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1.
Cell ; 183(1): 197-210.e32, 2020 10 01.
Article in English | MEDLINE | ID: mdl-33007263

ABSTRACT

Cancer genomes often harbor hundreds of somatic DNA rearrangement junctions, many of which cannot be easily classified into simple (e.g., deletion) or complex (e.g., chromothripsis) structural variant classes. Applying a novel genome graph computational paradigm to analyze the topology of junction copy number (JCN) across 2,778 tumor whole-genome sequences, we uncovered three novel complex rearrangement phenomena: pyrgo, rigma, and tyfonas. Pyrgo are "towers" of low-JCN duplications associated with early-replicating regions, superenhancers, and breast or ovarian cancers. Rigma comprise "chasms" of low-JCN deletions enriched in late-replicating fragile sites and gastrointestinal carcinomas. Tyfonas are "typhoons" of high-JCN junctions and fold-back inversions associated with expressed protein-coding fusions, breakend hypermutation, and acral, but not cutaneous, melanomas. Clustering of tumors according to genome graph-derived features identified subgroups associated with DNA repair defects and poor prognosis.


Subject(s)
Genomic Structural Variation/genetics , Genomics/methods , Neoplasms/genetics , Chromosome Inversion/genetics , Chromothripsis , DNA Copy Number Variations/genetics , Gene Rearrangement/genetics , Genome, Human/genetics , Humans , Mutation/genetics , Whole Genome Sequencing/methods
2.
N Engl J Med ; 383(3): 218-228, 2020 07 16.
Article in English | MEDLINE | ID: mdl-32668112

ABSTRACT

BACKGROUND: Rheumatoid arthritis, like many inflammatory diseases, is characterized by episodes of quiescence and exacerbation (flares). The molecular events leading to flares are unknown. METHODS: We established a clinical and technical protocol for repeated home collection of blood in patients with rheumatoid arthritis to allow for longitudinal RNA sequencing (RNA-seq). Specimens were obtained from 364 time points during eight flares over a period of 4 years in our index patient, as well as from 235 time points during flares in three additional patients. We identified transcripts that were differentially expressed before flares and compared these with data from synovial single-cell RNA-seq. Flow cytometry and sorted-blood-cell RNA-seq in additional patients were used to validate the findings. RESULTS: Consistent changes were observed in blood transcriptional profiles 1 to 2 weeks before a rheumatoid arthritis flare. B-cell activation was followed by expansion of circulating CD45-CD31-PDPN+ preinflammatory mesenchymal, or PRIME, cells in the blood from patients with rheumatoid arthritis; these cells shared features of inflammatory synovial fibroblasts. Levels of circulating PRIME cells decreased during flares in all 4 patients, and flow cytometry and sorted-cell RNA-seq confirmed the presence of PRIME cells in 19 additional patients with rheumatoid arthritis. CONCLUSIONS: Longitudinal genomic analysis of rheumatoid arthritis flares revealed PRIME cells in the blood during the period before a flare and suggested a model in which these cells become activated by B cells in the weeks before a flare and subsequently migrate out of the blood into the synovium. (Funded by the National Institutes of Health and others.).


Subject(s)
Arthritis, Rheumatoid/blood , B-Lymphocytes/physiology , Gene Expression , Mesenchymal Stem Cells , Sequence Analysis, RNA/methods , Adult , Arthritis, Rheumatoid/genetics , Arthritis, Rheumatoid/immunology , Female , Fibroblasts/metabolism , Flow Cytometry , Humans , Male , Mesenchymal Stem Cells/metabolism , Middle Aged , Patient Acuity , Surveys and Questionnaires , Symptom Flare Up , Synovial Fluid/cytology
3.
Ann Neurol ; 78(4): 619-29, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26224283

