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1.
BMC Biol ; 21(1): 220, 2023 10 20.
Artigo em Inglês | MEDLINE | ID: mdl-37858135

RESUMO

BACKGROUND: Through alternative splicing, most human genes produce multiple isoforms in a cell-, tissue-, and disease-specific manner. Numerous studies show that alternative splicing is essential for development, diseases, and their treatments. Despite these important examples, the extent and biological relevance of splicing are currently unknown. RESULTS: To solve this problem, we developed pairedGSEA and used it to profile transcriptional changes in 100 representative RNA-seq datasets. Our systematic analysis demonstrates that changes in splicing, on average, contribute to 48.1% of the biological signal in expression analyses. Gene-set enrichment analysis furthermore indicates that expression and splicing both convey shared and distinct biological signals. CONCLUSIONS: These findings establish alternative splicing as a major regulator of the human condition and suggest that most contemporary RNA-seq studies likely miss out on critical biological insights. We anticipate our results will contribute to the transition from a gene-centric to an isoform-centric research paradigm.


Assuntos
Perfilação da Expressão Gênica , Splicing de RNA , Humanos , Perfilação da Expressão Gênica/métodos , Processamento Alternativo , RNA-Seq , Análise de Sequência de RNA/métodos , Isoformas de Proteínas/genética
2.
BMC Genomics ; 24(1): 108, 2023 Mar 13.
Artigo em Inglês | MEDLINE | ID: mdl-36915055

RESUMO

The Iso-Seq method of full-length cDNA sequencing is suitable to quantify differentially expressed genes (DEGs), transcripts (DETs) and transcript usage (DTU). However, the higher cost of Iso-Seq relative to RNA-seq has limited the comparison of both methods. Transcript abundance estimated by RNA-seq and deep Iso-Seq data for fetal liver from two cattle subspecies were compared to evaluate concordance. Inter-sample correlation of gene- and transcript-level abundance was higher within technology than between technologies. Identification of DEGs between the cattle subspecies depended on sequencing method with only 44 genes identified by both that included 6 novel genes annotated by Iso-Seq. There was a pronounced difference between Iso-Seq and RNA-seq results at transcript-level wherein Iso-Seq revealed several magnitudes more transcript abundance and usage differences between subspecies. Factors influencing DEG identification included size selection during Iso-Seq library preparation, average transcript abundance, multi-mapping of RNA-seq reads to the reference genome, and overlapping coordinates of genes. Some DEGs called by RNA-seq alone appear to be sequence duplication artifacts. Among the 44 DEGs identified by both technologies some play a role in immune system, thyroid function and cell growth. Iso-Seq revealed hidden transcriptional complexity in DEGs, DETs and DTU genes between cattle subspecies previously missed by RNA-seq.


Assuntos
Genoma , Transcriptoma , Bovinos/genética , Animais , RNA-Seq , Isoformas de Proteínas/genética , Biblioteca Gênica , Processamento Alternativo , Análise de Sequência de RNA , Perfilação da Expressão Gênica , Sequenciamento de Nucleotídeos em Larga Escala/métodos
3.
Cell Mol Life Sci ; 79(11): 560, 2022 Oct 21.
Artigo em Inglês | MEDLINE | ID: mdl-36269420

