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1.
Nature ; 567(7747): 249-252, 2019 03.
Article in English | MEDLINE | ID: mdl-30842658

ABSTRACT

The liver is the most common site of metastatic disease1. Although this metastatic tropism may reflect the mechanical trapping of circulating tumour cells, liver metastasis is also dependent, at least in part, on the formation of a 'pro-metastatic' niche that supports the spread of tumour cells to the liver2,3. The mechanisms that direct the formation of this niche are poorly understood. Here we show that hepatocytes coordinate myeloid cell accumulation and fibrosis within the liver and, in doing so, increase the susceptibility of the liver to metastatic seeding and outgrowth. During early pancreatic tumorigenesis in mice, hepatocytes show activation of signal transducer and activator of transcription 3 (STAT3) signalling and increased production of serum amyloid A1 and A2 (referred to collectively as SAA). Overexpression of SAA by hepatocytes also occurs in patients with pancreatic and colorectal cancers that have metastasized to the liver, and many patients with locally advanced and metastatic disease show increases in circulating SAA. Activation of STAT3 in hepatocytes and the subsequent production of SAA depend on the release of interleukin 6 (IL-6) into the circulation by non-malignant cells. Genetic ablation or blockade of components of IL-6-STAT3-SAA signalling prevents the establishment of a pro-metastatic niche and inhibits liver metastasis. Our data identify an intercellular network underpinned by hepatocytes that forms the basis of a pro-metastatic niche in the liver, and identify new therapeutic targets.


Subject(s)
Hepatocytes/pathology , Liver Neoplasms/pathology , Liver Neoplasms/secondary , Liver/pathology , Neoplasm Metastasis , Pancreatic Neoplasms/pathology , Tumor Microenvironment , Animals , Carcinoma, Pancreatic Ductal/pathology , Colorectal Neoplasms/pathology , Colorectal Neoplasms/secondary , Female , Interleukin-6/metabolism , Male , Mice , STAT3 Transcription Factor/metabolism , Serum Amyloid A Protein/metabolism
2.
Breast Cancer Res Treat ; 198(2): 383-390, 2023 Apr.
Article in English | MEDLINE | ID: mdl-36689092

ABSTRACT

PURPOSE: Disseminated tumor cells (DTCs) expressing epithelial markers in the bone marrow are associated with recurrence and death, but little is known about risk factors predicting their occurrence. We detected EPCAM+/CD45- cells in bone marrow from early stage breast cancer patients after neoadjuvant chemotherapy (NAC) in the I-SPY 2 Trial and examined clinicopathologic factors and outcomes. METHODS: Patients who signed consent for SURMOUNT, a sub-study of the I-SPY 2 Trial (NCT01042379), had bone marrow collected after NAC at the time of surgery. EPCAM+CD45- cells in 4 mLs of bone marrow aspirate were enumerated using immunomagnetic enrichment/flow cytometry (IE/FC). Patients with > 4.16 EPCAM+CD45- cells per mL of bone marrow were classified as DTC-positive. Tumor response was assessed using the residual cancer burden (RCB), a standardized approach to quantitate the extent of residual invasive cancer present in the breast and the axillary lymph nodes after NAC. Association of DTC-positivity with clinicopathologic variables and survival was examined. RESULTS: A total of 73 patients were enrolled, 51 of whom had successful EPCAM+CD45- cell enumeration. Twenty-four of 51 (47.1%) were DTC-positive. The DTC-positivity rate was similar across receptor subtypes, but DTC-positive patients were significantly younger (p = 0.0239) and had larger pretreatment tumors compared to DTC-negative patients (p = 0.0319). Twenty of 51 (39.2%) achieved a pathologic complete response (pCR). While DTC-positivity was not associated with achieving pCR, it was significantly associated with higher RCB class (RCB-II/III, 62.5% vs. RCB-0/I; 33.3%; Chi-squared p = 0.0373). No significant correlation was observed between DTC-positivity and distant recurrence-free survival (p = 0.38, median follow-up = 3.2 years). CONCLUSION: DTC-positivity at surgery after NAC was higher in younger patients, those with larger tumors, and those with residual disease at surgery.


Subject(s)
Breast Neoplasms , Humans , Female , Breast Neoplasms/pathology , Bone Marrow/pathology , Epithelial Cell Adhesion Molecule/therapeutic use , Neoadjuvant Therapy , Flow Cytometry , Prognosis
3.
Cytometry A ; 93(12): 1226-1233, 2018 12.
Article in English | MEDLINE | ID: mdl-30549400

ABSTRACT

Circulating tumor cells (CTCs) carry valuable biological information. While enumeration of CTCs in peripheral blood is an FDA-approved prognostic indicator of survival in metastatic prostate and other cancers, analysis of CTC phenotypic and genomic markers is needed to identify cancer origin and elucidate pathways that can guide therapeutic selection for personalized medicine. Given the emergence of single-cell mRNA sequencing technologies, a method is needed to isolate CTCs with high sensitivity and specificity as well as compatibility with downstream genomic analysis. Flow cytometry is a powerful tool to analyze and sort single cells, but pre-enrichment is required prior to flow sorting for efficient isolation of CTCs due to the extreme low frequency of CTCs in blood (one in billions of blood cells). While current enrichment technologies often require many steps and result in poor recovery, we demonstrate a magnetic separator and acoustic microfluidic focusing chip integrated system that enriches rare cells in-line with FACS™ (fluorescent activated cell sorting) and single-cell sequencing. This system analyzes, isolates, and index sorts single cells directly into 96-well plates containing reagents for Molecular Indexing (MI) and transcriptional profiling of single cells. With an optimized workflow using the integrated enrichment-FACS system, we performed a proof-of-concept experiment with spiked prostate cancer cells in peripheral blood and achieved: (i) a rapid one-step process to isolate rare cancer cells from lysed whole blood; (ii) an average of 92% post-enrichment cancer cell recovery (R2 = 0.9998) as compared with 55% recovery for a traditional benchtop workflow; and (iii) detection of differentially expressed genes at a single cell level that are consistent with reported cell-type dependent expression signatures for prostate cancer cells. These model system results lay the groundwork for applying our approach to human blood samples from prostate and other cancer patients, and support the enrichment-FACS system as a flexible solution for isolation and characterization of CTCs for cancer diagnosis. © 2018 International Society for Advancement of Cytometry.


