemiology , Nasopharyngeal Neoplasms/therapy , North America , Papillomaviridae/genetics , Papillomavirus Infections/complications , Prognosis
8.
Cancer ; 128(3): 497-508, 2022 Feb 01.
Article in English | MEDLINE | ID: mdl-34597435

ABSTRACT

BACKGROUND: This study examined long-term health utility and symptom-toxicity trajectories among patients with head and neck cancer (HNC). METHODS: For patients diagnosed with HNC (2014-2019), Health Utility Index 3 (HUI-3), Edmonton Symptom Assessment Scale (ESAS), and MD Anderson Symptom Inventory (MDASI) surveys (including both the core and head and neck cancer modules) were prospectively collected at multiple time points (at the baseline, after surgery, during radiotherapy, and 3, 6, 12, and 24 months after treatment). Locally estimated scatterplot smoothing plots were generated to describe HUI-3, ESAS, and MDASI trajectories over time by clinicodemographic factors, treatment modality, and tumor subsite. Contributions of clinical factors were assessed with univariable and multivariable analyses. RESULTS: In 800 patients, the treatment modality and the tumor subsite produced unique HUI-3, ESAS, and MDASI trajectories. Patients treated with surgery alone experienced rapid improvements in HUI-3, ESAS, and MDASI scores postoperatively. Among patients treated with chemoradiotherapy, patients with nasopharyngeal carcinoma had greater declines in HUI-3 during treatment in comparison with patients with oropharyngeal carcinoma, but they had similar ESAS/MDASI scores. Among patients treated with radiotherapy, patients with laryngeal carcinoma had better HUI-3/ESAS/MDASI scores than those with oropharyngeal carcinoma during treatment, but they slowly converged after treatment. Female sex, an age > 75 years, a household income < $40,000, a Charlson comorbidity score > 1, an Eastern Cooperative Oncology Group performance status > 0 (at the baseline), and current smoking were independently associated with worse HUI-3 trajectories. HUI-3 had mild to moderate correlations (ρ = 0.2-0.5) with individual symptom-toxicity trajectories. CONCLUSIONS: Long-term HUI-3 trajectories are associated with tumor subsite, clinicodemographic, and treatment factors, and this may be partly explained by relationships with symptoms/toxicities. Separate evaluations by subsite and treatment should occur in health utility and symptom-toxicity studies of HNC. LAY SUMMARY: This study indicates that the long-term health utility and symptoms/toxicities of patients with the most common head and neck cancers (ie, squamous cell carcinomas and nasopharyngeal carcinomas) differ over time with a variety of factors, including the tumor anatomic site, treatment volume, clinicodemographic characteristics (eg, age, human papillomavirus status, tumor stage, gender, smoking status, alcohol status, education, and comorbidities), and treatment modalities. Generalizations across all head and neck cancers should be strongly discouraged. Future studies should evaluate health utility, symptoms and toxicities, and patient need assessments separately for each anatomic site and treatment modality.


Subject(s)
Carcinoma, Squamous Cell , Head and Neck Neoplasms , Oropharyngeal Neoplasms , Aged , Chemoradiotherapy , Female , Head and Neck Neoplasms/therapy , Humans , Quality of Life , Surveys and Questionnaires
9.
Br J Cancer ; 124(9): 1543-1551, 2021 04.
Article in English | MEDLINE | ID: mdl-33750907

ABSTRACT

BACKGROUND: Oral and gut microbiomes have emerged as potential biomarkers in cancer. We characterised the oral and gut microbiomes in a prospective observational cohort of HPV+ oropharyngeal squamous cell carcinoma (OPSCC) patients and evaluated the impact of chemoradiotherapy (CRT). METHODS: Saliva, oropharyngeal swabs over the tumour site and stool were collected at baseline and post-CRT. 16S RNA and shotgun metagenomic sequencing were used to generate taxonomic profiles, including relative abundance (RA), bacterial density, α-diversity and ß-diversity. RESULTS: A total of 132 samples from 22 patients were analysed. Baseline saliva and swabs had similar taxonomic composition (R2 = 0.006; p = 0.827). Oropharyngeal swabs and stool taxonomic composition varied significantly by stage, with increased oral RA of Fusobacterium nucleatum observed in stage III disease (p < 0.05). CRT significantly reduced the species richness and increased the RA of gut-associated taxa in oropharyngeal swabs (p < 0.05), while it had no effect in stool samples. These findings remained significant when adjusted by stage, smoking status and antibiotic use. CONCLUSIONS: Baseline oral and gut microbiomes differ by stage in this HPV+ cohort. CRT caused a shift towards a gut-like microbiome composition in oropharyngeal swabs. Stage-specific features and the transitions in oral microbiome might have prognostic and therapeutic implications.


