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1.
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
2.
Nat Neurosci ; 27(5): 822-835, 2024 May.
Article in English | MEDLINE | ID: mdl-38589584

ABSTRACT

Learning and memory require activity-induced changes in dendritic translation, but which mRNAs are involved and how they are regulated are unclear. In this study, to monitor how depolarization impacts local dendritic biology, we employed a dendritically targeted proximity labeling approach followed by crosslinking immunoprecipitation, ribosome profiling and mass spectrometry. Depolarization of primary cortical neurons with KCl or the glutamate agonist DHPG caused rapid reprogramming of dendritic protein expression, where changes in dendritic mRNAs and proteins are weakly correlated. For a subset of pre-localized messages, depolarization increased the translation of upstream open reading frames (uORFs) and their downstream coding sequences, enabling localized production of proteins involved in long-term potentiation, cell signaling and energy metabolism. This activity-dependent translation was accompanied by the phosphorylation and recruitment of the non-canonical translation initiation factor eIF4G2, and the translated uORFs were sufficient to confer depolarization-induced, eIF4G2-dependent translational control. These studies uncovered an unanticipated mechanism by which activity-dependent uORF translational control by eIF4G2 couples activity to local dendritic remodeling.


Subject(s)
Dendrites , Eukaryotic Initiation Factor-4G , Neurons , Open Reading Frames , Protein Biosynthesis , Animals , Dendrites/metabolism , Eukaryotic Initiation Factor-4G/metabolism , Protein Biosynthesis/physiology , Neurons/metabolism , Open Reading Frames/genetics , Rats , Mice , Cells, Cultured , Potassium Chloride/pharmacology
3.
Proc Natl Acad Sci U S A ; 121(10): e2314695121, 2024 Mar 05.
Article in English | MEDLINE | ID: mdl-38416679

ABSTRACT

NOVA1 is a neuronal RNA-binding protein identified as the target antigen of a rare autoimmune disorder associated with cancer and neurological symptoms, termed paraneoplastic opsoclonus-myoclonus ataxia. Despite the strong association between NOVA1 and cancer, it has been unclear how NOVA1 function might contribute to cancer biology. In this study, we find that NOVA1 acts as an oncogenic factor in a GBM (glioblastoma multiforme) cell line established from a patient. Interestingly, NOVA1 and Argonaute (AGO) CLIP identified common 3' untranslated region (UTR) targets, which were down-regulated in NOVA1 knockdown GBM cells, indicating a transcriptome-wide intersection of NOVA1 and AGO-microRNA (miRNA) targets regulation. NOVA1 binding to 3'UTR targets stabilized transcripts including those encoding cholesterol homeostasis related proteins. Selective inhibition of NOVA1-RNA interactions with antisense oligonucleotides disrupted GBM cancer cell fitness. The precision of our GBM CLIP studies point to both mechanism and precise RNA sequence sites to selectively inhibit oncogenic NOVA1-RNA interactions. Taken together, we find that NOVA1 is commonly overexpressed in GBM, where it can antagonize AGO2-miRNA actions and consequently up-regulates cholesterol synthesis, promoting cell viability.


Subject(s)
Glioblastoma , MicroRNAs , Humans , Glioblastoma/genetics , Glioblastoma/metabolism , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism , MicroRNAs/genetics , Homeostasis/genetics , Cholesterol , Cell Line, Tumor , Gene Expression Regulation, Neoplastic , Neuro-Oncological Ventral Antigen
4.
Elife ; 122023 10 20.
Article in English | MEDLINE | ID: mdl-37862092

ABSTRACT

The assembly of the mammalian brain is orchestrated by temporally coordinated waves of gene expression. Post-transcriptional regulation by microRNAs (miRNAs) is a key aspect of this program. Indeed, deletion of neuron-enriched miRNAs induces strong developmental phenotypes, and miRNA levels are altered in patients with neurodevelopmental disorders. However, the mechanisms used by miRNAs to instruct brain development remain largely unexplored. Here, we identified miR-218 as a critical regulator of hippocampal assembly. MiR-218 is highly expressed in the hippocampus and enriched in both excitatory principal neurons (PNs) and GABAergic inhibitory interneurons (INs). Early life inhibition of miR-218 results in an adult brain with a predisposition to seizures. Changes in gene expression in the absence of miR-218 suggest that network assembly is impaired. Indeed, we find that miR-218 inhibition results in the disruption of early depolarizing GABAergic signaling, structural defects in dendritic spines, and altered intrinsic membrane excitability. Conditional knockout of Mir218-2 in INs, but not PNs, is sufficient to recapitulate long-term instability. Finally, de-repressing Kif21b and Syt13, two miR-218 targets, phenocopies the effects on early synchronous network activity induced by miR-218 inhibition. Taken together, the data suggest that miR-218 orchestrates formative events in PNs and INs to produce stable networks.


