Indiana University-Purdue University Indianapolis (IUPUI) / Alternative splicing is a regulatory mechanism that generates multiple mRNA transcripts from a single gene, allowing significant expansion in proteome diversity. Disruption of splicing mechanisms has a large impact on the transcriptome and is a significant driver of complex diseases by producing condition-specific transcripts. Recent studies have reported that mis-spliced RNA transcripts can be another major source of neoantigens directly associated with immune responses. Particularly, aberrant peptides derived from unspliced introns can be presented by the major histocompatibility complex (MHC) class I molecules on the cell surface and elicit immunogenicity. In this dissertation, we first developed an integrated computational pipeline for identifying IR-induced neoantigens (IR-neoAg) from RNA sequencing (RNA-Seq) data. Our workflow also included a random forest classifier for prioritizing the neoepitopes with the highest likelihood to induce a T cell response. Second, we analyzed IR neoantigen using RNA-Seq data for multiple myeloma patients from the MMRF study. Our results suggested that the IR-neoAg load could serve as a prognosis biomarker, and immunosuppression in the myeloma microenvironment might offset the increasing neoantigen load effect. Thirdly, we demonstrated that high IR-neoAg predicts better overall survival in TCGA pancreatic cancer patients. Moreover, our results indicated the IR-neoAg load might be useful in identifying pancreatic cancer patients who might benefit from immune checkpoint blockade (ICB) therapy. Finally, we explored the association of IR-induced neo-peptides with neurodegeneration disease pathology and susceptibility. In conclusion, we presented a state-of-art computational solution for identifying IR-neoAgs, which might aid neoantigen-based vaccine development and the prediction of patient immunotherapy responses. Our studies provide remarkable insights into the roles of alternative splicing in complex diseases by directly mediating immune responses. / 2023-08-16

Indiana University-Purdue University Indianapolis (IUPUI) / Alternative RNA splicing is an important means of genetic control and transcriptome diversity. Alternative splicing events are frequently studied independently, and coordinated splicing controlled by common factors is often overlooked: The molecular mechanisms by which splicing regulators promote or repress specific pre-mRNA processing are still not yet well understood. It is well known that splicing factors can regulate splicing in a context-dependent manner, and the search for modulation of splicing factor activity via direct or indirect mechanisms is a worthwhile pursuit towards explaining context-dependent activity. We hypothesized that the combined analysis of hundreds of consortium RNA-seq datasets could identify trans-acting “modulators” whose expression is correlated with differential effects of a splicing factor on its target splice events in mRNAs. We first tested a genome-wide approach to identify relationships between RNA-binding proteins and their inferred modulators in kidney cancer. We then applied a more targeted approach to identify novel modulators of splicing factor SRSF1 function over dozens of its intron retention splicing targets in a neurological context using hundreds of dorsolateral prefrontal cortex samples. Our hypothesized model was further strengthened with the incorporation of genetic variants to impute gene expression in a Mendelian randomization-based approach. The modulators of intron retention splicing we identified may be associated with risk variants linked to Alzheimer’s Disease, among other neurological disorders, to explain disease-causing splicing mechanisms. Our strategy can be widely used to identify modulators of RNA-binding proteins involved in tissue-specific alternative splicing.