ABSTRACT

OBJECTIVE: Paraneoplastic neurologic disorders (PND) are autoimmune diseases associated with cancer and ectopic expression of a neuronal antigen in a peripheral tumor. Patients with PND harbor high-titer antibodies and T cells in their serum and cerebrospinal fluid (CSF) that are specific to the tumor antigen, and treatment with the immunosuppressant FK506 (tacrolimus) decreases CSF white blood cell counts. The objective of this study was to determine the effect of FK506 on CSF chemokine levels in PND patients. METHODS: CSF samples before and after FK506 treatment were tested by multiplex assay for the presence of 27 cytokines. Follow-up in vitro experiments aimed to determine whether T cells secrete CXCL10 in response to cognate antigen. RESULTS: Here we report that PND patients harbor high levels of the chemokine CXCL10 in their CSF. CXCL10 is a cytokine that recruits CXCR3(+) cells such as activated T cells, and we found that FK506 treatment specifically decreased CSF CXCL10 from among 27 cytokines tested. In vitro, CXCL10 was only produced during antigen-specific cognate interactions between T cells and antigen-presenting cells (APCs) when interferon-γ (IFNγ) receptors were present on the T cell. INTERPRETATION: These results support a model in which antigen-specific T cell stimulation by PND APCs triggers IFNγ, followed by CXCL10 production and further lymphocyte recruitment, suggesting that treatments targeting T cells or CXCL10 in the central nervous system (CNS) may interrupt a destructive positive feedback loop present in CNS inflammation.


Subject(s)
Chemokine CXCL10/physiology , Feedback, Physiological/physiology , Inflammation Mediators/cerebrospinal fluid , Paraneoplastic Syndromes, Nervous System/cerebrospinal fluid , Paraneoplastic Syndromes, Nervous System/diagnosis , Aged , Animals , Biomarkers/cerebrospinal fluid , Central Nervous System Diseases/cerebrospinal fluid , Central Nervous System Diseases/diagnosis , Central Nervous System Diseases/drug therapy , Chemokine CXCL10/antagonists & inhibitors , Chemokine CXCL10/cerebrospinal fluid , Feedback, Physiological/drug effects , Female , Humans , Immunosuppressive Agents/pharmacology , Immunosuppressive Agents/therapeutic use , Inflammation/cerebrospinal fluid , Inflammation/diagnosis , Inflammation/drug therapy , Inflammation Mediators/antagonists & inhibitors , Male , Mice, Inbred C57BL , Mice, Knockout , Middle Aged , Paraneoplastic Syndromes, Nervous System/drug therapy , Tacrolimus/pharmacology , Tacrolimus/therapeutic use
4.
Eur J Immunol ; 44(11): 3240-51, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25103845

ABSTRACT

Paraneoplastic neurologic diseases (PND) involving immune responses directed toward intracellular antigens are poorly understood. Here, we examine immunity to the PND antigen Nova2, which is expressed exclusively in central nervous system (CNS) neurons. We hypothesized that ectopic expression of neuronal antigen in the periphery could incite PND. In our C57BL/6 mouse model, CNS antigen expression limits antigen-specific CD4+ and CD8+ T-cell expansion. Chimera experiments demonstrate that this tolerance is mediated by antigen expression in nonhematopoietic cells. CNS antigen expression does not limit tumor rejection by adoptively transferred transgenic T cells but does limit the generation of a memory population that can be expanded upon secondary challenge in vivo. Despite mediating cancer rejection, adoptively transferred transgenic T cells do not lead to paraneoplastic neuronal targeting. Preliminary experiments suggest an additional requirement for humoral activation to induce CNS autoimmunity. This work provides evidence that the requirements for cancer immunity and neuronal autoimmunity are uncoupled. Since humoral immunity was not required for tumor rejection, B-cell targeting therapy, such as rituximab, may be a rational treatment option for PND that does not hamper tumor immunity.


Subject(s)
Autoimmunity , CD4-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/immunology , Central Nervous System/immunology , Paraneoplastic Syndromes, Nervous System/immunology , Adoptive Transfer , Animals , Antibodies, Monoclonal, Murine-Derived/pharmacology , Antigens, Neoplasm/immunology , Antineoplastic Agents/pharmacology , B-Lymphocytes/immunology , Central Nervous System/cytology , Immune Tolerance , Immunization , Immunologic Factors/pharmacology , Immunologic Memory , Lymphocyte Activation/immunology , Mice , Mice, Inbred C57BL , Mice, Transgenic , Neuro-Oncological Ventral Antigen , Neurons/immunology , RNA-Binding Proteins/immunology , Rituximab , beta-Galactosidase/genetics , beta-Galactosidase/immunology
5.
J Transl Med ; 12: 338, 2014 Dec 05.
Article in English | MEDLINE | ID: mdl-25475068