Subject(s)
MicroRNAs , Animals , Adult , Humans , MicroRNAs/genetics , MicroRNAs/metabolism , Neurons/metabolism , Hippocampus/metabolism , Interneurons/metabolism , Brain/metabolism , Mammals/genetics
5.
Nat Commun ; 14(1): 3956, 2023 07 05.
Article in English | MEDLINE | ID: mdl-37407548

ABSTRACT

The ability to use blood to predict the outcomes of Parkinson's disease, including disease progression and cognitive and motor complications, would be of significant clinical value. We undertook bulk RNA sequencing from the caudate and putamen of postmortem Parkinson's disease (n = 35) and control (n = 40) striatum, and compared molecular profiles with clinical features and bulk RNA sequencing data obtained from antemortem peripheral blood. Cognitive and motor complications of Parkinson's disease were associated with molecular changes in the caudate (stress response) and putamen (endothelial pathways) respectively. Later and earlier-onset Parkinson's disease were molecularly distinct, and disease duration was associated with changes in caudate (oligodendrocyte development) and putamen (cellular senescence), respectively. Transcriptome patterns in the postmortem Parkinson's disease brain were also evident in antemortem peripheral blood, and correlated with clinical features of the disease. Together, these findings identify molecular signatures in Parkinson's disease patients' brain and blood of potential pathophysiologic and prognostic importance.


Subject(s)
Parkinson Disease , Humans , Parkinson Disease/metabolism , Transcriptome , Brain/metabolism , Corpus Striatum/metabolism , Putamen
6.
Elife ; 122023 Jun 22.
Article in English | MEDLINE | ID: mdl-37347149

ABSTRACT

Somatostatin interneurons are the earliest born population of cortical inhibitory cells. They are crucial to support normal brain development and function; however, the mechanisms underlying their integration into nascent cortical circuitry are not well understood. In this study, we begin by demonstrating that the maturation of somatostatin interneurons in mouse somatosensory cortex is activity dependent. We then investigated the relationship between activity, alternative splicing, and synapse formation within this population. Specifically, we discovered that the Nova family of RNA-binding proteins are activity-dependent and are essential for the maturation of somatostatin interneurons, as well as their afferent and efferent connectivity. Within this population, Nova2 preferentially mediates the alternative splicing of genes required for axonal formation and synaptic function independently from its effect on gene expression. Hence, our work demonstrates that the Nova family of proteins through alternative splicing are centrally involved in coupling developmental neuronal activity to cortical circuit formation.


Subject(s)
Alternative Splicing , Interneurons , Mice , Animals , Interneurons/physiology , Neurons/physiology , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism , Somatostatin/metabolism
7.
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
8.
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
10.
Genes Dev ; 36(3-4): 180-194, 2022 02 01.
Article in English | MEDLINE | ID: mdl-35058317

ABSTRACT

Mechanisms regulating meiotic progression in mammals are poorly understood. The N6-methyladenosine (m6A) reader and 3' → 5' RNA helicase YTHDC2 switches cells from mitotic to meiotic gene expression programs and is essential for meiotic entry, but how this critical cell fate change is accomplished is unknown. Here, we provide insight into its mechanism and implicate YTHDC2 in having a broad role in gene regulation during multiple meiotic stages. Unexpectedly, mutation of the m6A-binding pocket of YTHDC2 had no detectable effect on gametogenesis and mouse fertility, suggesting that YTHDC2 function is m6A-independent. Supporting this conclusion, CLIP data defined YTHDC2-binding sites on mRNA as U-rich and UG-rich motif-containing regions within 3' UTRs and coding sequences, distinct from the sites that contain m6A during spermatogenesis. Complete loss of YTHDC2 during meiotic entry did not substantially alter translation of its mRNA binding targets in whole-testis ribosome profiling assays but did modestly affect their steady-state levels. Mutation of the ATPase motif in the helicase domain of YTHDC2 did not affect meiotic entry, but it blocked meiotic prophase I progression, causing sterility. Our findings inform a model in which YTHDC2 binds transcripts independent of m6A status and regulates gene expression during multiple stages of meiosis by distinct mechanisms.