RESUMO

Alzheimer's disease is a chronic neurodegenerative disease that accounts for up to 80% of all dementias. Characterised by deteriorations of memory and cognitive function, the key neuropathological features are accumulations of ß-amyloid and hyperphosphorylated tau, as 'plaques' and 'tangles', respectively. Despite extensive study, however, the exact mechanism underlying aggregate formation in Alzheimer's disease remains elusive, as does the contribution of these aggregates to disease progression. Importantly, a recent evaluation of current Alzheimer's disease animal models suggested that rodent models are not able to fully recapitulate the pathological intricacies of the disease as it occurs in humans. Therefore, increasing attention is being paid to species that might make good alternatives to rodents for studying the molecular pathology of Alzheimer's disease. The sheep (Ovis aries) is one such species, although to date, there have been few molecular studies relating to Alzheimer's disease in sheep. Here, we investigated the Alzheimer's disease relevant histopathological characteristics of 22 sheep, using anti-ß-amyloid (Abcam 12267 and mOC64) and phosphorylation specific anti-tau (AT8 and S396) antibodies. We identified numerous intraneuronal aggregates of both ß-amyloid and tau that are consistent with early Alzheimer's disease-like pathology. We confirmed the expression of two 3-repeat (1N3R, 2N3R) and two 4-repeat (1N4R, 2N4R) tau isoforms in the ovine brain, which result from the alternative splicing of two tau exons. Finally, we investigated the phosphorylation status of the serine396 residue in 30 sheep, and report that the phosphorylation of this residue begins in sheep aged as young as 2 years. Together, these data show that sheep exhibit naturally occurring ß-amyloid and tau pathologies, that reflect those that occur in the early stages of Alzheimer's disease. This is an important step towards the validation of the sheep as a feasible large animal species in which to model Alzheimer's disease.


Assuntos
Doença de Alzheimer , Doenças Neurodegenerativas , Proteínas tau , Idoso , Animais , Doença de Alzheimer/metabolismo , Doença de Alzheimer/patologia , Peptídeos beta-Amiloides/metabolismo , Doenças Neurodegenerativas/metabolismo , Doenças Neurodegenerativas/patologia , Isoformas de Proteínas/genética , Ovinos , Carneiro Doméstico/metabolismo , Proteínas tau/química , Proteínas tau/metabolismo
4.
Int J Mol Sci ; 23(23)2022 Nov 30.
Artigo em Inglês | MEDLINE | ID: mdl-36499379

RESUMO

Accelerated postsynaptic remodelling and disturbance of neuromuscular transmission are common features of autoimmune neurodegenerative diseases. Homer protein isoform expression, crosslinking activity and neuromuscular subcellular localisation are studied in mouse hind limb muscles of an experimentally induced autoimmune model of Myasthenia Gravis (EAMG) and correlated to motor end plate integrity. Soleus (SOL), extensor digitorum longus (EDL) and gastrocnemius (GAS) skeletal muscles are investigated. nAChR membrane clusters were studied to monitor neuromuscular junction (NMJ) integrity. Fibre-type cross-sectional area (CSA) analysis is carried out in order to determine the extent of muscle atrophy. Our findings clearly showed that crosslinking activity of Homer long forms (Homer 1b/c and Homer2a/b) are decreased in slow-twitch and increased in fast-twitch muscle of EAMG whereas the short form of Homer that disrupts Homer crosslinking (Homer1a) is upregulated in slow-twitch muscle only. Densitometry analysis showed a 125% increase in Homer protein expression in EDL, and a 45% decrease in SOL of EAMG mice. In contrast, nAChR fluorescence pixel intensity decreased in endplates of EAMG mice, more distinct in type-I dominant SOL muscle. Morphometric CSA of EAMG vs. control (CTR) revealed a significant reduction in EDL but not in GAS and SOL. Taken together, these results indicate that postsynaptic Homer signalling is impaired in slow-twitch SOL muscle from EAMG mice and provide compelling evidence suggesting a functional coupling between Homer and nAChR, underscoring the key role of Homer in skeletal muscle neurophysiology.


Assuntos
Miastenia Gravis , Junção Neuromuscular , Camundongos , Animais , Junção Neuromuscular/metabolismo , Músculo Esquelético/metabolismo , Atrofia Muscular/metabolismo , Placa Motora , Modelos Animais de Doenças , Proteínas de Arcabouço Homer/metabolismo
5.
Indian J Microbiol ; 62(4): 583-601, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36458226