ABSTRACT

BACKGROUND: Dendritic cells are currently under investigation for their ability to generate anti-cancer immune responses. No consensus has been reached as to the optimal method of dendritic cell vaccine preparation and is a barrier to success in the field. METHODS: Over a course of three separate dendritic cell vaccine studies to treat cancer, we tested two different methods for preparing dendritic cells from peripheral blood mononuclear cells: adherence and antibody-selected CD14+ cells. RESULTS: Surprisingly, we found that patients who received dendritic cell vaccines generated by the adherence method mounted increased T cell proliferation in response to vaccination. This difference could not be accounted for by dendritic cell vaccine dose, cell surface phenotype or dendritic cell function in vitro. One notable difference between the two vaccine preparation methods was that the dendritic cell vaccine cultures generated by the adherence method contained up to 10% lymphocytes, and these lymphocytes were proliferating and producing IFNγ in response to antigen in vitro at the time of administration. CONCLUSIONS: Enhanced immunogenicity of adherence dendritic cell vaccinations may be due to the presence of lymphocytes during dendritic cell culture. TRIAL REGISTRATION: Clinicaltrials.gov identifiers: NCT00289341, NCT00345293, and NCT00893945.


Subject(s)
Cancer Vaccines/immunology , Dendritic Cells/immunology , Neoplasms/therapy , T-Lymphocytes/immunology , Cell Adhesion , Cell Proliferation , Humans , Immunophenotyping , Lymphocyte Activation , T-Lymphocytes/cytology
6.
Sci Transl Med ; 16(742): eadk3506, 2024 Apr 10.
Article in English | MEDLINE | ID: mdl-38598614

ABSTRACT

It has been presumed that rheumatoid arthritis (RA) joint pain is related to inflammation in the synovium; however, recent studies reveal that pain scores in patients do not correlate with synovial inflammation. We developed a machine-learning approach (graph-based gene expression module identification or GbGMI) to identify an 815-gene expression module associated with pain in synovial biopsy samples from patients with established RA who had limited synovial inflammation at arthroplasty. We then validated this finding in an independent cohort of synovial biopsy samples from patients who had early untreated RA with little inflammation. Single-cell RNA sequencing analyses indicated that most of these 815 genes were most robustly expressed by lining layer synovial fibroblasts. Receptor-ligand interaction analysis predicted cross-talk between human lining layer fibroblasts and human dorsal root ganglion neurons expressing calcitonin gene-related peptide (CGRP+). Both RA synovial fibroblast culture supernatant and netrin-4, which is abundantly expressed by lining fibroblasts and was within the GbGMI-identified pain-associated gene module, increased the branching of pain-sensitive murine CGRP+ dorsal root ganglion neurons in vitro. Imaging of solvent-cleared synovial tissue with little inflammation from humans with RA revealed CGRP+ pain-sensing neurons encasing blood vessels growing into synovial hypertrophic papilla. Together, these findings support a model whereby synovial lining fibroblasts express genes associated with pain that enhance the growth of pain-sensing neurons into regions of synovial hypertrophy in RA.


Subject(s)
Arthritis, Rheumatoid , Calcitonin Gene-Related Peptide , Humans , Mice , Animals , Calcitonin Gene-Related Peptide/genetics , Calcitonin Gene-Related Peptide/metabolism , Arthritis, Rheumatoid/complications , Arthritis, Rheumatoid/genetics , Arthritis, Rheumatoid/metabolism , Synovial Membrane/pathology , Inflammation/pathology , Fibroblasts/pathology , Pain/metabolism , Gene Expression , Cells, Cultured
7.
Cell Rep ; 42(2): 112050, 2023 02 28.
Article in English | MEDLINE | ID: mdl-36716149

ABSTRACT

We describe a patient haploinsufficient for the neuronal RNA binding protein NOVA1 who developed a behavioral motor hyperactivity disorder, suggesting a role of NOVA1 in postnatal motor inhibition. To investigate Nova1's action in adult Gad2+ inhibitory neurons, we generated a conditional Nova1-null mouse (Nova1-cKOGad2-cre). Strikingly, the phenotypes of these mice show many similarities to the NOVA1 haploinsufficient patient and identify a function of Nova1 in the hypothalamus. Molecularly, Nova1 loss in Gad2-positive neurons alters downstream expression of Impact mRNA, along with a subset of RNAs encoding electron transport chain-related factors and ribosomal proteins. NOVA1 stabilizes Impact mRNA by binding its 3' UTR, antagonizing the actions of miR-138 and miR-124. Together, these studies demonstrate actions of NOVA1 in adult hypothalamic neurons, mechanisms by which it functions in translation and metabolism, including through direct binding to Impact mRNA, and illuminate its role in human neurologic disease.