Subject(s)
Chemoradiotherapy/adverse effects , Gastrointestinal Microbiome , Mouth Mucosa/microbiology , Oropharyngeal Neoplasms/therapy , Papillomaviridae/isolation & purification , Papillomavirus Infections/complications , Saliva/microbiology , Carcinoma, Squamous Cell/pathology , Carcinoma, Squamous Cell/therapy , Carcinoma, Squamous Cell/virology , Female , Follow-Up Studies , Humans , Male , Mouth Mucosa/drug effects , Mouth Mucosa/radiation effects , Oropharyngeal Neoplasms/pathology , Oropharyngeal Neoplasms/virology , Papillomavirus Infections/virology , Prognosis , Prospective Studies , Saliva/drug effects , Saliva/radiation effects
10.
Blood ; 133(3): 237-245, 2019 01 17.
Article in English | MEDLINE | ID: mdl-30446493

ABSTRACT

Radiotherapy (RT) can be curative in patients with localized follicular lymphoma (FL), with historical series showing a 10-year disease-free survival of 40 to 50%. As 18F-fluorodeoxyglucose (18F-FDG) positron emission tomography with computerized tomography (PET-CT) upstages 10 to 60% of patients compared to CT, we sought to evaluate outcomes in patients staged by PET-CT, to determine if more accurate staging leads to better patient selection and results. We conducted a multicenter retrospective study under the direction of the International Lymphoma Radiation Oncology Group (ILROG). Inclusion criteria were: RT alone for untreated stage I to II FL (grade 1-3A) with dose equivalent ≥24 Gy, staged by PET-CT, age ≥18 years, and follow-up ≥3 months. End points were freedom from progression (FFP), local control, and overall survival (OS). A total of 512 patients treated between 2000 and 2017 at 16 centers were eligible for analysis; median age was 58 years (range, 20-90); 410 patients (80.1%) had stage I disease; median RT dose was 30 Gy (24-52); and median follow-up was 52 months (3.2-174.6). Five-year FFP and OS were 68.9% and 95.7%. For stage I, FFP was 74.1% vs 49.1% for stage II (P < .0001). Eight patients relapsed in-field (1.6%). Four had marginal recurrences (0.8%) resulting in local control rate of 97.6%. On multivariable analysis, stage II (hazard ratio [HR], 2.11; 95% confidence interval [CI], 1.44-3.10) and BCL2 expression (HR, 1.62; 95% CI, 1.07-2.47) were significantly associated with less favorable FFP. Outcome after RT in PET-CT staged patients appears to be better than in earlier series, particularly in stage I disease, suggesting that the curative potential of RT for truly localized FL has been underestimated.


Subject(s)
Fluorodeoxyglucose F18 , Lymphoma, Follicular/pathology , Neoplasm Recurrence, Local/pathology , Positron Emission Tomography Computed Tomography/standards , Radiopharmaceuticals , Radiotherapy/mortality , Adult , Aged , Aged, 80 and over , Female , Follow-Up Studies , Humans , Lymphoma, Follicular/diagnostic imaging , Lymphoma, Follicular/radiotherapy , Male , Middle Aged , Neoplasm Recurrence, Local/diagnostic imaging , Neoplasm Recurrence, Local/radiotherapy , Prognosis , Retrospective Studies , Survival Rate , Young Adult
11.
BMC Cancer ; 21(1): 1075, 2021 Oct 02.
Article in English | MEDLINE | ID: mdl-34600526