Subject(s)
Neoplasms/pathology , Neoplastic Cells, Circulating/pathology , Single-Cell Analysis/methods , Cell Count/methods , Cell Line, Tumor , Cell Separation/methods , Flow Cytometry/methods , Humans
4.
Hum Mol Genet ; 23(15): 4001-14, 2014 Aug 01.
Article in English | MEDLINE | ID: mdl-24634144

ABSTRACT

Understanding the influence of gene expression on the molecular mechanisms underpinning human phenotypic diversity is fundamental to being able to predict health outcomes and treat disease. We have carried out whole transcriptome expression analysis on a series of eight normal human postmortem eyes by RNA sequencing. Here we present data showing that ∼80% of the transcriptome is expressed in the posterior layers of the eye and that there is significant differential expression not only between the layers of the posterior part of the eye but also between locations of a tissue layer. These differences in expression also extend to alternative splicing and splicing factors. Differentially expressed genes are enriched for genes associated with psychiatric, immune and cardiovascular disorders. Enrichment categories for gene ontology included ion transport, synaptic transmission and visual and sensory perception. Lastly, allele-specific expression was found to be significant for CFH, C3 and CFB, which are known risk genes for age-related macular degeneration. These expression differences should be useful in determining the underlying biology of associations with common diseases of the human retina, retinal pigment epithelium and choroid and in guiding the analysis of the genomic regions involved in the control of normal gene expression.


Subject(s)
Choroid/metabolism , Eye Proteins/genetics , Retinal Pigment Epithelium/metabolism , Transcriptome , Aged , Aged, 80 and over , Autopsy , Complement C3/genetics , Complement Factor B/genetics , Complement Factor H/genetics , Gene Expression Profiling , Genome-Wide Association Study , Humans , Macular Degeneration/diagnosis , Macular Degeneration/genetics , Metabolic Networks and Pathways/genetics , Middle Aged , Molecular Sequence Annotation , Risk Factors
5.
Nat Commun ; 15(1): 5763, 2024 Jul 09.
Article in English | MEDLINE | ID: mdl-38982051

ABSTRACT

While high circulating tumor DNA (ctDNA) levels are associated with poor survival for multiple cancers, variant-specific differences in the association of ctDNA levels and survival have not been examined. Here we investigate KRAS ctDNA (ctKRAS) variant-specific associations with overall and progression-free survival (OS/PFS) in first-line metastatic pancreatic ductal adenocarcinoma (mPDAC) for patients receiving chemoimmunotherapy ("PRINCE", NCT03214250), and an independent cohort receiving standard of care (SOC) chemotherapy. For PRINCE, higher baseline plasma levels are associated with worse OS for ctKRAS G12D (log-rank p = 0.0010) but not G12V (p = 0.7101), even with adjustment for clinical covariates. Early, on-therapy clearance of G12D (p = 0.0002), but not G12V (p = 0.4058), strongly associates with OS for PRINCE. Similar results are obtained for the SOC cohort, and for PFS in both cohorts. These results suggest ctKRAS G12D but not G12V as a promising prognostic biomarker for mPDAC and that G12D clearance could also serve as an early biomarker of response.


Subject(s)
Biomarkers, Tumor , Carcinoma, Pancreatic Ductal , Circulating Tumor DNA , Pancreatic Neoplasms , Proto-Oncogene Proteins p21(ras) , Humans , Carcinoma, Pancreatic Ductal/genetics , Carcinoma, Pancreatic Ductal/mortality , Carcinoma, Pancreatic Ductal/blood , Carcinoma, Pancreatic Ductal/pathology , Carcinoma, Pancreatic Ductal/drug therapy , Proto-Oncogene Proteins p21(ras)/genetics , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/blood , Pancreatic Neoplasms/mortality , Pancreatic Neoplasms/pathology , Pancreatic Neoplasms/drug therapy , Female , Male , Circulating Tumor DNA/blood , Circulating Tumor DNA/genetics , Middle Aged , Aged , Biomarkers, Tumor/blood , Biomarkers, Tumor/genetics , Prognosis , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Mutation , Progression-Free Survival , Neoplasm Metastasis
6.
Mol Vis ; 19: 2173-86, 2013.
Article in English | MEDLINE | ID: mdl-24227913