Subject(s)
MicroRNAs , Neuro-Oncological Ventral Antigen , RNA-Binding Proteins , Animals , Humans , Mice , Hypothalamus/metabolism , MicroRNAs/metabolism , Neuro-Oncological Ventral Antigen/metabolism , Neurons/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism
8.
Arthritis Rheumatol ; 75(12): 2137-2147, 2023 12.
Article in English | MEDLINE | ID: mdl-37463182

ABSTRACT

OBJECTIVE: We sought to develop computer vision methods to quantify aggregates of cells in synovial tissue and compare these with clinical and gene expression parameters. METHODS: We assembled a computer vision pipeline to quantify five features encompassing synovial cell density and aggregates and compared these with pathologist scores, disease classification, autoantibody status, and RNA expression in a cohort of 156 patients with rheumatoid arthritis (RA) and 149 patients with osteoarthritis (OA). RESULTS: All five features were associated with pathologist scores of synovial lymphocytic inflammation (P < 0.0001). Three features that related to the cells per unit of tissue were significantly increased in patients with both seronegative and seropositive RA compared with those with OA; on the other hand, aggregate features (number and diameter) were significantly increased in seropositive, but not seronegative, RA compared with OA. Aggregate diameter was associated with the gene expression of immunoglobulin heavy-chain genes in the synovial tissue. Compared with blood, synovial immunoglobulin isotypes were skewed from IGHM and IGHD to IGHG3 and IGHG1. Further, patients with RA with high levels of lymphocytic infiltrates in the synovium demonstrated parallel skewing in their blood with a relative decrease in IGHGM (P < 0.002) and IGHD (P < 0.03) and an increase in class-switched immunoglobulin genes IGHG3 (P < 0.03) and IGHG1 (P < 0.002). CONCLUSION: High-resolution automated identification and quantification of synovial immune cell aggregates uncovered skewing in the synovium from naïve IGHD and IGHM to memory IGHG3 and IGHG1 and revealed that this process is reflected in the blood of patients with high inflammatory synovium.


Subject(s)
Arthritis, Rheumatoid , Osteoarthritis , Humans , Arthritis, Rheumatoid/genetics , Synovial Membrane/metabolism , Osteoarthritis/genetics , Autoantibodies/metabolism , Inflammation/metabolism
9.
medRxiv ; 2023 Aug 23.
Article in English | MEDLINE | ID: mdl-37662384

ABSTRACT

It has been presumed that rheumatoid arthritis (RA) joint pain is related to inflammation in the synovium; however, recent studies reveal that pain scores in patients do not correlate with synovial inflammation. We identified a module of 815 genes associated with pain, using a novel machine learning approach, Graph-based Gene expression Module Identification (GbGMI), in samples from patients with longstanding RA, but limited synovial inflammation at arthroplasty, and validated this finding in an independent cohort of synovial biopsy samples from early, untreated RA patients. Single-cell RNA-seq analyses indicated these genes were most robustly expressed by lining layer fibroblasts and receptor-ligand interaction analysis predicted robust lining layer fibroblast crosstalk with pain sensitive CGRP+ dorsal root ganglion sensory neurons. Netrin-4, which is abundantly expressed by lining fibroblasts and associated with pain, significantly increased the branching of pain-sensitive CGRP+ neurons in vitro . We conclude GbGMI is a useful method for identifying a module of genes that associate with a clinical feature of interest. Using this approach, we find that Netrin-4 is produced by synovial fibroblasts in the absence of inflammation and can enhance the outgrowth of CGRP+ pain sensitive nerve fibers. One Sentence Summary: Machine Learning reveals synovial fibroblast genes related to pain affect sensory nerve growth in Rheumatoid Arthritis addresses unmet clinical need.

10.
Sci Transl Med ; 15(684): eabq8476, 2023 02 22.
Article in English | MEDLINE | ID: mdl-36812347

ABSTRACT

Periodontal disease is more common in individuals with rheumatoid arthritis (RA) who have detectable anti-citrullinated protein antibodies (ACPAs), implicating oral mucosal inflammation in RA pathogenesis. Here, we performed paired analysis of human and bacterial transcriptomics in longitudinal blood samples from RA patients. We found that patients with RA and periodontal disease experienced repeated oral bacteremias associated with transcriptional signatures of ISG15+HLADRhi and CD48highS100A2pos monocytes, recently identified in inflamed RA synovia and blood of those with RA flares. The oral bacteria observed transiently in blood were broadly citrullinated in the mouth, and their in situ citrullinated epitopes were targeted by extensively somatically hypermutated ACPAs encoded by RA blood plasmablasts. Together, these results suggest that (i) periodontal disease results in repeated breaches of the oral mucosa that release citrullinated oral bacteria into circulation, which (ii) activate inflammatory monocyte subsets that are observed in inflamed RA synovia and blood of RA patients with flares and (iii) activate ACPA B cells, thereby promoting affinity maturation and epitope spreading to citrullinated human antigens.