RESUMO

Expression of genome-wide alternative transcript isoforms and differential transcript isoform usage in different biological conditions (isoform switching) are responsible for the varied proteomic functional diversity in higher eukaryotic organisms. However, these mechanisms have not been studied in Candida glabrata, which is a potent eukaryotic opportunistic pathogen. Biofilm formation is an important virulence factor of C. glabrata that withstands antifungal drug stress and overcomes the host-immune response. Here, we present the genome-wide differential transcript isoform expression (DTE) and differential transcript isoform usage (DTU) in a mature biofilm growth phase of C. glabrata (clinical isolate; NCCPF 100,037) using the RNA sequencing approach. The DTE analysis generated 7837 transcript isoforms from the C. glabrata genome (5293 genes in total), and revealed that transcript isoforms generated from 292 genes showed significant DTU in the mature biofilm cells. Gene ontology, pathway analysis and protein-protein interactions of significant transcript isoforms, further substantiated that their specific expression and differential usage is required for transitioning the planktonic cells to biofilm in C. glabrata. The present study reported the possible role of expression of alternative transcript isoforms and differential transcript isoform usage in the mature biofilms of C. glabrata. The observation derived from the study may prove to be beneficial for making future antifungal therapeutic strategies. Supplementary Information: The online version contains supplementary material available at 10.1007/s12088-022-01036-7.

6.
BMC Genomics ; 22(1): 780, 2021 Oct 30.
Artigo em Inglês | MEDLINE | ID: mdl-34717556

RESUMO

BACKGROUND: The evaluation of alternative splicing, including differential isoform expression and differential exon usage, can provide some insights on the transcriptional changes that occur in response to environmental perturbations. Maternal nutrition is considered a major intrauterine regulator of fetal developmental programming. The objective of this study was to assess potential changes in splicing events in the longissimus dorsi muscle of beef calves gestated under control or methionine-rich diets. RNA sequencing and whole-genome bisulfite sequencing were used to evaluate muscle transcriptome and methylome, respectively. RESULTS: Alternative splicing patterns were significantly altered by maternal methionine supplementation. Most of the altered genes were directly implicated in muscle development, muscle physiology, ATP activities, RNA splicing and DNA methylation, among other functions. Interestingly, there was a significant association between DNA methylation and differential exon usage. Indeed, among the set of genes that showed differential exon usage, significant differences in methylation level were detected between significant and non-significant exons, and between contiguous and non-contiguous introns to significant exons. CONCLUSIONS: Overall, our findings provide evidence that a prenatal diet rich in methyl donors can significantly alter the offspring transcriptome, including changes in isoform expression and exon usage, and some of these changes are mediated by changes in DNA methylation.


Assuntos
Metilação de DNA , Metionina , Processamento Alternativo , Animais , Bovinos , Suplementos Nutricionais , Feminino , Metionina/metabolismo , Músculo Esquelético/metabolismo , Gravidez
7.
BMC Genomics ; 22(Suppl 3): 754, 2021 Oct 21.
Artigo em Inglês | MEDLINE | ID: mdl-34674656

RESUMO

BACKGROUND: Various epigenetic factors are responsible for the non-genetic regulation on gene expression. The epigenetically dysregulated oncogenes or tumor suppressors by miRNA and/or DNA methylation are often observed in cancer cells. Each of these epigenetic regulators has been studied well in cancer progressions; however, their mutual regulatory relationship in cancer still remains unclear. In this study, we propose an integrative framework to systematically investigate epigenetic interactions between miRNA and methylation at the alternatively spliced mRNA level in bladder cancer. Each of these epigenetic regulators has been studied well in cancer progressions; however, their mutual regulatory relationship in cancer still remains unclear. RESULTS: The integrative analyses yielded 136 significant combinations (methylation, miRNA and isoform). Further, overall survival analysis on the 136 combinations based on methylation and miRNA, high and low expression groups resulted in 13 combinations associated with survival. Additionally, different interaction patterns were examined. CONCLUSIONS: Our study provides a higher resolution of molecular insight into the crosstalk between two epigenetic factors, DNA methylation and miRNA. Given the importance of epigenetic interactions and alternative splicing in cancer, it is timely to identify and understand the underlying mechanisms based on epigenetic markers and their interactions in cancer, leading to alternative splicing with primary functional impact.