ABSTRACT

PURPOSE: Refractive error is a complex trait with multiple genetic and environmental risk factors, and is the most common cause of preventable blindness worldwide. The common nature of the trait suggests the presence of many genetic factors that individually may have modest effects. To achieve an adequate sample size to detect these common variants, large, international collaborations have formed. These consortia typically use meta-analysis to combine multiple studies from many different populations. This approach is robust to differences between populations; however, it does not compensate for the different haplotypes in each genetic background evidenced by different alleles in linkage disequilibrium with the causative variant. We used the Age-Related Eye Disease Study (AREDS) cohort to replicate published significant associations at two loci on chromosome 15 from two genome-wide association studies (GWASs). The single nucleotide polymorphisms (SNPs) that exhibited association on chromosome 15 in the original studies did not show evidence of association with refractive error in the AREDS cohort. This paper seeks to determine whether the non-replication in this AREDS sample may be due to the limited number of SNPs chosen for replication. METHODS: We selected all SNPs genotyped on the Illumina Omni2.5v1_B array or custom TaqMan assays or imputed from the GWAS data, in the region surrounding the SNPs from the Consortium for Refractive Error and Myopia study. We analyzed the SNPs for association with refractive error using standard regression methods in PLINK. The effective number of tests was calculated using the Genetic Type I Error Calculator. RESULTS: Although use of the same SNPs used in the Consortium for Refractive Error and Myopia study did not show any evidence of association with refractive error in this AREDS sample, other SNPs within the candidate regions demonstrated an association with refractive error. Significant evidence of association was found using the hyperopia categorical trait, with the most significant SNPs rs1357179 on 15q14 (p=1.69×10⁻³) and rs7164400 on 15q25 (p=8.39×10⁻4), which passed the replication thresholds. CONCLUSIONS: This study adds to the growing body of evidence that attempting to replicate the most significant SNPs found in one population may not be significant in another population due to differences in the linkage disequilibrium structure and/or allele frequency. This suggests that replication studies should include less significant SNPs in an associated region rather than only a few selected SNPs chosen by a significance threshold.


Subject(s)
Aging/genetics , Chromosomes, Human, Pair 15/genetics , Genome-Wide Association Study , Refractive Errors/genetics , Cohort Studies , Genetic Predisposition to Disease , Humans , Hyperopia/genetics , Myopia/genetics , Polymorphism, Single Nucleotide/genetics , Quantitative Trait, Heritable , Reproducibility of Results
7.
Ophthalmology ; 120(2): 298-305, 2013 Feb.
Article in English | MEDLINE | ID: mdl-23098370

ABSTRACT

PURPOSE: A previous study of Old Order Amish families showed an association of ocular refraction with markers proximal to matrix metalloproteinase (MMP) genes MMP1 and MMP10 and intragenic to MMP2. A candidate gene replication study of association between refraction and single nucleotide polymorphisms (SNPs) within these genomic regions was conducted. DESIGN: Candidate gene genetic association study. PARTICIPANTS: Two thousand participants drawn from the Age-Related Eye Disease Study (AREDS) were chosen for genotyping. After quality-control filtering, 1912 individuals were available for analysis. METHODS: Microarray genotyping was performed using the HumanOmni 2.5 bead array (Illumina, Inc., San Diego, CA). Single nucleotide polymorphisms originally typed in the previous Amish association study were extracted for analysis. In addition, haplotype tagging SNPs were genotyped using TaqMan assays. Quantitative trait association analyses of mean spherical equivalent refraction were performed on 30 markers using linear regression models and an additive genetic risk model while adjusting for age, sex, education, and population substructure. Post hoc analyses were performed after stratifying on a dichotomous education variable. Pointwise (P(emp)) and multiple-test study-wise (P(multi)) significance levels were calculated empirically through permutation. MAIN OUTCOME MEASURES: Mean spherical equivalent refraction was used as a quantitative measure of ocular refraction. RESULTS: The mean age and ocular refraction were 68 years (standard deviation [SD], 4.7 years) and +0.55 diopters (D; SD, 2.14 D), respectively. Pointwise statistical significance was obtained for rs1939008 (P(emp) = 0.0326). No SNP attained statistical significance after correcting for multiple testing. In stratified analyses, multiple SNPs reached pointwise significance in the lower-education group: 2 of these were statistically significant after multiple testing correction. The 2 highest-ranking SNPs in Amish families (rs1939008 and rs9928731) showed pointwise P(emp)<0.01 in the lower-education stratum of AREDS participants. CONCLUSIONS: This study showed suggestive evidence of replication of an association signal for ocular refraction to a marker between MMP1 and MMP10. Evidence of a gene-environment interaction between previously reported markers and education on refractive error also was shown. Variants in MMP1 through MMP10 and MMP2 regions seem to affect population variation in ocular refraction in environmental conditions less favorable for myopia development.


Subject(s)
Educational Status , Gene-Environment Interaction , Matrix Metalloproteinase 10/genetics , Matrix Metalloproteinase 1/genetics , Matrix Metalloproteinase 2/genetics , Myopia/genetics , Aged , Aged, 80 and over , Female , Genetic Markers , Genotyping Techniques , Humans , Male , Middle Aged , Myopia/enzymology , Polymorphism, Single Nucleotide , Real-Time Polymerase Chain Reaction , Refraction, Ocular/physiology
8.
JCO Precis Oncol ; 6: e2200060, 2022 07.
Article in English | MEDLINE | ID: mdl-35939771