Subject(s)
Arthritis, Rheumatoid , Periodontal Diseases , Humans , Autoantibodies , Mouth Mucosa , Antibody Formation , Epitopes , Bacteria
11.
Ann Neurol ; 80(5): 793-794, 2016 11.
Article in English | MEDLINE | ID: mdl-27669487
12.
PLoS One ; 16(6): e0252949, 2021.
Article in English | MEDLINE | ID: mdl-34170927

ABSTRACT

To address the need for simple, safe, sensitive, and scalable SARS-CoV-2 tests, we validated and implemented a PCR test that uses a saliva collection kit use at home. Individuals self-collected 300 µl saliva in vials containing Darnell Rockefeller University Laboratory (DRUL) buffer and extracted RNA was assayed by RT-PCR (the DRUL saliva assay). The limit of detection was confirmed to be 1 viral copy/µl in 20 of 20 replicate extractions. Viral RNA was stable in DRUL buffer at room temperature up to seven days after sample collection, and safety studies demonstrated that DRUL buffer immediately inactivated virus at concentrations up to 2.75x106 PFU/ml. Results from SARS-CoV-2 positive nasopharyngeal (NP) swab samples collected in viral transport media and assayed with a standard FDA Emergency Use Authorization (EUA) test were highly correlated with samples placed in DRUL buffer. Direct comparison of results from 162 individuals tested by FDA EUA oropharyngeal (OP) or NP swabs with co-collected saliva samples identified four otherwise unidentified positive cases in DRUL buffer. Over six months, we collected 3,724 samples from individuals ranging from 3 months to 92 years of age. This included collecting weekly samples over 10 weeks from teachers, children, and parents from a pre-school program, which allowed its safe reopening while at-risk pods were quarantined. In sum, we validated a simple, sensitive, stable, and safe PCR-based test using a self-collected saliva sample as a valuable tool for clinical diagnosis and screening at workplaces and schools.


Subject(s)
COVID-19 Nucleic Acid Testing , COVID-19 , SARS-CoV-2 , Saliva/virology , Schools , Specimen Handling , COVID-19/diagnosis , COVID-19/genetics , Child , Female , Humans , Male
13.
Arthritis Rheumatol ; 72(4): 557-564, 2020 04.
Article in English | MEDLINE | ID: mdl-31612614

ABSTRACT

OBJECTIVE: Morning stiffness is a hallmark symptom of rheumatoid arthritis (RA), but its etiology is poorly understood. This study was undertaken to determine whether any histologic features of synovium are associated with this symptom. METHODS: Data on patient-reported morning stiffness duration and severity, and Disease Activity Score in 28 joints (DAS28) were collected from 176 patients with RA undergoing arthroplasty. Synovium was scored for 10 histopathologic features: synovial lining hyperplasia, lymphocytes, plasma cells, Russell bodies, binucleate plasma cells, fibrin, synovial giant cells, detritus, neutrophils, and mucin. Fibrinolysis of clots seeded with various cell types was measured in turbidimetric lysis assays. RESULTS: Stiffness severity and morning stiffness duration were both significantly associated with DAS28 (P = 0.0001 and P = 0.001, respectively). None of the synovial features examined were associated with patient-reported stiffness severity. The presence of neutrophils and fibrin in RA synovial tissue were significantly associated (P < 0.0001) with patient-reported morning stiffness of ≥1 hour, such that 73% of patients with both synovial fibrin and neutrophils reported morning stiffness of ≥1 hour. Further, neutrophils and fibrin deposits colocalized along the synovial lining. In in vitro analyses, fibrin clots seeded with necrotic neutrophils were more resistant to fibrinolysis than those seeded with living neutrophils or no cells (P = 0.008). DNase I treatment of necrotic neutrophils abrogated the delay in fibrinolysis. CONCLUSION: In RA, prolonged morning stiffness may be related to impaired fibrinolysis of neutrophil-enmeshed fibrin deposits along the synovial membrane. Our findings also suggest that morning stiffness severity and duration may reflect distinct pathophysiologic phenomena.