ABSTRACT

BACKGROUND: Monitoring circulating tumor DNA (ctDNA) and circulating tumor cells (CTCs), known as liquid biopsies, continue to be developed as diagnostic and prognostic markers for a wide variety of cancer indications, mainly due to their minimally invasive nature and ability to offer a wide range of phenotypic and genetic information. While liquid biopsies maintain significant promising benefits, there is still limited information regarding the kinetics of ctDNA and CTCs following radiation therapy which remains a vital treatment modality in head and neck cancers. This study aims to describe the kinetics of ctDNA and CTCs following radiation exposure in a preclinical rabbit model with VX2 induced buccal carcinoma. METHODS: Seven rabbits were inoculated with VX2 cells in the buccal mucosa and subjected to radiation. At selected time points, blood sampling was performed to monitor differing levels of ctDNA and CTC. Plasma ctDNA was measured with quantitative PCR for papillomavirus E6 while CTCs were quantified using an immunomagnetic nanoparticles within a microfluidic device. Comparisons of CTC detection with EpCAM compared to multiple surface markers (EGFR, HER2 and PSMA) was evaluated and correlated with the tumor size. RESULTS: Plasma ctDNA reflects the overall tumor burden within the animal model. Analysis of correlations between ctDNA with tumor and lymph node volumes showed a positive correlation (R = 0.452 and R = 0.433 [p < 0.05]), respectively. Over the course of treatment, ctDNA levels declined and quickly becomes undetectable following tumor eradication. While during the course of treatment, ctDNA levels were noted to rise particularly upon initiation of radiation following scheduled treatment breaks. Levels of CTCs were observed to increase 1 week following inoculation of tumor to the primary site. For CTC detection, the use of multiple surface markers showed a greater sensitivity when compared to detection using only EpCAM. Plasma CTC levels remained elevated following radiation therapy which may account for an increased shedding of CTCs following radiation. CONCLUSION: This study demonstrates the utility of ctDNA and CTCs detection in response to radiation treatment in a preclinical head and neck model, allowing for better understanding of liquid biopsy applications in both clinical practice and research development.


Subject(s)
Carcinoma, Squamous Cell/blood , Carcinoma, Squamous Cell/radiotherapy , Cell-Free Nucleic Acids/blood , Mouth Neoplasms/blood , Mouth Neoplasms/radiotherapy , Animals , Biomarkers, Tumor/blood , Carcinoma, Squamous Cell/chemically induced , Circulating Tumor DNA/blood , Cottontail rabbit papillomavirus , Epithelial Cell Adhesion Molecule/blood , Head and Neck Neoplasms/blood , Head and Neck Neoplasms/chemically induced , Head and Neck Neoplasms/radiotherapy , Immunomagnetic Separation/methods , Liquid Biopsy/methods , Male , Mouth Neoplasms/chemically induced , Mouth Neoplasms/virology , Nanoparticles , Neoplasm Transplantation , Open Reading Frames , Rabbits , Radiotherapy Dosage , Tumor Burden
12.
Nucleic Acids Res ; 47(15): e87, 2019 09 05.
Article in English | MEDLINE | ID: mdl-31127310

ABSTRACT

Detection of cancer-associated somatic mutations has broad applications for oncology and precision medicine. However, this becomes challenging when cancer-derived DNA is in low abundance, such as in impure tissue specimens or in circulating cell-free DNA. Next-generation sequencing (NGS) is particularly prone to technical artefacts that can limit the accuracy for calling low-allele-frequency mutations. State-of-the-art methods to improve detection of low-frequency mutations often employ unique molecular identifiers (UMIs) for error suppression; however, these methods are highly inefficient as they depend on redundant sequencing to assemble consensus sequences. Here, we present a novel strategy to enhance the efficiency of UMI-based error suppression by retaining single reads (singletons) that can participate in consensus assembly. This 'Singleton Correction' methodology outperformed other UMI-based strategies in efficiency, leading to greater sensitivity with high specificity in a cell line dilution series. Significant benefits were seen with Singleton Correction at sequencing depths ≤16 000×. We validated the utility and generalizability of this approach in a cohort of >300 individuals whose peripheral blood DNA was subjected to hybrid capture sequencing at ∼5000× depth. Singleton Correction can be incorporated into existing UMI-based error suppression workflows to boost mutation detection accuracy, thus improving the cost-effectiveness and clinical impact of NGS.