ABSTRACT

PURPOSE: Pancreatic ductal adenocarcinoma (PDAC) is associated with a poor prognosis. Multianalyte signatures, including liquid biopsy and traditional clinical variables, have shown promise for improving prognostication in other solid tumors but have not yet been rigorously assessed for PDAC. MATERIALS AND METHODS: We performed a prospective cohort study of patients with newly diagnosed locally advanced pancreatic cancer (LAPC) or metastatic PDAC (mPDAC) who were planned to undergo systemic therapy. We collected peripheral blood before systemic therapy and assessed circulating tumor cells (CTCs), cell-free DNA concentration (cfDNA), and circulating tumor KRAS (ctKRAS)-variant allele fraction (VAF). Association of variables with overall survival (OS) was assessed in univariate and multivariate survival analysis, and comparisons were made between models containing liquid biopsy variables combined with traditional clinical prognostic variables versus models containing traditional clinical prognostic variables alone. RESULTS: One hundred four patients, 40 with LAPC and 64 with mPDAC, were enrolled. CTCs, cfDNA concentration, and ctKRAS VAF were all significantly higher in patients with mPDAC than patients with LAPC. ctKRAS VAF (cube root; 0.05 unit increments; hazard ratio, 1.11; 95% CI, 1.03 to 1.21; P = .01), and CTCs ≥ 1/mL (hazard ratio, 2.22; 95% CI, 1.34 to 3.69; P = .002) were significantly associated with worse OS in multivariate analysis while cfDNA concentration was not. A model selected by backward selection containing traditional clinical variables plus liquid biopsy variables had better discrimination of OS compared with a model containing traditional clinical variables alone (optimism-corrected Harrell's C-statistic 0.725 v 0.681). CONCLUSION: A multianalyte prognostic signature containing CTCs, ctKRAS, and cfDNA concentration outperformed a model containing traditional clinical variables alone suggesting that CTCs, ctKRAS, and cfDNA provide prognostic information complementary to traditional clinical variables in advanced PDAC.


Subject(s)
Adenocarcinoma , Carcinoma, Pancreatic Ductal , Cell-Free Nucleic Acids , Circulating Tumor DNA , Neoplastic Cells, Circulating , Pancreatic Neoplasms , Adenocarcinoma/genetics , Biomarkers, Tumor/genetics , Carcinoma, Pancreatic Ductal/genetics , Cell-Free Nucleic Acids/genetics , Circulating Tumor DNA/genetics , Humans , Neoplastic Cells, Circulating/pathology , Pancreatic Neoplasms/diagnosis , Prognosis , Prospective Studies , Pancreatic Neoplasms
9.
Nat Med ; 28(4): 724-734, 2022 04.
Article in English | MEDLINE | ID: mdl-35314843

ABSTRACT

Chimeric antigen receptor (CAR) T cells have demonstrated promising efficacy, particularly in hematologic malignancies. One challenge regarding CAR T cells in solid tumors is the immunosuppressive tumor microenvironment (TME), characterized by high levels of multiple inhibitory factors, including transforming growth factor (TGF)-ß. We report results from an in-human phase 1 trial of castration-resistant, prostate cancer-directed CAR T cells armored with a dominant-negative TGF-ß receptor (NCT03089203). Primary endpoints were safety and feasibility, while secondary objectives included assessment of CAR T cell distribution, bioactivity and disease response. All prespecified endpoints were met. Eighteen patients enrolled, and 13 subjects received therapy across four dose levels. Five of the 13 patients developed grade ≥2 cytokine release syndrome (CRS), including one patient who experienced a marked clonal CAR T cell expansion, >98% reduction in prostate-specific antigen (PSA) and death following grade 4 CRS with concurrent sepsis. Acute increases in inflammatory cytokines correlated with manageable high-grade CRS events. Three additional patients achieved a PSA reduction of ≥30%, with CAR T cell failure accompanied by upregulation of multiple TME-localized inhibitory molecules following adoptive cell transfer. CAR T cell kinetics revealed expansion in blood and tumor trafficking. Thus, clinical application of TGF-ß-resistant CAR T cells is feasible and generally safe. Future studies should use superior multipronged approaches against the TME to improve outcomes.


Subject(s)
Prostatic Neoplasms, Castration-Resistant , Receptors, Chimeric Antigen , Humans , Immunotherapy, Adoptive/adverse effects , Immunotherapy, Adoptive/methods , Male , Prostate-Specific Antigen/metabolism , Prostatic Neoplasms, Castration-Resistant/pathology , T-Lymphocytes , Transforming Growth Factor beta/metabolism , Tumor Microenvironment
10.
Cancer Prev Res (Phila) ; 14(2): 223-232, 2021 02.
Article in English | MEDLINE | ID: mdl-33067248

ABSTRACT

Pancreatic ductal adenocarcinoma (PDAC) is often diagnosed too late for effective therapy. The classic strategy for early detection biomarker advancement consists of initial retrospective phases of discovery and validation with tissue samples taken from individuals diagnosed with disease, compared with controls. Using this approach, we previously reported the discovery of a blood biomarker panel consisting of thrombospondin-2 (THBS2) and CA19-9 that together could discriminate resectable stage I and IIa PDAC as well as stages III and IV PDAC, with c-statistic values in the range of 0.96 to 0.97 in two phase II studies. We now report that in two studies of blood samples prospectively collected from 1 to 15 years prior to a PDAC diagnosis (Mayo Clinic and PLCO cohorts), THBS2 and/or CA19-9 failed to discriminate cases from healthy controls at the AUC = 0.8 needed. We conclude that PDAC progression may be heterogeneous and for some individuals can be more rapid than generally appreciated. It is important that PDAC early-detection studies incorporate high-risk, prospective prediagnostic cohorts into discovery and validation studies.Prevention Relevance: A blood biomarker panel of THBS2 and CA19-9 detects early stages of pancreatic ductal adenocarcinoma at diagnosis, but not when tested across a population up to 1 year earlier. Our findings suggest serial sampling over time, using prospectively collected samples for biomarker discovery, and more frequent screening of high-risk individuals.