Subject(s)
Arthritis, Rheumatoid/physiopathology , Fibrin/metabolism , Neutrophils/metabolism , Synovial Membrane/metabolism , Arthritis, Rheumatoid/diagnosis , Arthritis, Rheumatoid/metabolism , Female , Humans , Male , Middle Aged , Severity of Illness Index
14.
Arthritis Rheumatol ; 71(7): 1034-1041, 2019 07.
Article in English | MEDLINE | ID: mdl-30835943

ABSTRACT

OBJECTIVE: Patients with rheumatoid arthritis (RA) in clinical remission may have subclinical synovial inflammation. This study was undertaken to determine the proportion of patients with RA in remission or with low disease activity at the time of arthroplasty who had histologic or transcriptional evidence of synovitis, and to identify clinical features that distinguished patients as having subclinical synovitis. METHODS: We compared Disease Activity Score in 28 joints (DAS28) to synovial histologic features in 135 patients with RA undergoing arthroplasty. We also compared DAS28 scores to RNA-Seq data in a subset of 35 patients. RESULTS: Fourteen percent of patients met DAS28 criteria for clinical remission (DAS28 <2.6), and another 15% met criteria for low disease activity (DAS28 <3.2). Histologic analysis of synovium revealed synovitis in 27% and 31% of samples from patients in remission and patients with low disease activity, respectively. Patients with low disease activity and synovitis also exhibited increased C-reactive protein (CRP) (P = 0.0006) and increased anti-cyclic citrullinated peptide (anti-CCP) antibody levels (P = 0.03) compared to patients without synovitis. Compared to patients with a "low inflammatory synovium" subtype, 183 genes were differentially expressed in the synovium of patients with subclinical synovitis. The majority of these genes (86%) were also differentially expressed in the synovium of patients with clinically active disease (DAS28 ≥3.2). CONCLUSION: Thirty-one percent of patients with low clinical disease activity exhibited histologic evidence of subclinical synovitis, which was associated with increased CRP and anti-CCP levels. Our findings suggest that synovial gene expression signatures of clinical synovitis are present in patients with subclinical synovitis.


Subject(s)
Arthritis, Rheumatoid/pathology , Synovial Membrane/pathology , Synovitis/pathology , Aged , Anti-Citrullinated Protein Antibodies/immunology , Arthritis, Rheumatoid/genetics , Arthritis, Rheumatoid/immunology , Arthritis, Rheumatoid/surgery , Arthroplasty, Replacement, Hip , Arthroplasty, Replacement, Knee , Asymptomatic Diseases , Female , Gene Expression Profiling , Humans , Male , Middle Aged , Remission Induction , Sequence Analysis, RNA , Synovial Membrane/metabolism , Synovitis/genetics
15.
Article in English | MEDLINE | ID: mdl-31519698

ABSTRACT

The tumor genome of a patient with advanced pancreatic cancer was sequenced to identify potential therapeutic targetable mutations after standard of care failed to produce any significant overall response. Matched tumor-normal whole-genome sequencing revealed somatic mutations in BRAF, TP53, CDKN2A, and a focal deletion of SMAD4 The BRAF variant was an in-frame deletion mutation (ΔN486_P490), which had been previously demonstrated to be a kinase-activating alteration in the BRAF kinase domain. Working with the Novartis patient assistance program allowed us to treat the patient with the BRAF inhibitor, dabrafenib. The patient's overall clinical condition improved dramatically with dabrafenib. Levels of serum tumor marker dropped immediately after treatment, and a subsequent CT scan revealed a significant decrease in the size of both primary and metastatic lesions. The dabrafenib-induced remission lasted for 6 mo. Preclinical studies published concurrently with the patient's treatment showed that the BRAF in-frame mutation (ΔNVTAP) induces oncogenic activation by a mechanism distinct from that induced by V600E, and that this difference dictates the responsiveness to different BRAF inhibitors. This study describes a dramatic instance of how high-level genomic technology and analysis was necessary and sufficient to identify a clinically logical treatment option that was then utilized and shown to be of clinical value for this individual.


