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1.
ACS Chem Neurosci ; 14(22): 3993-4012, 2023 11 15.
Article in English | MEDLINE | ID: mdl-37903506

ABSTRACT

Copy number variants (CNVs) that delete or duplicate 30 genes within the 16p11.2 genomic region give rise to a range of neurodevelopmental phenotypes with high penetrance in humans. Despite the identification of this small region, the mechanisms by which 16p11.2 CNVs lead to disease are unclear. Relevant models, such as human cortical organoids (hCOs), are needed to understand the human-specific mechanisms of neurodevelopmental disease. We generated hCOs from 17 patients and controls, profiling 167,958 cells with single-cell RNA-sequencing analysis, which revealed neuronal-specific differential expression of genes outside the 16p11.2 region that are related to cell-cell adhesion, neuronal projection growth, and neurodevelopmental disorders. Furthermore, 16p11.2 deletion syndrome organoids exhibited reduced mRNA and protein levels of RBFOX1, a gene that can also harbor CNVs linked to neurodevelopmental phenotypes. We found that the genes previously shown to be regulated by RBFOX1 are also perturbed in organoids from patients with the 16p11.2 deletion syndrome and thus identified a novel link between independent CNVs associated with neuronal development and autism. Overall, this work suggests convergent signaling, which indicates the possibility of a common therapeutic mechanism across multiple rare neuronal diseases.


Subject(s)
Chromosome Deletion , DNA Copy Number Variations , Humans , DNA Copy Number Variations/genetics , Brain , Phenotype , Organoids , RNA Splicing Factors/genetics
2.
PLoS One ; 16(7): e0254134, 2021.
Article in English | MEDLINE | ID: mdl-34197556

ABSTRACT

A reliable, remote, and continuous real-time respiratory sound monitor with automated respiratory sound analysis ability is urgently required in many clinical scenarios-such as in monitoring disease progression of coronavirus disease 2019-to replace conventional auscultation with a handheld stethoscope. However, a robust computerized respiratory sound analysis algorithm for breath phase detection and adventitious sound detection at the recording level has not yet been validated in practical applications. In this study, we developed a lung sound database (HF_Lung_V1) comprising 9,765 audio files of lung sounds (duration of 15 s each), 34,095 inhalation labels, 18,349 exhalation labels, 13,883 continuous adventitious sound (CAS) labels (comprising 8,457 wheeze labels, 686 stridor labels, and 4,740 rhonchus labels), and 15,606 discontinuous adventitious sound labels (all crackles). We conducted benchmark tests using long short-term memory (LSTM), gated recurrent unit (GRU), bidirectional LSTM (BiLSTM), bidirectional GRU (BiGRU), convolutional neural network (CNN)-LSTM, CNN-GRU, CNN-BiLSTM, and CNN-BiGRU models for breath phase detection and adventitious sound detection. We also conducted a performance comparison between the LSTM-based and GRU-based models, between unidirectional and bidirectional models, and between models with and without a CNN. The results revealed that these models exhibited adequate performance in lung sound analysis. The GRU-based models outperformed, in terms of F1 scores and areas under the receiver operating characteristic curves, the LSTM-based models in most of the defined tasks. Furthermore, all bidirectional models outperformed their unidirectional counterparts. Finally, the addition of a CNN improved the accuracy of lung sound analysis, especially in the CAS detection tasks.


Subject(s)
COVID-19/physiopathology , Lung/physiopathology , Respiratory Sounds/physiopathology , Adult , Aged , Aged, 80 and over , Benchmarking , COVID-19/diagnosis , Databases, Factual , Disease Progression , Female , Humans , Male , Middle Aged , Neural Networks, Computer , Respiration
3.
Proc Natl Acad Sci U S A ; 116(6): 2181-2186, 2019 02 05.
Article in English | MEDLINE | ID: mdl-30674673

ABSTRACT

Angelman syndrome (AS) is a severe neurodevelopmental disorder caused by the loss of function from the maternal allele of UBE3A, a gene encoding an E3 ubiquitin ligase. UBE3A is only expressed from the maternally inherited allele in mature human neurons due to tissue-specific genomic imprinting. Imprinted expression of UBE3A is restricted to neurons by expression of UBE3A antisense transcript (UBE3A-ATS) from the paternally inherited allele, which silences the paternal allele of UBE3A in cis However, the mechanism restricting UBE3A-ATS expression and UBE3A imprinting to neurons is not understood. We used CRISPR/Cas9-mediated genome editing to functionally define a bipartite boundary element critical for neuron-specific expression of UBE3A-ATS in humans. Removal of this element led to up-regulation of UBE3A-ATS without repressing paternal UBE3A However, increasing expression of UBE3A-ATS in the absence of the boundary element resulted in full repression of paternal UBE3A, demonstrating that UBE3A imprinting requires both the loss of function from the boundary element as well as the up-regulation of UBE3A-ATS These results suggest that manipulation of the competition between UBE3A-ATS and UBE3A may provide a potential therapeutic approach for AS.