Subject(s)
Antigens, Tumor-Associated, Carbohydrate/blood , Biomarkers, Tumor/blood , Carcinoma, Pancreatic Ductal/diagnosis , Pancreatic Neoplasms/diagnosis , Thrombospondins/blood , Aged , Carcinoma, Pancreatic Ductal/blood , Feasibility Studies , Female , Humans , Male , Middle Aged , Neoplasm Staging , Pancreatic Neoplasms/blood , Predictive Value of Tests , Prospective Studies
11.
Oncotarget ; 12(22): 2266-2272, 2021 Oct 26.
Article in English | MEDLINE | ID: mdl-34733417

ABSTRACT

Patients newly diagnosed with metastatic pancreatic ductal adenocarcinoma generally have poor survival, with heterogeneous rates of progression. Biomarkers that could predict progression and/or survival would help inform patients and providers as they make care decisions. In a previous retrospective study, we discovered that circulating thrombospondin-2 (THBS2) could, in combination with CA19-9, better distinguish patients with PDAC versus healthy controls. Here we evaluated whether THBS2 levels, previously not known to be prognostic, were associated with outcome in 68 patients at time of diagnosis of metastatic PDAC. Specifically, we interrogated the association of THBS2 level, alone or in combination with CA19-9, with progression by 90 days and/or survival to 180 days. The results indicate that elevated THBS2 levels alone, at the time of a metastatic PDAC diagnosis, can identify patients with a shorter time to death and thus help patients and providers when planning treatment.

12.
J Mol Diagn ; 23(11): 1545-1552, 2021 11.
Article in English | MEDLINE | ID: mdl-34454115

ABSTRACT

Circulating cell-free DNA (ccfDNA) is used increasingly as a cancer biomarker for prognostication, as a correlate for tumor volume, or as input for downstream molecular analysis. Determining optimal blood processing and ccfDNA quantification are crucial for ccfDNA to serve as an accurate biomarker as it moves into the clinical realm. Whole blood was collected from 50 subjects, processed to plasma, and used immediately or frozen at -80°C. Plasma ccfDNA was extracted and concentration was assessed by real-time quantitative PCR (qPCR), fluorimetry, and droplet digital PCR (ddPCR). For the 24 plasma samples from metastatic pancreatic cancer patients, the variant allele fractions (VAF) of KRAS G12/13 pathogenic variants in circulating tumor DNA (ctDNA) were measured by ddPCR. Using a high-speed (16,000 × g) or slower-speed (4100 × g) second centrifugation step showed no difference in ccfDNA yield or ctDNA VAF. A two- versus three-spin centrifugation protocol also showed no difference in ccfDNA yield or ctDNA VAF. A higher yield was observed from fresh versus frozen plasma by qPCR and fluorimetry, whereas a higher yield was observed for frozen versus fresh plasma by ddPCR, however, no difference was observed in ctDNA VAF. Overall, our findings suggest factors to consider when implementing a ccfDNA extraction and quantification workflow in a research or clinical setting.


Subject(s)
Carcinoma, Pancreatic Ductal/blood , Carcinoma, Pancreatic Ductal/genetics , Circulating Tumor DNA/blood , Circulating Tumor DNA/genetics , Molecular Diagnostic Techniques/methods , Pancreatic Neoplasms/blood , Pancreatic Neoplasms/genetics , Real-Time Polymerase Chain Reaction/methods , Alleles , Biomarkers, Tumor/blood , Biomarkers, Tumor/genetics , Blood Specimen Collection/methods , Carcinoma, Pancreatic Ductal/pathology , Case-Control Studies , Circulating Tumor DNA/isolation & purification , Cohort Studies , Humans , Mutation , Neoplasm Metastasis , Pancreatic Neoplasms/pathology
13.
Sci Rep ; 11(1): 9984, 2021 05 11.
Article in English | MEDLINE | ID: mdl-33976268

ABSTRACT

Among non-small cell lung cancer (NSCLC) patients with therapeutically targetable tumor mutations in epidermal growth factor receptor (EGFR), not all patients respond to targeted therapy. Combining circulating-tumor DNA (ctDNA), clinical variables, and radiomic phenotypes may improve prediction of EGFR-targeted therapy outcomes for NSCLC. This single-center retrospective study included 40 EGFR-mutant advanced NSCLC patients treated with EGFR-targeted therapy. ctDNA data included number of mutations and detection of EGFR T790M. Clinical data included age, smoking status, and ECOG performance status. Baseline chest CT scans were analyzed to extract 429 radiomic features from each primary tumor. Unsupervised hierarchical clustering was used to group tumors into phenotypes. Kaplan-Meier (K-M) curves and Cox proportional hazards regression were modeled for progression-free survival (PFS) and overall survival (OS). Likelihood ratio test (LRT) was used to compare fit between models. Among 40 patients (73% women, median age 62 years), consensus clustering identified two radiomic phenotypes. For PFS, the model combining radiomic phenotypes with ctDNA and clinical variables had c-statistic of 0.77 and a better fit (LRT p = 0.01) than the model with clinical and ctDNA variables alone with a c-statistic of 0.73. For OS, adding radiomic phenotypes resulted in c-statistic of 0.83 versus 0.80 when using clinical and ctDNA variables (LRT p = 0.08). Both models showed separation of K-M curves dichotomized by median prognostic score (p < 0.005). Combining radiomic phenotypes, ctDNA, and clinical variables may enhance precision oncology approaches to managing advanced non-small cell lung cancer with EGFR mutations.