Subject(s)
DNA Barcoding, Taxonomic/methods , Leukemia, Myeloid, Acute/genetics , Mutation , Neoplasm Proteins/genetics , Sequence Analysis, DNA/methods , Alleles , Cell Line, Tumor , Fetal Blood/cytology , Fetal Blood/metabolism , Gene Frequency , HCT116 Cells , High-Throughput Nucleotide Sequencing , Humans , Leukemia, Myeloid, Acute/pathology , Leukocytes, Mononuclear/metabolism , Leukocytes, Mononuclear/pathology , Precision Medicine/methods , Scientific Experimental Error
13.
Int J Cancer ; 146(8): 2166-2174, 2020 04 15.
Article in English | MEDLINE | ID: mdl-31269236

ABSTRACT

In cancer epidemiological studies, determination of human papillomavirus (HPV) in oropharyngeal squamous cell carcinoma (OPSCC) typically depends on the availability of tumor tissue testing, and/or tumor tissue access. Identifying alternative methods for estimating HPV status can improve the quality of such studies when tissue is unavailable. We developed multiple predictive models for tumor HPV status and prognosis by combining both clinico-epidemiological variables and either serological multiplex assays of HPV or multiple imputation of HPV status (HPVmi ). Sensitivity, specificity and accuracy of these methods compared to either p16 immunostaining (p16 IHC) or survival were assessed. When compared to a reference of tumor tissue p16 IHC in 783 OPSCC patients, the clinic-HPVsero model incorporating a composite of 20 HPV serological antibodies (HPVsero ) and 4 clinical factors (c-index: 0.96) performed better than using HPVsero (c-index: 0.92) or HPVmi (c-index: 0.76) alone. However, the model that contained a single HPV16 E6 antibody combined with four clinical variables, performed extremely well (clinic-s1-16E6; c-index: 0.95). When defining HPV status by HPVsero , s1-16E6, HPVmi or through p16 IHC, each of these definitions demonstrated improved overall and disease-free survival in HPV-positive OPSCC patients, when compared to HPV-negative patients (adjusted hazard ratios between 0.25 and 0.63). Our study demonstrates that when blood samples are available, a model that utilizes a single s1-16E6 antibody combined with several clinical features has excellent test performance characteristics to estimate HPV status and prognosis. When neither blood nor tumor tissue is available, multiple imputation, calibrated on local population characteristics, remains a viable, but suboptimal option.


Subject(s)
Oropharyngeal Neoplasms/virology , Papillomaviridae/isolation & purification , Papillomavirus Infections/blood , Squamous Cell Carcinoma of Head and Neck/virology , Adult , Aged , Aged, 80 and over , Antibodies, Viral/blood , Antibodies, Viral/immunology , Cyclin-Dependent Kinase Inhibitor p16 , Female , Humans , Immunohistochemistry , Male , Middle Aged , Oncogene Proteins, Viral/immunology , Oropharyngeal Neoplasms/blood , Oropharyngeal Neoplasms/mortality , Papillomaviridae/immunology , Papillomavirus Infections/immunology , Papillomavirus Infections/mortality , Papillomavirus Infections/virology , Repressor Proteins/immunology , Squamous Cell Carcinoma of Head and Neck/blood , Squamous Cell Carcinoma of Head and Neck/mortality , Survival Rate
14.
Cancer ; 126(15): 3426-3437, 2020 08 01.
Article in English | MEDLINE | ID: mdl-32478895