Assuntos
MicroRNAs , Neoplasias da Bexiga Urinária , Metilação de DNA , Epigênese Genética , Humanos , MicroRNAs/genética , MicroRNAs/metabolismo , Isoformas de Proteínas , Neoplasias da Bexiga Urinária/genética
8.
Subcell Biochem ; 94: 163-194, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32189299

RESUMO

Hemoglobin is the respiratory protein of many arthropods, enhancing the oxygen transport capacity of the hemolymph. One example, that has been subject of extensive studies, is the hemoglobin of the crustacean genus Daphnia. Here the characteristics of this oxygen binding protein are reviewed. The genetic structure is the result of repeated duplication events in the evolution, leading to a variety of di-domain isoforms. Adjustments to environmental changes thus result from differential expression of these paralogs. The biochemical properties, including spectral characteristics, concentration ranges, molecular mass of monomers and native oligomers, are compared. Structural differences between isoforms can be correlated to functional properties of oxygen binding characteristics. The mechanism of hemoglobin induction via hypoxia-inducible factor 1 allows the response to altered oxygen and temperature conditions. Changes of the hemoglobin suite in quantity and functional quality can be linked to their benefits for the animals' physiological performance. However, there is a large inter- and intra-specific variability of this induction potential. The consequences of altered hemoglobin characteristics for the animals' success within their habitat are discussed.


Assuntos
Artrópodes/metabolismo , Daphnia/metabolismo , Hemoglobinas/metabolismo , Animais , Oxigênio/metabolismo , Temperatura
9.
Anim Biotechnol ; 30(3): 260-266, 2019 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-30264664

RESUMO

A feeding trial for 91 days was conducted to investigate effects of active immunization against porcine Sox6 (pSox6) on meat quality and myosin heavy chain (MyHC) isoform expression in growing-finishing pigs. Twenty-four castrated Duroc × Landrace × Yarkshire pigs were randomly divided into three groups: (1) Control group; (2) 1 mg/head pSox6 active immunity group; (3) 4 mg/head pSox6 active immunity group (4 mg/head group). The results showed that pigs in 4 mg/head group had a greater a* (Redness) and a higher marbling score, while no significant effect was observed in L* (Lightness), b* (Yellowness), intramuscular fat and cooking loss. Muscle succinic dehydrogenase activity in pSox6 active immunization groups was significantly increased, and muscle lactate dehydrogenase activity was significantly reduced. Meanwhile, active immunization against pSox6 upregulated the mRNA expression of MyHC I, while no effect was observed on the mRNA expressions of MyHC IIa, MyHC IIx, MyHC IIb. In addition, pigs in the 4 mg/head group exhibited lower Sox6 mRNA level and higher MyHC I protein level, while no significant influence was observed on MyHC IIb protein level. Together, our data imply that active immunization against pSox6 could improve the pork quality and promote the MyHC I expression in growing-finishing pigs.


Assuntos
Anticorpos/sangue , Cadeias Pesadas de Miosina/genética , Miosina não Muscular Tipo IIB/genética , Carne Vermelha/normas , Fatores de Transcrição SOXD/imunologia , Suínos/imunologia , Vacinação/veterinária , Animais , Antígenos/imunologia , Regulação da Expressão Gênica , Isoformas de Proteínas , RNA Mensageiro/genética , Distribuição Aleatória , Suínos/genética , Suínos/crescimento & desenvolvimento
10.
Brief Bioinform ; 17(6): 1024-1031, 2016 11.
Artigo em Inglês | MEDLINE | ID: mdl-26740460

RESUMO

The products of multi-exon genes are a mixture of alternatively spliced isoforms, from which the translated proteins can have similar, different or even opposing functions. It is therefore essential to differentiate and annotate functions for individual isoforms. Computational approaches provide an efficient complement to expensive and time-consuming experimental studies. The input data of these methods range from DNA sequence, to RNA selection pressure, to expressed sequence tags, to full-length complementary DNA, to exon array, to RNA-seq expression, to proteomic data. Notably, RNA-seq technology generates quantitative profiling of transcript expression at the genome scale, with an unprecedented amount of expression data available for developing isoform function prediction methods. Integrative analysis of these data at different molecular levels enables a proteogenomic approach to systematically interrogate isoform functions. Here, we briefly review the state-of-the-art methods according to their input data sources, discuss their advantages and limitations and point out potential ways to improve prediction accuracies.