Subject(s)
Carcinoma, Non-Small-Cell Lung/diagnostic imaging , Genes, erbB-1 , Image Processing, Computer-Assisted , Lung Neoplasms/diagnostic imaging , Tomography, X-Ray Computed , Aged , Aged, 80 and over , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Circulating Tumor DNA/analysis , ErbB Receptors/antagonists & inhibitors , ErbB Receptors/genetics , Feasibility Studies , Female , Humans , Liquid Biopsy , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Male , Middle Aged , Pharmacogenomic Variants , Phenotype , Retrospective Studies
14.
Neurooncol Adv ; 3(1): vdab011, 2021.
Article in English | MEDLINE | ID: mdl-33615225

ABSTRACT

BACKGROUND: We aimed to determine whether plasma cell-free DNA (cfDNA) concentration is associated with survival in patients with isocitrate dehydrogenase (IDH) wild-type glioblastoma (GBM). METHODS: Pre-operative and post-chemoradiotherapy blood samples were prospectively collected from patients with newly diagnosed IDH wild-type GBM. Patients underwent surgical resection or biopsy and received adjuvant radiotherapy with concomitant temozolomide. Cell-free DNA (cfDNA) was isolated from plasma and quantified using SYBR Green-based q polymerase chain reaction (qPCR). RESULTS: Sixty-two patients were enrolled and categorized into high vs. low cfDNA groups relative to the pre-operative median value (25.2 ng/mL, range 5.7-153.0 ng/mL). High pre-operative cfDNA concentration was associated with inferior PFS (median progression-free survival (PFS), 3.4 vs. 7.7 months; log-rank P = .004; hazard ratio [HR], 2.19; 95% CI, 1.26-3.81) and overall survival (OS) (median OS, 8.0 vs. 13.9 months; log-rank P = .01; HR, 2.43; 95% CI, 1.19-4.95). After adjusting for risk factors, including O6-methylguanine-DNA methyltransferase (MGMT) promoter methylation status, pre-operative cfDNA remained independently associated with PFS (HR, 2.70; 95% CI, 1.50-4.83; P = .001) and OS (HR, 2.65; 95% CI, 1.25-5.59; P = .01). Post-hoc analysis of change in cfDNA post-chemoradiotherapy compared to pre-surgery (n = 24) showed increasing cfDNA concentration was associated with worse PFS (median, 2.7 vs. 6.0 months; log-rank P = .003; HR, 4.92; 95% CI, 1.53-15.84) and OS (median, 3.9 vs. 19.4 months; log-rank P < .001; HR, 7.77; 95% CI, 2.17-27.76). CONCLUSIONS: cfDNA concentration is a promising prognostic biomarker for patients with IDH wild-type GBM. Plasma cfDNA can be obtained noninvasively and may enable more accurate estimates of survival and effective clinical trial stratification.

15.
Prostate Cancer Prostatic Dis ; 24(2): 448-456, 2021 06.
Article in English | MEDLINE | ID: mdl-33009489

ABSTRACT

BACKGROUND: Precision medicine approaches for managing patients with metastatic castrate-resistant prostate cancer (mCRPC) are lacking. Non-invasive approaches for molecular monitoring of disease are urgently needed, especially for patients suffering from bone metastases for whom tissue biopsy is challenging. Here we utilized baseline blood samples to identify mCRPC patients most likely to benefit from abiraterone plus prednisone (AAP) or enzalutamide. METHODS: Baseline blood samples were collected for circulating tumor cell (CTC) enumeration and qPCR-based gene expression analysis from 51 men with mCRPC beginning treatment with abiraterone or enzalutamide. RESULTS: Of 51 patients (median age 68 years [51-82]), 22 received AAP (abiraterone 1000 mg/day plus prednisone 10 mg/day) and 29 received enzalutamide (160 mg/day). The cohort was randomly divided into training (n = 37) and test (n = 14) sets. Baseline clinical variables (Gleason score, PSA, testosterone, and hemoglobin), CTC count, and qPCR-based gene expression data for 141 genes/isoforms in CTC-enriched blood were analyzed with respect to overall survival (OS). Genes with expression most associated with OS included MSLN, ARG2, FGF8, KLK3, ESRP2, NPR3, CCND1, and WNT5A. Using a Cox-elastic net model for our test set, the 8-gene expression signature had a c-index of 0.87 (95% CI [0.80, 0.94]) and was more strongly associated with OS than clinical variables or CTC count alone, or a combination of the three variables. For patients with a low-risk vs. high-risk gene expression signature, median OS was not reached vs. 18 months, respectively (HR 5.32 [1.91-14.80], p = 0.001). For the subset of 41 patients for whom progression-free survival (PFS) data was available, the median PFS for patients with a low-risk vs high-risk gene expression signature was 20 vs. 5 months, respectively (HR 2.95 [1.46-5.98], p = 0.003). CONCLUSIONS: If validated in a larger prospective study, this test may predict patients most likely to benefit from second-generation antiandrogen therapy.