Subject(s)
Chromatin/genetics , Genomic Imprinting , Neurons/metabolism , Ubiquitin-Protein Ligases/genetics , Angelman Syndrome/genetics , Binding Sites , Chromatin/metabolism , Epistasis, Genetic , Exons , Gene Expression , Gene Expression Regulation , Induced Pluripotent Stem Cells/cytology , Induced Pluripotent Stem Cells/metabolism , Protein Binding , RNA, Antisense , RNA, Long Noncoding , Sequence Deletion
4.
Sci Rep ; 6: 25368, 2016 05 05.
Article in English | MEDLINE | ID: mdl-27146458

ABSTRACT

Angelman Syndrome (AS) is a rare neurodevelopmental disorder caused by loss of function of the maternally inherited copy of UBE3A, an imprinted gene expressed biallelically in most tissues, but expressed exclusively from the maternal allele in neurons. Active transcription of the neuron-specific long non-coding RNA (lncRNA), UBE3A-ATS, has been shown to silence paternal UBE3A. We hypothesized that alternative splicing factors RBFOX2 and RBFOX1 might mediate splicing changes and result in the transcription of UBE3A-ATS in neurons. We found that RBFOX2 and RBFOX1 both bind to UBE3A-ATS transcript in neurons, but are not required for gene expression and/or neuron-specific processing in the SNURF/SNRPN-UBE3A region. However, we found that depletion of RBFOX2 causes a proliferation phenotype in immature neural cultures, suggesting that RBFOX2 is involved in division versus differentiation decisions in iPSC-derived neural progenitors. Absence of RBFOX2 also altered the expression of some genes that are important for glutamatergic neocortical development and Wnt-Frizzled signalling in mature neuronal cultures. Our data show that while RBFOX1 and RBFOX2 do not mediate neuron-specific processing of UBE3A-ATS, these proteins play important roles in developing neurons and are not completely functionally redundant.


Subject(s)
Induced Pluripotent Stem Cells/cytology , Neurons/cytology , RNA Splicing Factors/metabolism , RNA, Long Noncoding/genetics , Repressor Proteins/metabolism , Animals , Cell Differentiation , Cell Proliferation , Cells, Cultured , Fibroblasts/cytology , Genomic Imprinting , Humans , Induced Pluripotent Stem Cells/metabolism , Mice , Neurons/metabolism , RNA Splicing Factors/genetics , Repressor Proteins/genetics , Wnt Signaling Pathway
5.
Methods Mol Biol ; 1353: 45-64, 2016.
Article in English | MEDLINE | ID: mdl-25520291

ABSTRACT

Induced pluripotent stem cell (iPSC) technology has allowed for the invaluable modeling of many genetic disorders including disorders associated with genomic imprinting. Genomic imprinting involves differential DNA and histone methylation and results in allele-specific gene expression. Most of the epigenetic marks in somatic cells are erased and reestablished during the process of reprogramming into iPSCs. Therefore, in generating models of disorders associated with genomic imprinting, it is important to verify that the imprinting status and allele-specific gene expression patterns of the parental somatic cells are maintained in their derivative iPSCs. Here, we describe three techniques: DNA methylation analysis, allele-specific PCR, and RNA FISH, which we use to analyze genomic imprinting in iPSC models of neurogenetic disorders involving copy number variations of the chromosome 15q11-q13 region.


Subject(s)
Epigenesis, Genetic , Genomic Imprinting , Induced Pluripotent Stem Cells/metabolism , Models, Genetic , Prader-Willi Syndrome/genetics , Alleles , Animals , Cell Differentiation , Cells, Cultured , DNA Copy Number Variations , DNA Methylation , DNA Primers/chemical synthesis , DNA Primers/metabolism , Feeder Cells/cytology , Fibroblasts/cytology , Humans , In Situ Hybridization, Fluorescence/methods , Induced Pluripotent Stem Cells/pathology , Mice , Polymerase Chain Reaction/methods , Prader-Willi Syndrome/diagnosis , Prader-Willi Syndrome/pathology , RNA/genetics , RNA/metabolism , RNA, Small Nucleolar/genetics , RNA, Small Nucleolar/metabolism , Ubiquitin-Protein Ligases/genetics , Ubiquitin-Protein Ligases/metabolism
6.
Hum Mol Genet ; 23(9): 2364-73, 2014 May 01.
Article in English | MEDLINE | ID: mdl-24363065