Assuntos
Proteogenômica , Processamento Alternativo , Sequência de Bases , Simulação por Computador , Perfilação da Expressão Gênica , Isoformas de Proteínas , Proteômica , Análise de Sequência de RNA
11.
Biochim Biophys Acta ; 1834(9): 1704-10, 2013 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-23388388

RESUMO

Daphnia pulex is challenged by severe oxygen and temperature changes in its habitat. In response to hypoxia, the equipment of oxygen transport proteins is adjusted in quantity and quality by differential expression of haemoglobin isoforms. This study focuses on the response of 20°C acclimated animals to elevated temperature using transcriptomic and proteomic approaches. Acute temperature stress (30°C) induced the hypoxia-inducible Hb isoforms most strongly, resulting in an increase of the haemoglobin mRNA pool by 70% within 8h. Long-term-acclimation to moderately elevated temperature (24°C) only evoked minor changes of the Hb mRNA suite. Nevertheless, the concentration of the hemolymph pool of haemoglobin was elevated by 80%. In this case, the constitutive Hb isoforms showed the strongest increase, with Hb01 and Hb02 contributing by 64% to the total amount of respiratory protein. The regulation patterns upon acute temperature stress likely reflect temperature-induced tissue hypoxia, whereas in case of persisting exposure to moderately elevated temperature, acclimation processes enabled the successful return to oxygen homeostasis. This article is part of a Special Issue entitled: Oxygen Binding and Sensing Proteins.


Assuntos
Aclimatação/fisiologia , Daphnia/metabolismo , Hemoglobinas/metabolismo , Hemolinfa/metabolismo , Hipóxia/fisiopatologia , Proteínas/metabolismo , Estresse Fisiológico , Animais , Biomarcadores/metabolismo , Daphnia/crescimento & desenvolvimento , Eletroforese em Gel Bidimensional , Perfilação da Expressão Gênica , Hemoglobinas/genética , Análise de Sequência com Séries de Oligonucleotídeos , Oxigênio/metabolismo , Isoformas de Proteínas , Proteômica , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz , Temperatura
12.
Glia ; 62(4): 535-47, 2014 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-24464872

RESUMO

Histone deacetylase 6 (HDAC6) is a unique member of the HDAC family. It is localized within the cytoplasm and has unique substrate specificities for nonhistone proteins, such as α-tubulin. Furthermore, it plays a major role in protein aggregate formation and recently was demonstrated to interact with the microtubule associated protein tau and tau was identified as a possible substrate for HDAC6 in neurons. This study was undertaken to investigate whether HDAC6 is present in oligodendrocytes and whether it is involved in tubulin and tau acetylation in these cells. We show for the first time that HDAC6 is expressed in cultured rat brain oligodendrocytes. Its inhibition by the specific HDAC6 inhibitor tubastatin A (TST) leads to morphological alterations, microtubule bundling, and tubulin acetylation, and changes in tau-isoform expression and phosphorylation. Furthermore, the microtubule binding activity of tau was reduced. Using the oligodendroglial cell lines OLN-t40 and OLN-t44, which were genetically engineered to express either the longest human tau isoform with four microtubule binding repeats (4R-tau), or the shortest tau isoform with three repeats (3R-tau), respectively, we demonstrate that tau is acetylated by HDAC6 within the 4R-binding domain. Tau acetylation reduced its turnover rate and acetylated tau was degraded slower in these cells. TST and shRNA-mediated knockdown of HDAC6 in oligodendroglia cells caused an increase in pathological hyperphosphorylated tau detectable with the 12E8 antibody. Hence HDAC6 and dysregulation of the deacetylation and acetylation process in oligodendrocytes may contribute to diseases with oligodendroglial pathology.