Subject(s)
Androstenes/therapeutic use , Benzamides/therapeutic use , Bone Neoplasms/secondary , Neoplastic Cells, Circulating/pathology , Nitriles/therapeutic use , Phenylthiohydantoin/therapeutic use , Prednisone/therapeutic use , Prostatic Neoplasms, Castration-Resistant/pathology , Transcriptome , Aged , Aged, 80 and over , Androgen Antagonists/therapeutic use , Biomarkers, Tumor/blood , Biomarkers, Tumor/genetics , Bone Neoplasms/blood , Bone Neoplasms/drug therapy , Bone Neoplasms/genetics , Follow-Up Studies , Humans , Lymphatic Metastasis , Male , Middle Aged , Neoplastic Cells, Circulating/metabolism , Prognosis , Prospective Studies , Prostatic Neoplasms, Castration-Resistant/blood , Prostatic Neoplasms, Castration-Resistant/drug therapy , Prostatic Neoplasms, Castration-Resistant/genetics , Retrospective Studies , Survival Rate
16.
Article in English | MEDLINE | ID: mdl-34095713

ABSTRACT

Although the majority of patients with metastatic non-small-cell lung cancer (mNSCLC) lacking a detectable targetable mutation will receive pembrolizumab-based therapy in the frontline setting, predicting which patients will experience a durable clinical benefit (DCB) remains challenging. MATERIALS AND METHODS: Patients with mNSCLC receiving pembrolizumab monotherapy or in combination with chemotherapy underwent a 74-gene next-generation sequencing panel on blood samples obtained at baseline and at 9 weeks. The change in circulating tumor DNA levels on-therapy (molecular response) was quantified using a ratio calculation with response defined by a > 50% decrease in mean variant allele fraction. Patient response was assessed using RECIST 1.1; DCB was defined as complete or partial response or stable disease that lasted > 6 months. Progression-free survival and overall survival were recorded. RESULTS: Among 67 patients, 51 (76.1%) had > 1 variant detected at a variant allele fraction > 0.3% and thus were eligible for calculation of molecular response from paired baseline and 9-week samples. Molecular response values were significantly lower in patients with an objective radiologic response (log mean 1.25% v 27.7%, P < .001). Patients achieving a DCB had significantly lower molecular response values compared to patients with no durable benefit (log mean 3.5% v 49.4%, P < .001). Molecular responders had significantly longer progression-free survival (hazard ratio, 0.25; 95% CI, 0.13 to 0.50) and overall survival (hazard ratio, 0.27; 95% CI, 0.12 to 0.64) compared with molecular nonresponders. CONCLUSION: Molecular response assessment using circulating tumor DNA may serve as a noninvasive, on-therapy predictor of response to pembrolizumab-based therapy in addition to standard of care imaging in mNSCLC. This strategy requires validation in independent prospective studies.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Antineoplastic Agents, Immunological/therapeutic use , Biomarkers, Tumor/blood , Carcinoma, Non-Small-Cell Lung/blood , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Circulating Tumor DNA/blood , High-Throughput Nucleotide Sequencing , Lung Neoplasms/blood , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Aged , Aged, 80 and over , Carcinoma, Non-Small-Cell Lung/pathology , Female , Humans , Lung Neoplasms/pathology , Male , Middle Aged , Neoplasm Staging , Progression-Free Survival , Survival Rate , Treatment Outcome
17.
J Support Oncol ; 8(1): 28-34, 2010.
Article in English | MEDLINE | ID: mdl-20235421

ABSTRACT

Cancer patients are at increased risk for potentially life-threatening infections. Patient safety goals recently issued by the Joint Commission on the Accreditation of Healthcare Organizations (JCAHO) and current Centers for Disease Control and Prevention (CDC) guidelines recommend vaccinations for all cancer patients over the age of 65 (for Pneumococcus) and 50 years of age (annually, for Influenza). The authors investigated vaccination practices in patients over a season of risk at a university-based outpatient cancer treatment clinic. Of 204 patients recruited, 196 (93%) completed the survey. Overall, 30% of patients reported never receiving the Influenza vaccine (33% of patients >50 years old), and 56% reported never receiving the Pneumococcal vaccine (30% of patients >65 years old). Only 7% of patients reported being asked or informed about vaccination by their oncologists. Substantial proportions of patients undergoing cancer treatment have not received vaccinations as recommended by national guidelines. The reasons cited for lack of compliance seem correctable, and doing so would potentially prevent mortality and morbidity, thereby improving the care of cancer patients. Recommended vaccinations may now include that for the Influenza A virus (H1N1).


Subject(s)
Influenza, Human/prevention & control , Neoplasms/prevention & control , Neoplasms/radiotherapy , Patient Compliance , Pneumonia, Pneumococcal/prevention & control , Vaccination/standards , Adult , Aged , Aged, 80 and over , Attitude of Health Personnel , Female , Guidelines as Topic , Health Surveys , Humans , Influenza Vaccines/administration & dosage , Male , Middle Aged , Pneumococcal Vaccines/administration & dosage , Young Adult
18.
Neurooncol Adv ; 2(1): vdaa016, 2020.
Article in English | MEDLINE | ID: mdl-32140683

ABSTRACT

BACKGROUND: Plasma cell-free DNA (cfDNA) concentration is lower in glioblastoma (GBM) compared to other solid tumors, which can lead to low circulating tumor DNA (ctDNA) detection. In this study, we investigated the relationship between multimodality magnetic resonance imaging (MRI) and histopathologic features with plasma cfDNA concentration and ctDNA detection in patients with treatment-naive GBM. METHODS: We analyzed plasma cfDNA concentration, MRI scans, and tumor histopathology from 42 adult patients with newly diagnosed GBM. Linear regression analysis was used to examine the relationship of plasma cfDNA concentration before surgery to imaging and histopathologic characteristics. In a subset of patients, imaging and histopathologic metrics were also compared between patients with and without a detected tumor somatic mutation. RESULTS: Tumor volume with elevated (>1.5 times contralateral white matter) rate transfer constant (K ep, a surrogate of blood-brain barrier [BBB] permeability) was independently associated with plasma cfDNA concentration (P = .001). Histopathologic characteristics independently associated with plasma cfDNA concentration included CD68+ macrophage density (P = .01) and size of tumor vessels (P = .01). Patients with higher (grade ≥3) perivascular CD68+ macrophage density had lower volume transfer constant (K trans, P = .01) compared to those with lower perivascular CD68+ macrophage density. Detection of at least 1 somatic mutation in plasma cfDNA was associated with significantly lower perivascular CD68+ macrophages (P = .01). CONCLUSIONS: Metrics of BBB disruption and quantity and distribution of tumor-associated macrophages are associated with plasma cfDNA concentration and ctDNA detection in GBM patients. These findings represent an important step in understanding the factors that determine plasma cfDNA concentration and ctDNA detection.