ABSTRACT

BACKGROUND: The objective of this study was to identify a subgroup of patients with head and neck squamous cell carcinoma (HNSCC) who might be suitable for hypofractionated radiotherapy (RT-hypo) during the COVID-19 pandemic. METHODS: HNSCC cases (oropharynx/larynx/hypopharynx) treated with definitive RT-hypo (60 Gy in 25 fractions over 5 weeks), moderately accelerated radiotherapy (RT-acc) alone (70 Gy in 35 fractions over 6 weeks), or concurrent chemoradiotherapy (CCRT) during 2005-2017 were included. Locoregional control (LRC) and distant control (DC) after RT-hypo, RT-acc, and CCRT were compared for various subgroups. RESULTS: The study identified 994 human papillomavirus-positive (HPV+) oropharyngeal squamous cell carcinoma cases (with 61, 254, and 679 receiving RT-hypo, RT-acc, and CCRT, respectively) and 1045 HPV- HNSCC cases (with 263, 451, and 331 receiving RT-hypo, RT-acc, and CCRT, respectively). The CCRT cohort had higher T/N categories, whereas the radiotherapy-alone patients were older. The median follow-up was 4.6 years. RT-hypo, RT-acc, and CCRT produced comparable 3-year LRC and DC for HPV+ T1-2N0-N2a disease (seventh edition of the TNM system [TNM-7]; LRC, 94%, 100%, and 94%; P = .769; DC, 94%, 100%, and 94%; P = .272), T1-T2N2b disease (LRC, 90%, 94%, and 97%; P = .445; DC, 100%, 96%, and 95%; P = .697), and T1-2N2c/T3N0-N2c disease (LRC, 89%, 93%, and 95%; P = .494; DC, 89%, 90%, and 87%; P = .838). Although LRC was also similar for T4/N3 disease (78%, 84%, and 88%; P = .677), DC was significantly lower with RT-hypo or RT-acc versus CCRT (67%, 65%, and 87%; P = .005). For HPV- HNSCC, 3-year LRC and DC were similar with RT-hypo, RT-acc, and CCRT in stages I and II (LRC, 85%, 89%, and 100%; P = .320; DC, 99%, 98%, and 100%; P = .446); however, RT-hypo and RT-acc had significantly lower LRC in stage III (76%, 69%, and 91%; P = .006), whereas DC rates were similar (92%, 85%, and 90%; P = .410). Lower LRC in stage III predominated in patients with laryngeal squamous cell carcinoma receiving RT-acc (62%) but not RT-hypo (80%) or CCRT (92%; RT-hypo vs CCRT: P = .270; RT-acc vs CCRT: P = .004). CCRT had numerically higher LRC in comparison with RT-hypo or RT-acc in stage IV (73%, 65%, and 66%; P = .336). CONCLUSIONS: It is proposed that RT-hypo be considered in place of CCRT for HPV+ T1-T3N0-N2c (TNM-7) HNSCCs, HPV- T1-T2N0 HNSCCs, and select stage III HNSCCs during the COVID-19 outbreak.


Subject(s)
Head and Neck Neoplasms/radiotherapy , Radiation Dose Hypofractionation , Squamous Cell Carcinoma of Head and Neck/radiotherapy , Adult , Aged , Aged, 80 and over , COVID-19 , Coronavirus Infections/epidemiology , Female , Follow-Up Studies , Head and Neck Neoplasms/drug therapy , Head and Neck Neoplasms/mortality , Head and Neck Neoplasms/virology , Humans , Male , Middle Aged , Neoplasm Recurrence, Local , Oropharyngeal Neoplasms/drug therapy , Oropharyngeal Neoplasms/radiotherapy , Oropharyngeal Neoplasms/virology , Pandemics , Papillomavirus Infections/complications , Pneumonia, Viral/epidemiology , Radiotherapy, Intensity-Modulated , Risk Factors , Squamous Cell Carcinoma of Head and Neck/drug therapy , Squamous Cell Carcinoma of Head and Neck/mortality , Squamous Cell Carcinoma of Head and Neck/virology , Treatment Outcome
15.
Int J Cancer ; 145(6): 1465-1474, 2019 09 15.
Article in English | MEDLINE | ID: mdl-30698281

ABSTRACT

The prevalence of human papillomavirus (HPV) in squamous cell carcinoma of unknown primary in the head and neck (SCCUPHN), and prognosis by HPV status of SCCUPHN patients has been difficult to estimate because of the rarity of this subtype. In MEDLINE, Epub Ahead of Print, In-Process & Other Non-Indexed Citations, EMBASE, Cochrane library and Web of Science searches, observational studies and clinical trials that reported survival rates of patients with SCCUPHN by HPV status were identified. Meta-analysis estimated the prevalence and prognosis (overall survival, OS; progression-free survival, PFS) of SCCUPHN by HPV status, and compared them to studies of oropharyngeal squamous cell carcinoma (OPSCC) from the same institutions and across continents. In 17 SCCUPHN studies (n = 1,149) and 17 institution-matched OPSCC studies (n = 6,522), the pooled HPV prevalence of SCCUPHN was 49%, which was only 10% (95%CI: 1-19%) lower than OPSCC prevalence in the underlying population. Estimated 5-year OS for HPV-negative SCCUPHN was 44% (95%CI: 36-51%) vs. HPV-positive SCCUPHN of 91% (95%CI: 86-96%); hazard ratio (HR) for OS was 3.25 (95%CI: 2.45-4.31) and PFS was 4.49 (95%CI: 2.88-7.02). HRs by HPV status for OPSCC were similar to that in SCCUPHN. While North American SCCUPHNs had higher HPV prevalence than European SCCUPHNs (OR = 2.68 (95%CI: 1.3-5.6)), HR of OS for HPV-negative vs. HPV-positive patients were similar in both continents (HRs of 3.78-4.09). Prevalence of HPV among SCCUPHN patients were lower than in OPSCC. The survival benefit conferred by being HPV-positive was similar in SCCUPHN as in OPSCCs, independent of continent.