Subject(s)
Imidazoles/therapeutic use , Oximes/therapeutic use , Pancreatic Neoplasms/genetics , Proto-Oncogene Proteins B-raf/genetics , Adenocarcinoma/genetics , Aged , Biomarkers, Tumor/genetics , Carcinoma, Non-Small-Cell Lung/drug therapy , Humans , Lung Neoplasms/genetics , Male , Mutation , Protein Kinase Inhibitors/therapeutic use , Proto-Oncogene Proteins B-raf/metabolism , Remission Induction , Whole Genome Sequencing/methods , Pancreatic Neoplasms
16.
BMC Med Genomics ; 12(1): 56, 2019 04 25.
Article in English | MEDLINE | ID: mdl-31023376

ABSTRACT

BACKGROUND: Prompted by the revolution in high-throughput sequencing and its potential impact for treating cancer patients, we initiated a clinical research study to compare the ability of different sequencing assays and analysis methods to analyze glioblastoma tumors and generate real-time potential treatment options for physicians. METHODS: A consortium of seven institutions in New York City enrolled 30 patients with glioblastoma and performed tumor whole genome sequencing (WGS) and RNA sequencing (RNA-seq; collectively WGS/RNA-seq); 20 of these patients were also analyzed with independent targeted panel sequencing. We also compared results of expert manual annotations with those from an automated annotation system, Watson Genomic Analysis (WGA), to assess the reliability and time required to identify potentially relevant pharmacologic interventions. RESULTS: WGS/RNAseq identified more potentially actionable clinical results than targeted panels in 90% of cases, with an average of 16-fold more unique potentially actionable variants identified per individual; 84 clinically actionable calls were made using WGS/RNA-seq that were not identified by panels. Expert annotation and WGA had good agreement on identifying variants [mean sensitivity = 0.71, SD = 0.18 and positive predictive value (PPV) = 0.80, SD = 0.20] and drug targets when the same variants were called (mean sensitivity = 0.74, SD = 0.34 and PPV = 0.79, SD = 0.23) across patients. Clinicians used the information to modify their treatment plan 10% of the time. CONCLUSION: These results present the first comprehensive comparison of technical and machine augmented analysis of targeted panel and WGS/RNA-seq to identify potential cancer treatments.


Subject(s)
Glioblastoma/drug therapy , Glioblastoma/genetics , Whole Genome Sequencing , Adult , Aged , Aged, 80 and over , Female , High-Throughput Nucleotide Sequencing , Humans , Male , Middle Aged , Molecular Targeted Therapy , Ploidies , Reproducibility of Results
18.
Arthritis Rheumatol ; 70(5): 690-701, 2018 05.
Article in English | MEDLINE | ID: mdl-29468833

ABSTRACT

OBJECTIVE: In this study, we sought to refine histologic scoring of rheumatoid arthritis (RA) synovial tissue by training with gene expression data and machine learning. METHODS: Twenty histologic features were assessed in 129 synovial tissue samples (n = 123 RA patients and n = 6 osteoarthritis [OA] patients). Consensus clustering was performed on gene expression data from a subset of 45 synovial samples. Support vector machine learning was used to predict gene expression subtypes, using histologic data as the input. Corresponding clinical data were compared across subtypes. RESULTS: Consensus clustering of gene expression data revealed 3 distinct synovial subtypes, including a high inflammatory subtype characterized by extensive infiltration of leukocytes, a low inflammatory subtype characterized by enrichment in pathways including transforming growth factor ß, glycoproteins, and neuronal genes, and a mixed subtype. Machine learning applied to histologic features, with gene expression subtypes serving as labels, generated an algorithm for the scoring of histologic features. Patients with the high inflammatory synovial subtype exhibited higher levels of markers of systemic inflammation and autoantibodies. C-reactive protein (CRP) levels were significantly correlated with the severity of pain in the high inflammatory subgroup but not in the others. CONCLUSION: Gene expression analysis of RA and OA synovial tissue revealed 3 distinct synovial subtypes. These labels were used to generate a histologic scoring algorithm in which the histologic scores were found to be associated with parameters of systemic inflammation, including the erythrocyte sedimentation rate, CRP level, and autoantibody levels. Comparison of gene expression patterns to clinical features revealed a potentially clinically important distinction: mechanisms of pain may differ in patients with different synovial subtypes.