19.
Clin Cancer Res ; 26(13): 3248-3258, 2020 07 01.
Article in English | MEDLINE | ID: mdl-32299821

ABSTRACT

PURPOSE: To determine whether a multianalyte liquid biopsy can improve the detection and staging of pancreatic ductal adenocarcinoma (PDAC). EXPERIMENTAL DESIGN: We analyzed plasma from 204 subjects (71 healthy, 44 non-PDAC pancreatic disease, and 89 PDAC) for the following biomarkers: tumor-associated extracellular vesicle miRNA and mRNA isolated on a nanomagnetic platform that we developed and measured by next-generation sequencing or qPCR, circulating cell-free DNA (ccfDNA) concentration measured by qPCR, ccfDNA KRAS G12D/V/R mutations detected by droplet digital PCR, and CA19-9 measured by electrochemiluminescence immunoassay. We applied machine learning to training sets and subsequently evaluated model performance in independent, user-blinded test sets. RESULTS: To identify patients with PDAC versus those without, we generated a classification model using a training set of 47 subjects (20 PDAC and 27 noncancer). When applied to a blinded test set (N = 136), the model achieved an AUC of 0.95 and accuracy of 92%, superior to the best individual biomarker, CA19-9 (89%). We next used a cohort of 20 patients with PDAC to train our model for disease staging and applied it to a blinded test set of 25 patients clinically staged by imaging as metastasis-free, including 9 subsequently determined to have had occult metastasis. Our workflow achieved significantly higher accuracy for disease staging (84%) than imaging alone (accuracy = 64%; P < 0.05). CONCLUSIONS: Algorithmically combining blood-based biomarkers may improve PDAC diagnostic accuracy and preoperative identification of nonmetastatic patients best suited for surgery, although larger validation studies are necessary.


Subject(s)
Adenocarcinoma/diagnosis , Adenocarcinoma/metabolism , Biomarkers, Tumor , Extracellular Vesicles/metabolism , Pancreatic Neoplasms/diagnosis , Pancreatic Neoplasms/metabolism , Adenocarcinoma/etiology , Adult , Aged , Aged, 80 and over , CA-19-9 Antigen , Cell-Free Nucleic Acids , Computational Biology/methods , Female , Humans , Liquid Biopsy/methods , Machine Learning , Male , MicroRNAs , Middle Aged , Mutation , Neoplasm Staging , Pancreatic Neoplasms/etiology , Proto-Oncogene Proteins p21(ras)/genetics , RNA, Messenger , ROC Curve
20.
Clin Cancer Res ; 26(2): 397-407, 2020 01 15.
Article in English | MEDLINE | ID: mdl-31666247

ABSTRACT

PURPOSE: The clinical utility of plasma cell-free DNA (cfDNA) has not been assessed prospectively in patients with glioblastoma (GBM). We aimed to determine the prognostic impact of plasma cfDNA in GBM, as well as its role as a surrogate of tumor burden and substrate for next-generation sequencing (NGS). EXPERIMENTAL DESIGN: We conducted a prospective cohort study of 42 patients with newly diagnosed GBM. Plasma cfDNA was quantified at baseline prior to initial tumor resection and longitudinally during chemoradiotherapy. Plasma cfDNA was assessed for its association with progression-free survival (PFS) and overall survival (OS), correlated with radiographic tumor burden, and subjected to a targeted NGS panel. RESULTS: Prior to initial surgery, GBM patients had higher plasma cfDNA concentration than age-matched healthy controls (mean 13.4 vs. 6.7 ng/mL, P < 0.001). Plasma cfDNA concentration was correlated with radiographic tumor burden on patients' first post-radiation magnetic resonance imaging scan (ρ = 0.77, P = 0.003) and tended to rise prior to or concurrently with radiographic tumor progression. Preoperative plasma cfDNA concentration above the mean (>13.4 ng/mL) was associated with inferior PFS (median 4.9 vs. 9.5 months, P = 0.038). Detection of ≥1 somatic mutation in plasma cfDNA occurred in 55% of patients and was associated with nonstatistically significant decreases in PFS (median 6.0 vs. 8.7 months, P = 0.093) and OS (median 5.5 vs. 9.2 months, P = 0.053). CONCLUSIONS: Plasma cfDNA may be an effective prognostic tool and surrogate of tumor burden in newly diagnosed GBM. Detection of somatic alterations in plasma is feasible when samples are obtained prior to initial surgical resection.


Subject(s)
Biomarkers, Tumor/blood , Biomarkers, Tumor/genetics , Circulating Tumor DNA/blood , Circulating Tumor DNA/genetics , Glioblastoma/diagnosis , Magnetic Resonance Imaging/methods , Mutation , Adult , Aged , Aged, 80 and over , Female , Glioblastoma/blood , Glioblastoma/genetics , High-Throughput Nucleotide Sequencing/methods , Humans , Longitudinal Studies , Male , Middle Aged , Pilot Projects , Prognosis , Prospective Studies , Survival Rate , Tumor Burden , Young Adult
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