Subject(s)
Meiosis , RNA Helicases , Animals , Gene Expression Regulation , Male , Mammals/genetics , Meiosis/genetics , Mice , RNA Helicases/genetics , RNA Helicases/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , Spermatogenesis/genetics
11.
Elife ; 102021 12 23.
Article in English | MEDLINE | ID: mdl-34939924

ABSTRACT

Neurons rely on translation of synaptic mRNAs in order to generate activity-dependent changes in plasticity. Here, we develop a strategy combining compartment-specific crosslinking immunoprecipitation (CLIP) and translating ribosome affinity purification (TRAP) in conditionally tagged mice to precisely define the ribosome-bound dendritic transcriptome of CA1 pyramidal neurons. We identify CA1 dendritic transcripts with differentially localized mRNA isoforms generated by alternative polyadenylation and alternative splicing, including many that have altered protein-coding capacity. Among dendritic mRNAs, FMRP targets were found to be overrepresented. Cell-type-specific FMRP-CLIP and TRAP in microdissected CA1 neuropil revealed 383 dendritic FMRP targets and suggests that FMRP differentially regulates functionally distinct modules in CA1 dendrites and cell bodies. FMRP regulates ~15-20% of mRNAs encoding synaptic functions and 10% of chromatin modulators, in the dendrite and cell body, respectively. In the absence of FMRP, dendritic FMRP targets had increased ribosome association, consistent with a function for FMRP in synaptic translational repression. Conversely, downregulation of FMRP targets involved in chromatin regulation in cell bodies suggests a role for FMRP in stabilizing mRNAs containing stalled ribosomes in this compartment. Together, the data support a model in which FMRP regulates the translation and expression of synaptic and nuclear proteins within different compartments of a single neuronal cell type.


The brain has over 100 billion neurons that together form vast networks to relay electrical signals. A neuron receives electrical signals from other neurons via branch-like structures known as dendrites. The signals then travel into the cell body of the neuron. If their sum reaches a threshold, they fire a new signal through a single outgoing projection known as the axon, which is connected to the dendrites of other neurons. A single neuron has thousands of dendrites that each receive inputs from different axons, and it is thought that the strengthening and weakening of these dendritic connections enables us to learn and store memories. Dendrites are filled with molecules known as messenger ribonucleic acids (mRNAs) that act as templates to make proteins. Axonal signals reaching the dendrites can trigger these mRNAs to make new proteins that strengthen or weaken the connections between the two neurons, which is believed to be necessary for generating long-term memories. A protein called FMRP is found in both the cell body and dendrites and is able to bind to and regulate the ability of mRNAs to make proteins. A loss of the gene encoding FMRP is the most common cause of inherited intellectual disability and autism in humans, but it remains unclear precisely what role this protein plays in learning and memory. Hale et al. used genetic and bioinformatics approaches to specifically study mRNAs in the dendrites and the cell body of a specific type of neuron involved in memory in mice. The experiments revealed that FMRP played different roles in the dendrites and cell body. In the dendrites, FMRP interacted with mRNAs encoding proteins that can change how the neuron responds to a signal from a neighboring neuron and may alter how strong the connections between the neurons are. On the other hand, FMRP in the cell body modulated the activities of mRNAs encoding proteins that in turn regulate the activities of genes. These findings change the way we think about how memory may work by suggesting that groups of mRNAs encoding proteins with certain activities are found in distinct parts of a single neuron. These observations offer new ways to approach intellectual disabilities and autism spectrum disorder.