Subject(s)
Alphapapillomavirus/isolation & purification , Genes, p16 , Head and Neck Neoplasms/pathology , Neoplasms, Unknown Primary/pathology , Squamous Cell Carcinoma of Head and Neck/pathology , Alphapapillomavirus/genetics , Head and Neck Neoplasms/genetics , Head and Neck Neoplasms/virology , Humans , Neoplasms, Unknown Primary/virology , Prognosis , Squamous Cell Carcinoma of Head and Neck/virology , Survival Analysis
17.
Mol Pharm ; 16(8): 3559-3568, 2019 08 05.
Article in English | MEDLINE | ID: mdl-31242384

ABSTRACT

We aimed to investigate the feasibility of conjugating synthetic hexahistidine peptides (His6) peptides to panitumumab Fab (PmFab) to enable labeling with [99mTc(H2O)3(CO)3]+ complex and study these radioimmunoconjugates for imaging EGFR-overexpressing tumor xenografts in mice by microSPECT/CT. Fab were reacted with a 10-fold excess of sulfo-SMCC to introduce maleimide functional groups for reaction with the terminal thiol on peptides [CGYGGHHHHHH] that harbored the His6 motif. Modification of Fab with His6 peptides was assessed by SDS-PAGE/Western blot, and the number of His6 peptides introduced was quantified by a radiometric assay incorporating 123I-labeled peptides into the conjugation reaction. Radiolabeling was achieved by incubation of PmFab-His6 in PBS, pH 7.0, with [99mTc(H2O)3(CO)3]+ in a 1.4 MBq/µg ratio. The complex was prepared by adding [99mTcO4]- to an Isolink kit (Paul Scherrer Institute). Immunoreactivity was assessed in a direct (saturation) binding assay using MDA-MB-468 human triple-negative breast cancer (TNBC) cells. Tumor and normal tissue uptake and imaging properties of 99mTc-PmFab-His6 (70 µg; 35-40 MBq) injected i.v. (tail vein) were compared to irrelevant 99mTc-Fab 3913 in NOD/SCID mice engrafted subcutaneously (s.c.) with EGFR-overexpressing MDA-MB-468 or PANC-1 human pancreatic ductal carcinoma (PDCa) cell-line derived xenografts (CLX) at 4 and 24 h post injection (p.i.). In addition, tumor imaging studies were performed with 99mTc-PmFab-His6 in mice with patient-derived tumor xenografts (PDX) of TNBC, PDCa, and head and neck squamous cell carcinoma (HNSCC). Biodistribution studies in nontumor bearing Balb/c mice were performed to project the radiation absorbed doses for imaging studies in humans with 99mTc-PmFab-His6. PmFab was derivatized with 0.80 ± 0.03 His6 peptides. Western blot and SDS-PAGE confirmed the presence of His6 peptides. 99mTc-PmFab-His6 was labeled to high radiochemical purity (≥95%), and the Kd for binding to EGFR on MDA-MB-468 cells was 5.5 ± 0.4 × 10-8 mol/L. Tumor uptake of 99mTc-PmFab-His6 at 24 h p.i. was significantly (P < 0.05) higher than irrelevant 99mTc-Fab 3913 in mice with MDA-MB-468 tumors (14.9 ± 3.1%ID/g vs 3.0 ± 0.9%ID/g) and in mice with PANC-1 tumors (5.6 ± 0.6 vs 0.5 ± 0.1%ID/g). In mice implanted orthotopically in the pancreas with the same PDCa PDX, tumor uptake at 24 h p.i. was 4.2 ± 0.2%ID/g. Locoregional metastases of these PDCa tumors in the peritoneum exhibited slightly and significantly lower uptake than the primary tumors (3.1 ± 0.3 vs 4.2 ± 0.3%ID/g; P = 0.02). In mice implanted with different TNBC or HNSCC PDX, tumor uptake at 24 h p.i. was variable and ranged from 3.7 to 11.4%ID/g and 3.8-14.5%ID/g, respectively. MicroSPECT/CT visualized all CLX and PDX tumor xenografts at 4 and 24 h p.i. Dosimetry estimates revealed that in humans, the whole body dose from administration of 740-1110 MBq of 99mTc-PmFab-His6 would be 2-3 mSv, which is less than for a 99mTc-medronate bone scan (4 mSv).