ABSTRACT

Prader-Willi syndrome (PWS) and Angelman syndrome (AS) are two neurodevelopmental disorders most often caused by deletions of the same region of paternally inherited and maternally inherited human chromosome 15q, respectively. AS is a single gene disorder, caused by the loss of function of the ubiquitin ligase E3A (UBE3A) gene, while PWS is still considered a contiguous gene disorder. Rare individuals with PWS who carry atypical microdeletions on chromosome 15q have narrowed the critical region for this disorder to a 108 kb region that includes the SNORD116 snoRNA cluster and the Imprinted in Prader-Willi (IPW) non-coding RNA. Here we report the derivation of induced pluripotent stem cells (iPSCs) from a PWS patient with an atypical microdeletion that spans the PWS critical region. We show that these iPSCs express brain-specific portions of the transcripts driven by the PWS imprinting center, including the UBE3A antisense transcript (UBE3A-ATS). Furthermore, UBE3A expression is imprinted in most of these iPSCs. These data suggest that UBE3A imprinting in neurons only requires UBE3A-ATS expression, and no other neuron-specific factors. These data also suggest that a boundary element lying within the PWS critical region prevents UBE3A-ATS expression in non-neural tissues.


Subject(s)
Prader-Willi Syndrome/genetics , Prader-Willi Syndrome/metabolism , Sequence Deletion/genetics , Ubiquitin-Protein Ligases/genetics , Ubiquitin-Protein Ligases/metabolism , Angelman Syndrome/genetics , Angelman Syndrome/metabolism , Cell Line , Humans , Immunohistochemistry , Induced Pluripotent Stem Cells/metabolism , Reverse Transcriptase Polymerase Chain Reaction
7.
Nature ; 501(7465): 58-62, 2013 Sep 05.
Article in English | MEDLINE | ID: mdl-23995680

ABSTRACT

Topoisomerases are expressed throughout the developing and adult brain and are mutated in some individuals with autism spectrum disorder (ASD). However, how topoisomerases are mechanistically connected to ASD is unknown. Here we find that topotecan, a topoisomerase 1 (TOP1) inhibitor, dose-dependently reduces the expression of extremely long genes in mouse and human neurons, including nearly all genes that are longer than 200 kilobases. Expression of long genes is also reduced after knockdown of Top1 or Top2b in neurons, highlighting that both enzymes are required for full expression of long genes. By mapping RNA polymerase II density genome-wide in neurons, we found that this length-dependent effect on gene expression was due to impaired transcription elongation. Interestingly, many high-confidence ASD candidate genes are exceptionally long and were reduced in expression after TOP1 inhibition. Our findings suggest that chemicals and genetic mutations that impair topoisomerases could commonly contribute to ASD and other neurodevelopmental disorders.


Subject(s)
Autistic Disorder/genetics , DNA Topoisomerases, Type I/metabolism , Transcription Elongation, Genetic , Animals , DNA Topoisomerases, Type I/deficiency , DNA Topoisomerases, Type II/deficiency , DNA Topoisomerases, Type II/metabolism , DNA-Binding Proteins/antagonists & inhibitors , DNA-Binding Proteins/deficiency , DNA-Binding Proteins/metabolism , Gene Knockdown Techniques , Genomic Imprinting/genetics , Humans , Mice , Mutation/genetics , Poly-ADP-Ribose Binding Proteins , RNA Polymerase II/metabolism , Synapses/metabolism , Topoisomerase Inhibitors/pharmacology , Topotecan/pharmacology , Transcription Elongation, Genetic/drug effects
8.
Comput Methods Programs Biomed ; 97(3): 286-92, 2010 Mar.
Article in English | MEDLINE | ID: mdl-20092907

ABSTRACT

The aging population is a global phenomenon. The skyrocketing costs of healthcare and the shortage of healthcare providers will soon become a crucial issue all over the world. Taiwan's government executed the Taiwan's Telehealth Pilot Project (TTPP) from July 1, 2008 to December 31, 2008, using healthcare information technology to tackle these problems. The system has three different models, the home-care, the community-care, and the residential-care model to assist the elderly in the pursuit of better healthcare and improved quality of life. The results revealed both the home-care and community-care models facilitated timely medical responses if the enrolled patients had emergent conditions. In the home-care model, the hospital readmission rate was reduced from 8.19% to 3.17%, and the hospital visit rate was decreased from 2.95% to 2.90%. In community-care model, the medication nonadherence rate was reduced from 38.20% to 9.20%. In the residential-care model, reduced rates of readmission to the hospital, nosocomial infection and the adverse drug event were found. Telehealth enabled the aged with chronic illnesses to live independently and helped the institutionalized elderly get acute care more efficiently without increased manpower of healthcare organization.


Subject(s)
Long-Term Care , Telemedicine , Pilot Projects , Taiwan
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