Subject(s)
Cell Body/physiology , Dendrites/physiology , Fragile X Mental Retardation Protein/genetics , Gene Expression Regulation , Pyramidal Cells/physiology , RNA, Messenger/genetics , Animals , Female , Male , Mice , Mice, Inbred C57BL , Neuronal Plasticity/physiology , Pyramidal Cells/classification , Transcriptome
12.
Nucleic Acids Res ; 49(12): 6849-6862, 2021 07 09.
Article in English | MEDLINE | ID: mdl-34157123

ABSTRACT

Circular RNAs (circRNAs) are highly expressed in the brain and their expression increases during neuronal differentiation. The factors regulating circRNAs in the developing mouse brain are unknown. NOVA1 and NOVA2 are neural-enriched RNA-binding proteins with well-characterized roles in alternative splicing. Profiling of circRNAs from RNA-seq data revealed that global circRNA levels were reduced in embryonic cortex of Nova2 but not Nova1 knockout mice. Analysis of isolated inhibitory and excitatory cortical neurons lacking NOVA2 revealed an even more dramatic reduction of circRNAs and establishes a widespread role for NOVA2 in enhancing circRNA biogenesis. To investigate the cis-elements controlling NOVA2-regulation of circRNA biogenesis, we generated a backsplicing reporter based on the Efnb2 gene. We found that NOVA2-mediated backsplicing of circEfnb2 was impaired when YCAY clusters located in flanking introns were mutagenized. CLIP (cross-linking and immunoprecipitation) and additional reporter analyses demonstrated the importance of NOVA2 binding sites located in both flanking introns of circRNA loci. NOVA2 is the first RNA-binding protein identified to globally promote circRNA biogenesis in the developing brain.


Subject(s)
Antigens, Neoplasm/physiology , Brain/metabolism , Neurons/metabolism , RNA, Circular/metabolism , RNA-Binding Proteins/physiology , Alternative Splicing , Animals , Antigens, Neoplasm/genetics , Antigens, Neoplasm/metabolism , Binding Sites , Brain/embryology , Ephrin-B2/genetics , Exons , Gene Expression Regulation , HEK293 Cells , Humans , Introns , Mice, Knockout , Neuro-Oncological Ventral Antigen , Nucleotide Motifs , RNA, Circular/chemistry , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism
13.
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
15.
Genes Dev ; 35(9-10): 771-781, 2021 05 01.
Article in English | MEDLINE | ID: mdl-33832988

ABSTRACT

MicroRNAs (miRNAs) are short, noncoding RNAs that associate with Argonaute (AGO) to influence mRNA stability and translation, thereby regulating cellular determination and phenotype. While several individual miRNAs have been shown to control adipocyte function, including energy storage in white fat and energy dissipation in brown fat, a comprehensive analysis of miRNA activity in these tissues has not been performed. We used high-throughput sequencing of RNA isolated by cross-linking immunoprecipitation (HITS-CLIP) to comprehensively characterize the network of high-confidence, in vivo mRNA:miRNA interactions across white and brown fat, revealing >20,000 unique AGO binding sites. When coupled with miRNA and mRNA sequencing, we found an inverse correlation between depot-enriched miRNAs and their targets. To illustrate the functionality of our HITS-CLIP data set in identifying specific miRNA:mRNA interactions, we show that miR-29 is a novel regulator of leptin, an adipocyte-derived hormone that coordinates food intake and energy homeostasis. Two independent miR-29 binding sites in the leptin 3' UTR were validated using luciferase assays, and miR-29 gain and loss of function modulated leptin mRNA and protein secretion in primary adipocytes. This work represents the only experimentally generated miRNA targetome in adipose tissue and identifies multiple regulatory pathways that may specify the unique identities of white and brown fat.


Subject(s)
Adipose Tissue/cytology , Adipose Tissue/metabolism , Argonaute Proteins/metabolism , Chromatin Immunoprecipitation Sequencing , Gene Expression Regulation , MicroRNAs/metabolism , Adipocytes/cytology , Adipocytes/metabolism , Animals , Binding Sites/genetics , Cells, Cultured , Mice , Mice, Inbred C57BL , RNA, Messenger/metabolism
16.
N Engl J Med ; 384(23): 2212-2218, 2021 06 10.
Article in English | MEDLINE | ID: mdl-33882219

ABSTRACT

Emerging variants of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) are of clinical concern. In a cohort of 417 persons who had received the second dose of BNT162b2 (Pfizer-BioNTech) or mRNA-1273 (Moderna) vaccine at least 2 weeks previously, we identified 2 women with vaccine breakthrough infection. Despite evidence of vaccine efficacy in both women, symptoms of coronavirus disease 2019 developed, and they tested positive for SARS-CoV-2 by polymerase-chain-reaction testing. Viral sequencing revealed variants of likely clinical importance, including E484K in 1 woman and three mutations (T95I, del142-144, and D614G) in both. These observations indicate a potential risk of illness after successful vaccination and subsequent infection with variant virus, and they provide support for continued efforts to prevent and diagnose infection and to characterize variants in vaccinated persons. (Funded by the National Institutes of Health and others.).