Assuntos
Inibidores de Histona Desacetilases/farmacologia , Histona Desacetilases/metabolismo , Oligodendroglia/efeitos dos fármacos , Oligodendroglia/metabolismo , Proteínas tau/metabolismo , Acetilação/efeitos dos fármacos , Animais , Animais Recém-Nascidos , Encéfalo/metabolismo , Células Cultivadas , Regulação da Expressão Gênica/efeitos dos fármacos , Desacetilase 6 de Histona , Ácidos Hidroxâmicos/farmacologia , Indóis/farmacologia , Microtúbulos/metabolismo , Oligodendroglia/patologia , Fosforilação/efeitos dos fármacos , Ligação Proteica/efeitos dos fármacos , Ligação Proteica/fisiologia , Processamento de Proteína Pós-Traducional , RNA Interferente Pequeno/genética , RNA Interferente Pequeno/metabolismo , Ratos , Ratos Wistar , Tubulina (Proteína)/metabolismo
13.
Viruses ; 16(2)2024 01 26.
Artigo em Inglês | MEDLINE | ID: mdl-38399969

RESUMO

The high incidence of epithelial malignancies in HIV-1 infected individuals is associated with co-infection with oncogenic viruses, such as high-risk human papillomaviruses (HR HPVs), mostly HPV16. The molecular mechanisms underlying the HIV-1-associated increase in epithelial malignancies are not fully understood. A collaboration between HIV-1 and HR HPVs in the malignant transformation of epithelial cells has long been anticipated. Here, we delineated the effects of HIV-1 reverse transcriptase on the in vitro and in vivo properties of HPV16-infected cervical cancer cells. A human cervical carcinoma cell line infected with HPV16 (Ca Ski) was made to express HIV-1 reverse transcriptase (RT) by lentiviral transduction. The levels of the mRNA of the E6 isoforms and of the factors characteristic to the epithelial/mesenchymal transition were assessed by real-time RT-PCR. The parameters of glycolysis and mitochondrial respiration were determined using Seahorse technology. RT expressing Ca Ski subclones were assessed for the capacity to form tumors in nude mice. RT expression increased the expression of the E6*I isoform, modulated the expression of E-CADHERIN and VIMENTIN, indicating the presence of a hybrid epithelial/mesenchymal phenotype, enhanced glycolysis, and inhibited mitochondrial respiration. In addition, the expression of RT induced phenotypic alterations impacting cell motility, clonogenic activity, and the capacity of Ca Ski cells to form tumors in nude mice. These findings suggest that HIV-RT, a multifunctional protein, affects HPV16-induced oncogenesis, which is achieved through modulation of the expression of the E6 oncoprotein. These results highlight a complex interplay between HIV antigens and HPV oncoproteins potentiating the malignant transformation of epithelial cells.


Assuntos
Carcinoma de Células Escamosas , Transcriptase Reversa do HIV , Papillomavirus Humano 16 , Proteínas Oncogênicas Virais , Neoplasias do Colo do Útero , Animais , Feminino , Humanos , Camundongos , Células Epiteliais/metabolismo , Papillomavirus Humano 16/fisiologia , Camundongos Nus , Proteínas Oncogênicas Virais/genética , Proteínas Oncogênicas Virais/metabolismo , Proteínas E7 de Papillomavirus/genética , Fenótipo , Proteínas Repressoras/genética
14.
Elife ; 122024 Jan 11.
Artigo em Inglês | MEDLINE | ID: mdl-38206124

RESUMO

The protein diversity of mammalian cells is determined by arrays of isoforms from genes. Genetic mutation is essential in species evolution and cancer development. Accurate long-read transcriptome sequencing at single-cell level is required to decipher the spectrum of protein expressions in mammalian organisms. In this report, we developed a synthetic long-read single-cell sequencing technology based on LOOPSeq technique. We applied this technology to analyze 447 transcriptomes of hepatocellular carcinoma (HCC) and benign liver from an individual. Through Uniform Manifold Approximation and Projection analysis, we identified a panel of mutation mRNA isoforms highly specific to HCC cells. The evolution pathways that led to the hyper-mutation clusters in single human leukocyte antigen molecules were identified. Novel fusion transcripts were detected. The combination of gene expressions, fusion gene transcripts, and mutation gene expressions significantly improved the classification of liver cancer cells versus benign hepatocytes. In conclusion, LOOPSeq single-cell technology may hold promise to provide a new level of precision analysis on the mammalian transcriptome.