Subject(s)
Antineoplastic Agents, Immunological/administration & dosage , Molecular Imaging/methods , Neoplasms/diagnostic imaging , Radiopharmaceuticals/administration & dosage , Animals , Antineoplastic Agents, Immunological/chemistry , Antineoplastic Agents, Immunological/pharmacokinetics , Cell Line, Tumor , ErbB Receptors/antagonists & inhibitors , ErbB Receptors/metabolism , Feasibility Studies , Female , Histidine/chemistry , Humans , Mice , Neoplasms/pathology , Oligopeptides/chemistry , Organotechnetium Compounds/administration & dosage , Organotechnetium Compounds/chemistry , Organotechnetium Compounds/pharmacokinetics , Panitumumab/administration & dosage , Panitumumab/chemistry , Panitumumab/pharmacokinetics , Radiopharmaceuticals/chemistry , Radiopharmaceuticals/pharmacokinetics , Tissue Distribution , Tomography, Emission-Computed, Single-Photon/methods , Tomography, X-Ray Computed/methods , X-Ray Microtomography/methods , Xenograft Model Antitumor Assays
18.
Lancet Oncol ; 19(5): e240-e251, 2018 05.
Article in English | MEDLINE | ID: mdl-29726389

ABSTRACT

The practice of radiation oncology is primarily based on precise technical delivery of highly conformal, image-guided external beam radiotherapy or brachytherapy. However, systematic research efforts are being made to facilitate individualised radiation dose prescriptions on the basis of gene-expressssion profiles that reflect the radiosensitivity of tumour and normal tissue. This advance in precision radiotherapy should complement those benefits made in precision cancer medicine that use molecularly targeted agents and immunotherapies. The personalisation of cancer therapy, predicated largely on genomic interrogation, is facilitating the selection of therapies that are directed against driver mutations, aberrant cell signalling, tumour microenvironments, and genetic susceptibilities. With the increasing technical power of radiotherapy to safely increase local tumour control for many solid tumours, it is an opportune time to rigorously explore the potential benefits of combining radiotherapy with molecular targeted agents and immunotherapies to increase cancer survival outcomes. This theme provides the basis and foundation for this American Society for Radiation Oncology guideline on combining radiotherapy with molecular targeting and immunotherapy agents.


Subject(s)
Antineoplastic Agents/therapeutic use , Chemoradiotherapy/standards , Immunologic Factors/therapeutic use , Immunotherapy/standards , Molecular Targeted Therapy/standards , Neoplasms/therapy , Precision Medicine/standards , Radiation Oncology/standards , Animals , Antineoplastic Agents/adverse effects , Chemoradiotherapy/adverse effects , Consensus , Gene Expression Regulation, Neoplastic , Humans , Immunologic Factors/adverse effects , Immunotherapy/adverse effects , Molecular Targeted Therapy/adverse effects , Neoplasms/genetics , Neoplasms/immunology , Neoplasms/pathology , Precision Medicine/adverse effects , Radiation Tolerance/genetics , Treatment Outcome
19.
Cancer ; 123(19): 3691-3700, 2017 Oct 01.
Article in English | MEDLINE | ID: mdl-28608925