Subject(s)
Antibodies, Neutralizing/blood , COVID-19 Vaccines , COVID-19/virology , Mutation , SARS-CoV-2/genetics , 2019-nCoV Vaccine mRNA-1273 , Aged , Antibodies, Viral/blood , BNT162 Vaccine , COVID-19/diagnosis , Female , Humans , Middle Aged , Neutralization Tests , Phylogeny , Polymerase Chain Reaction , SARS-CoV-2/immunology , SARS-CoV-2/isolation & purification , Sequence Analysis, RNA , Spike Glycoprotein, Coronavirus/genetics , Viral Load
17.
Nat Genet ; 53(2): 166-173, 2021 02.
Article in English | MEDLINE | ID: mdl-33462483

ABSTRACT

Despite the strong genetic basis of psychiatric disorders, the underlying molecular mechanisms are largely unmapped. RNA-binding proteins (RBPs) are responsible for most post-transcriptional regulation, from splicing to translation to localization. RBPs thus act as key gatekeepers of cellular homeostasis, especially in the brain. However, quantifying the pathogenic contribution of noncoding variants impacting RBP target sites is challenging. Here, we leverage a deep learning approach that can accurately predict the RBP target site dysregulation effects of mutations and discover that RBP dysregulation is a principal contributor to psychiatric disorder risk. RBP dysregulation explains a substantial amount of heritability not captured by large-scale molecular quantitative trait loci studies and has a stronger impact than common coding region variants. We share the genome-wide profiles of RBP dysregulation, which we use to identify DDHD2 as a candidate schizophrenia risk gene. This resource provides a new analytical framework to connect the full range of RNA regulation to complex disease.


Subject(s)
Mental Disorders/genetics , Phospholipases/genetics , RNA-Binding Proteins/genetics , 3' Untranslated Regions , Deep Learning , Gene Expression Regulation , Gene Frequency , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Mutation , Nuclear Factor 90 Proteins/genetics , Peptide Elongation Factors/genetics , Polymorphism, Single Nucleotide , Quantitative Trait Loci , RNA Helicases/genetics , RNA Processing, Post-Transcriptional , Ribonucleoprotein, U5 Small Nuclear/genetics , Schizophrenia/genetics , Trans-Activators/genetics
18.
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
19.
N Engl J Med ; 383(16): 1595-1596, 2020 10 15.
Article in English | MEDLINE | ID: mdl-33053295
20.
Annu Rev Neurosci ; 43: 509-533, 2020 07 08.
Article in English | MEDLINE | ID: mdl-32640929

ABSTRACT

Autism is a common and complex neurologic disorder whose scientific underpinnings have begun to be established in the past decade. The essence of this breakthrough has been a focus on families, where genetic analyses are strongest, versus large-scale, case-control studies. Autism genetics has progressed in parallel with technology, from analyses of copy number variation to whole-exome sequencing (WES) and whole-genome sequencing (WGS). Gene mutations causing complete loss of function account for perhaps one-third of cases, largely detected through WES. This limitation has increased interest in understanding the regulatory variants of genes that contribute in more subtle ways to the disorder. Strategies combining biochemical analysis of gene regulation, WGS analysis of the noncoding genome, and machine learning have begun to succeed. The emerging picture is that careful control of the amounts of transcription, mRNA, and proteins made by key brain genes-stoichiometry-plays a critical role in defining the clinical features of autism.


Subject(s)
Autism Spectrum Disorder/genetics , Autistic Disorder/genetics , DNA Copy Number Variations/genetics , Exome/genetics , DNA Copy Number Variations/physiology , Humans , Mutation/genetics , Exome Sequencing/methods
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