Assuntos
Células Artificiais , Carcinoma Hepatocelular , Neoplasias Hepáticas , Animais , Humanos , Neoplasias Hepáticas/genética , Carcinoma Hepatocelular/genética , Isoformas de Proteínas/genética , Mamíferos
15.
Comput Struct Biotechnol J ; 21: 2373-2380, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37066125

RESUMO

Single-cell sequencing technologies have revolutionised the life sciences and biomedical research. Single-cell sequencing provides high-resolution data on cell heterogeneity, allowing high-fidelity cell type identification, and lineage tracking. Computational algorithms and mathematical models have been developed to make sense of the data, compensate for errors and simulate the biological processes, which has led to breakthroughs in our understanding of cell differentiation, cell-fate determination and tissue cell composition. The development of long-read (a.k.a. third-generation) sequencing technologies has produced powerful tools for investigating alternative splicing, isoform expression (at the RNA level), genome assembly and the detection of complex structural variants (at the DNA level). In this review, we provide an overview of the recent advancements in single-cell and long-read sequencing technologies, with a particular focus on the computational algorithms that help in correcting, analysing, and interpreting the resulting data. Additionally, we review some mathematical models that use single-cell and long-read sequencing data to study cell-fate determination and alternative splicing, respectively. Moreover, we highlight the emerging opportunities in modelling cell-fate determination that result from the combination of single-cell and long-read sequencing technologies.

16.
G3 (Bethesda) ; 12(3)2022 03 04.
Artigo em Inglês | MEDLINE | ID: mdl-35100340

RESUMO

Understanding hibernation in brown bears (Ursus arctos) can provide insight into some human diseases. During hibernation, brown bears experience periods of insulin resistance, physical inactivity, extreme bradycardia, obesity, and the absence of urine production. These states closely mimic aspects of human diseases such as type 2 diabetes, muscle atrophy, as well as renal and heart failure. The reversibility of these states from hibernation to active season enables the identification of mediators with possible therapeutic value for humans. Recent studies have identified genes and pathways that are differentially expressed between active and hibernation seasons in bears. However, little is known about the role of differential expression of gene isoforms on hibernation physiology. To identify both distinct and novel mRNA isoforms, full-length RNA-sequencing (Iso-Seq) was performed on adipose, skeletal muscle, and liver from three individual bears sampled during both active and hibernation seasons. The existing reference genome annotation was improved by combining it with the Iso-Seq data. Short-read RNA-sequencing data from six individuals were mapped to the new reference annotation to quantify differential isoform usage (DIU) between tissues and seasons. We identified differentially expressed isoforms in all three tissues, to varying degrees. Adipose had a high level of DIU with isoform switching, regardless of whether the genes were differentially expressed. Our analyses revealed that DIU, even in the absence of differential gene expression, is an important mechanism for modulating genes during hibernation. These findings demonstrate the value of isoform expression studies and will serve as the basis for deeper exploration into hibernation biology.


Assuntos
Diabetes Mellitus Tipo 2 , Regulação da Expressão Gênica , Hibernação , Ursidae , Tecido Adiposo/metabolismo , Animais , Diabetes Mellitus Tipo 2/genética , Diabetes Mellitus Tipo 2/metabolismo , Hibernação/genética , Humanos , Isoformas de Proteínas/genética , Isoformas de Proteínas/metabolismo , Ursidae/genética , Ursidae/metabolismo
17.
Comput Struct Biotechnol J ; 19: 5149-5159, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34589189