ABSTRACT

BACKGROUND: Osteoradionecrosis (ORN) of the mandible is a late toxicity affecting patients treated with radiotherapy for head and neck malignancies. To the authors' knowledge, ORN has no standardized grading system and its reporting is based on retrospective findings in heterogeneous patient populations. The rate of ORN in the era of intensity-modulated radiotherapy (IMRT) still is unknown. METHODS: The authors report the incidence of ORN from prospectively collected data regarding 1196 patients who were diagnosed with squamous cell carcinoma of the oropharynx and treated with curative-intent IMRT, with or without concomitant systemic treatment, from January 2005 to December 2014. Each case of ORN was graded according to its severity. Clinical and dosimetric comparisons were performed between patients with ORN and a matched control cohort of patients without ORN. RESULTS: The actuarial rate of ORN of the mandible was 3% at 1 year, 5% at 3 years, and 7% at 5 years. On multivariable analysis, smoking (hazard ratio, 1.9; 95% confidence interval, 1.07-3.4 [P = .03]) and T classification (hazard ratio, 1.78; 95% confidence interval, 1.02-3.1 [P = .041]) were found to be statistically significant risk factors. The presence of cardiovascular comorbidities, use of bisphosphonates, and pre-IMRT dental extractions were found to be different between the matched cohorts. The mandibular volume receiving 50 grays (Gy) (in cm3 ) and the volume receiving 60 Gy (in cm3 ) were found to be associated with ORN on multivariable analysis in the matched cohort patients receiving an IMRT regimen of 2 Gy per fraction. CONCLUSIONS: ORN is relatively uncommon among patients with oropharyngeal carcinoma who are treated with IMRT, but continues to occur beyond 5 years after treatment. Modifiable risk factors that are associated with higher rates of ORN include smoking and the use of bisphosphonates. Minimizing the volumes of the mandible receiving >50 Gy or > 60 Gy also may have an effect on the ORN rate. Cancer 2017;123:3691-3700. © 2017 American Cancer Society.


Subject(s)
Carcinoma, Squamous Cell/radiotherapy , Mandibular Diseases/epidemiology , Oropharyngeal Neoplasms/radiotherapy , Osteoradionecrosis/epidemiology , Radiotherapy, Intensity-Modulated/adverse effects , Adult , Aged , Aged, 80 and over , Bone Density Conservation Agents/adverse effects , Case-Control Studies , Female , Humans , Incidence , Male , Mandible/radiation effects , Mandibular Diseases/etiology , Middle Aged , Osteoradionecrosis/etiology , Radiotherapy Dosage , Retrospective Studies , Risk Factors , Smoking/adverse effects , Time Factors
20.
Blood ; 125(24): 3679-87, 2015 Jun 11.
Article in English | MEDLINE | ID: mdl-25887775

ABSTRACT

Recent studies have shown limited utility of routine surveillance imaging for diffuse large B-cell lymphoma (DLBCL) patients achieving remission. Detection of molecular disease by immunoglobulin high-throughput sequencing (Ig-HTS) from peripheral blood provides an alternate strategy for surveillance. We prospectively evaluated the utility of Ig-HTS within 311 blood and 105 tumor samples from 75 patients with DLBCL, comparing Ig-HTS from the cellular (circulating leukocytes) and acellular (plasma cell-free DNA) compartments of peripheral blood to clinical outcomes and (18)fluoro-deoxyglucose positron emission tomography combined with computed tomography (PET/CT; n = 173). Clonotypic immunoglobulin rearrangements were detected in 83% of patients with adequate tumor samples to enable subsequent monitoring in peripheral blood. Molecular disease measured from plasma, compared with circulating leukocytes, was more abundant and better correlated with radiographic disease burden. Before treatment, molecular disease was detected in the plasma of 82% of patients compared with 71% in circulating cells (P = .68). However, molecular disease was detected significantly more frequently in the plasma at time of relapse (100% vs 30%; P = .001). Detection of molecular disease in the plasma often preceded PET/CT detection of relapse in patients initially achieving remission. During surveillance time points before relapse, plasma Ig-HTS demonstrated improved specificity (100% vs 56%, P < .0001) and similar sensitivity (31% vs 55%, P = .4) compared with PET/CT. Given its high specificity, Ig-HTS from plasma has potential clinical utility for surveillance after complete remission.


Subject(s)
Immunoglobulins/genetics , Lymphoma, Large B-Cell, Diffuse/genetics , Lymphoma, Large B-Cell, Diffuse/pathology , Female , High-Throughput Nucleotide Sequencing , Humans , Immunoglobulins/blood , L-Lactate Dehydrogenase/blood , Lymphoma, Large B-Cell, Diffuse/blood , Male , Middle Aged , Positron-Emission Tomography , Prospective Studies
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