Subject(s)
Arthritis, Rheumatoid/classification , Arthritis, Rheumatoid/diagnosis , Arthritis, Rheumatoid/genetics , Arthritis, Rheumatoid/pathology , Machine Learning , Osteoarthritis/genetics , Sequence Analysis, RNA , Synovial Membrane/pathology , Aged , Female , Gene Expression Profiling , Humans , Male , Middle Aged , Osteoarthritis/pathology
19.
Arthritis Rheumatol ; 69(5): 986-995, 2017 05.
Article in English | MEDLINE | ID: mdl-28029744

ABSTRACT

OBJECTIVE: Most patients with rheumatoid arthritis (RA) harbor antibodies to citrullinated autoantigens such as citrullinated fibrinogen. Two isoforms of peptidylarginine deiminase (PAD), PAD type 2 (PAD2) and PAD4, which catalyze citrullination with different substrate specificities, can be detected in the synovium of RA patients. This study was undertaken to determine whether RA antibodies preferentially bind PAD2- or PAD4-citrullinated fibrinogen. METHODS: RA patient and normal donor plasma specimens were tested for binding to PAD2- or PAD4-citrullinated fibrinogen, native fibrinogen, or citrullinated fibrinogen peptides in various dilutions by enzyme-linked immunosorbent assay (ELISA) and Western blotting. Bands corresponding to masses demonstrating RA antibody reactivity by Western blotting were excised and analyzed by mass spectrometry. RESULTS: At low antibody titers (1:40 and 1:100), there was no significant difference between RA antibody reactivity to PAD2- and PAD4-citrullinated fibrinogen. When plasma was further diluted to 1:250 and 1:1,000, RA patient plasma bound PAD4-citrullinated fibrinogen significantly more than PAD2-citrullinated fibrinogen, as measured by ELISA and Western blotting. An increased antibody titer was associated with increased avidity for both PAD2- and PAD4-citrullinated fibrinogen. Both enzymes hypercitrullinated fibrinogen, but PAD4 citrullinated arginines more intermittently, generating a mix of citrullinated and noncitrullinated arginines. Peptide ELISA and preadsorption assays confirmed that the region of intermittent citrullination accounts for the majority of RA antibody binding to the ß-chain of citrullinated fibrinogen. CONCLUSION: At high titers, RA antibodies preferentially bind fibrinogen modified by PAD4, because intermittent citrullination offers a more diverse assortment of citrullinated epitopes.


Subject(s)
Arthritis, Rheumatoid/immunology , Autoantibodies/immunology , Citrulline/metabolism , Fibrinogen/immunology , Hydrolases/metabolism , Blotting, Western , Case-Control Studies , Chromatography, Liquid , Enzyme-Linked Immunosorbent Assay , Fibrinogen/metabolism , Humans , Mass Spectrometry , Peptides, Cyclic/immunology , Protein-Arginine Deiminase Type 2 , Protein-Arginine Deiminase Type 4 , Protein-Arginine Deiminases
20.
JCI Insight ; 2(21)2017 11 02.
Article in English | MEDLINE | ID: mdl-29093272

ABSTRACT

In the course of modeling the naturally occurring tumor immunity seen in patients with paraneoplastic cerebellar degeneration (PCD), we discovered an unexpectedly high threshold for breaking CD8+ cytotoxic T cell (CTL) tolerance to the PCD autoantigen, CDR2. While CDR2 expression was previously found to be strictly restricted to immune-privileged cells (cerebellum, testes, and tumors), unexpectedly we have found that T cells also express CDR2. This expression underlies inhibition of CTL activation; CTLs that respond to epithelial cells expressing CDR2 fail to respond to T cells expressing CDR2. This was a general phenomenon, as T cells presenting influenza (flu) antigen also fail to activate otherwise potent flu-specific CTLs either in vitro or in vivo. Moreover, transfer of flu peptide-pulsed T cells into flu-infected mice inhibits endogenous flu-specific CTLs. Our finding that T cells serve as a site of immune privilege, inhibiting effector CTL function, uncovers an autorepressive loop with general biologic and clinical relevance.


Subject(s)
Antigens, Viral/immunology , Autoantigens/immunology , Nerve Tissue Proteins/metabolism , Nerve Tissue Proteins/pharmacology , T-Lymphocytes, Cytotoxic/drug effects , T-Lymphocytes, Cytotoxic/immunology , Animals , Autoimmune Diseases/immunology , Epithelial Cells/metabolism , HeLa Cells , Humans , Immunization , Influenza A virus , Mice , Mice, Inbred C57BL , Mice, Knockout , Nerve Tissue Proteins/genetics , Nerve Tissue Proteins/immunology , Nervous System Diseases/immunology , Paraneoplastic Cerebellar Degeneration
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