RESUMO

Transcript isoforms regulated by alternative splicing can substantially impact carcinogenesis, leading to a need to obtain clues for both gene differential expression and malfunctions of isoform distributions in cancer studies. The Cancer Genome Atlas (TCGA) project was launched in 2008 to collect cancer-related genome mutation raw data from the population. While many repositories tried to add insights into the raw data in TCGA, no existing database provides both comprehensive gene-level and isoform-level cancer stage marker investigation and survival analysis. We constructed Cancer DEIso to facilitate in-depth analyses for both gene-level and isoform-level human cancer studies. Patient RNA-seq data, sample sheets, patient clinical data, and human genome datasets were collected and processed in Cancer DEIso. And four functions to search differentially expressed genes/isoforms between cancer stages were implemented: (i) Search potential gene/isoform markers for a specified cancer type and its two stages; (ii) Search potentially induced cancer types and stages for a gene/isoform; (iii) Expression survival analysis on a given gene/isoform for some cancer; (iv) Gene/isoform stage expression comparison visualization. As an example, we demonstrate that Cancer DEIso can indicate potential colorectal cancer isoform diagnostic markers that are not easily detected when only gene-level expressions are considered. Cancer DEIso is available at http://cosbi4.ee.ncku.edu.tw/DEIso/.

18.
Meat Sci ; 171: 108267, 2021 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-32745871

RESUMO

This study aimed to evaluate the expression of calpastatin (CAST) isoforms and their potential associations with fiber type composition (%RA), calpastatin activity (CA) and myofibril fragmentation index (MFI) in three muscles with known differences in tenderness (infraspinatus, triceps brachii and semitendinosus) of Angus steers. Expression of total CAST (CAST-T) and CAST isoforms I, II, III (2-3) and III (2-4) (including or not exon 3) was evaluated by qRT-PCR. CAST expression and CA were significantly higher and MFI was lower in semitendinosus, the muscle with the highest %RA of IIX fibers. Differential expression of isoforms defined the variability in CAST-T among muscles. Semitendinosus had a higher expression of isoforms II and III (2-3), but lower expression of III (2-4) compared to the other two muscles. Relative expression of isoforms II and III that were defined by promoter preference linked to alternative splicing, seem to be the main factors explaining differences in CAST expression and ultimately in MFI among muscles.


Assuntos
Proteínas de Ligação ao Cálcio/metabolismo , Músculo Esquelético/metabolismo , Miofibrilas/metabolismo , Carne Vermelha/análise , Animais , Proteínas de Ligação ao Cálcio/química , Proteínas de Ligação ao Cálcio/genética , Bovinos , Expressão Gênica , Masculino , Isoformas de Proteínas , Proteólise , Reação em Cadeia da Polimerase em Tempo Real/veterinária
19.
Front Cell Dev Biol ; 9: 615747, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33763416

RESUMO

In recent years, cancer has become a severe threat to human health. If we can accurately identify the subtypes of cancer, it will be of great significance to the research of anti-cancer drugs, the development of personalized treatment methods, and finally conquer cancer. In this paper, we obtain three feature representation datasets (gene expression profile, isoform expression and DNA methylation data) on lung cancer and renal cancer from the Broad GDAC, which collects the standardized data extracted from The Cancer Genome Atlas (TCGA). Since the feature dimension is too large, Principal Component Analysis (PCA) is used to reduce the feature vector, thus eliminating the redundant features and speeding up the operation speed of the classification model. By multiple kernel learning (MKL), we use Kernel target alignment (KTA), fast kernel learning (FKL), Hilbert-Schmidt Independence Criterion (HSIC), Mean to calculate the weight of kernel fusion. Finally, we put the combined kernel function into the support vector machine (SVM) and get excellent results. Among them, in the classification of renal cell carcinoma subtypes, the maximum accuracy can reach 0.978 by using the method of MKL (HSIC calculation weight), while in the classification of lung cancer subtypes, the accuracy can even reach 0.990 with the same method (FKL calculation weight).

20.
Front Mol Neurosci ; 14: 694234, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34305526

RESUMO

Proper development and plasticity of hippocampal neurons require specific RNA isoforms to be expressed in the right place at the right time. Precise spatiotemporal transcript regulation requires the incorporation of essential regulatory RNA sequences into expressed isoforms. In this review, we describe several RNA processing strategies utilized by hippocampal neurons to regulate the spatiotemporal expression of genes critical to development and plasticity. The works described here demonstrate how the hippocampus is an ideal investigative model for uncovering alternate isoform-specific mechanisms that restrict the expression of transcripts in space and time.

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