Os genes eucarióticos, em sua maioria, são divididos em exons e introns, requerendo processamento do RNAm para remover as sequências intrônicas e juntar os exons (splicing). As bordas exon/intron são definidas por sítios de splice que normalmente são reconhecidos com alta fidelidade, gerando os mesmos RNAms processados a cada vez. Apesar desse reconhecimento preciso, tem sido observada a junção de exons de maneiras alternativas (splicing alternativo), foco de muitos estudos recentes devido à sua importância em vários processos biológicos. Este processamento alternativo do RNAm pode ser principalmente de três tipos: exclusão de exon, no qual um exon pode ser incluído ou não no RNAm maduro; uso alternativo de sítios de splice, resultando em exons mais longos ou mais curtos e retenção de intron, o tipo menos estudado, no qual uma sequência intrônica é mantida no RNAm maduro. Um dos aspectos cruciais no entendimento de splicing alternativo é conhecer os mecanismos que levam à geração de diferentes transcritos. Coerente com a importância dos sítios de splice no splicing de RNAms, a retenção de intron parece ser causada por falha no reconhecimento daqueles que são sub-ótimos. Como os sítios de splice são reconhecidos aos pares ao se estabelecer uma ponte através de exons ou introns, dependendo de qual é mais curto, uma falha no reconhecimento de um exon ou de um intron leva a diferentes tipos de splicing alternativo (exclusão de exon ou retenção de intron, respectivamente). Desta forma, acredita-se que a ocorrência de retenção de intron esteja também associada a uma falha no reconhecimento de introns curtos. Embora estudos de introns retidos individuais tenham abordado estas questões, poucas análises sistemáticas de grandes quantidades de dados foram conduzidas sobre as características gerais que levam à retenção de intron. Para este fim, realizamos uma análise de bioinformática de sequências do genoma e transcriptoma (RNAm) humanos armazenadas em formato de computador. Para realizar as análises computacionais, desenvolvemos um sistema de anotação de splicing alternativo completo. Particionamos os eventos de retenção de intron identificados em sequências expressas pelo nosso sistema de anotação em dois grupos, com base na abundância relativa das duas isoformas (um grupo de eventos com <50% e outro com >50% de transcritos retendo o intron) e comparamos características relevantes. Verificamos que uma maior frequência de retenção de intron em humano está associada a sítios de splice mais fracos, genes com introns mais curtos e maior nível de expressão gênica, e menor densidade de um conjunto de elementos inibitórios exônicos e do promotor de splicing intrônico GGG. Os dois grupos apresentaram eventos conservados em camundongo, nos quais os introns retidos também eram curtos e apresentavam sítios de splice mais fracos. Embora nossos resultados tenham confirmado que sítios de splice mais fracos estão associados à retenção de intron, eles mostram que uma fração não-desprezível dos eventos não pode ser explicada apenas por esta característica. Nossa análise sugere que elementos reguladores em cis provavelmente têm um papel na regulação da retenção de intron e também revelou características previamente desconhecidas que parecem influenciar sua ocorrência. Estes resultados salientam a importância de considerar o compromisso entre estas características na regulação da frequência relativa de retenção de intron. / Most eukaryotic genes are split in exons and introns, requiring mRNA processing to remove intervening sequences and join exons (splicing). Exon/intron borders are defined by splice sites that are normally recognized with high fidelity, yielding the same processed mRNA each time. Notwithstanding such precise recognition, alternative joining of exons has been observed (alternative splicing) and is the focus of many recent studies, due to its importance in several biological processes. This alternative mRNA processing can be mainly of three types: exon skipping, whereby an exon may be included or not in the mature mRNA; alternative use of splice sites, resulting in longer or shorter exons and intron retention, the least studied type whereby an intronic sequence is maintained in the mature mRNA. One of the key aspects in understanding alternative splicing is to know the mechanisms that lead to the generation of different transcripts. Coherent with the importance of splice sites in mRNA splicing, intron retention seems to be caused by failure in the recognition of those that are sub-optimal. As splice sites are recognized in pairs by bridging either exons or introns, depending on which is the shortest, failure to recognize an exon or an intron leads to different types of alternative splicing (exon skipping or intron retention, respectively). This way, the occurrence of intron retention is believed to be associated to failure in recognition of short introns also. Although studies on individual retained introns have addressed such issues, few systematic surveys of large amounts of data have been conducted on the general features leading to intron retention. To this end, we performed a bioinformatics analysis of human genome and transcriptome (mRNA) sequences stored in computer format. To perform the computational analyses we developed a complete alternative splicing annotation system. We partitioned intron retention events identified in expressed sequences by our annotation system in two groups based on the relative abundance of both isoforms (one group of events with <50% and another with >50% of transcripts retaining the intron) and compared relevant features. We found that a higher frequency of intron retention in human is associated to weaker splice sites, genes with shorter intron lengths and higher expression level, and lower density of a set of exonic inhibitory elements and the intronic splicing enhancer GGG. Both groups of events presented conserved events in mouse, in which the retained introns were also short and presented weaker splice sites. Although our results confirmed that weaker splice sites are associated to intron retention, they showed that a non-negligible fraction of events can not be explained by this feature alone. Our analysis suggests that cis-regulatory elements are likely to play a crucial role in regulating intron retention and also revealed previously unknown features that seem to influence its occurrence. These results highlight the importance of considering the interplay among these features in the regulation of the relative frequency of intron retention.

Os genes eucarióticos, em sua maioria, são divididos em exons e introns, requerendo processamento do RNAm para remover as sequências intrônicas e juntar os exons (splicing). As bordas exon/intron são definidas por sítios de splice que normalmente são reconhecidos com alta fidelidade, gerando os mesmos RNAms processados a cada vez. Apesar desse reconhecimento preciso, tem sido observada a junção de exons de maneiras alternativas (splicing alternativo), foco de muitos estudos recentes devido à sua importância em vários processos biológicos. Este processamento alternativo do RNAm pode ser principalmente de três tipos: exclusão de exon, no qual um exon pode ser incluído ou não no RNAm maduro; uso alternativo de sítios de splice, resultando em exons mais longos ou mais curtos e retenção de intron, o tipo menos estudado, no qual uma sequência intrônica é mantida no RNAm maduro. Um dos aspectos cruciais no entendimento de splicing alternativo é conhecer os mecanismos que levam à geração de diferentes transcritos. Coerente com a importância dos sítios de splice no splicing de RNAms, a retenção de intron parece ser causada por falha no reconhecimento daqueles que são sub-ótimos. Como os sítios de splice são reconhecidos aos pares ao se estabelecer uma ponte através de exons ou introns, dependendo de qual é mais curto, uma falha no reconhecimento de um exon ou de um intron leva a diferentes tipos de splicing alternativo (exclusão de exon ou retenção de intron, respectivamente). Desta forma, acredita-se que a ocorrência de retenção de intron esteja também associada a uma falha no reconhecimento de introns curtos. Embora estudos de introns retidos individuais tenham abordado estas questões, poucas análises sistemáticas de grandes quantidades de dados foram conduzidas sobre as características gerais que levam à retenção de intron. Para este fim, realizamos uma análise de bioinformática de sequências do genoma e transcriptoma (RNAm) humanos armazenadas em formato de computador. Para realizar as análises computacionais, desenvolvemos um sistema de anotação de splicing alternativo completo. Particionamos os eventos de retenção de intron identificados em sequências expressas pelo nosso sistema de anotação em dois grupos, com base na abundância relativa das duas isoformas (um grupo de eventos com <50% e outro com >50% de transcritos retendo o intron) e comparamos características relevantes. Verificamos que uma maior frequência de retenção de intron em humano está associada a sítios de splice mais fracos, genes com introns mais curtos e maior nível de expressão gênica, e menor densidade de um conjunto de elementos inibitórios exônicos e do promotor de splicing intrônico GGG. Os dois grupos apresentaram eventos conservados em camundongo, nos quais os introns retidos também eram curtos e apresentavam sítios de splice mais fracos. Embora nossos resultados tenham confirmado que sítios de splice mais fracos estão associados à retenção de intron, eles mostram que uma fração não-desprezível dos eventos não pode ser explicada apenas por esta característica. Nossa análise sugere que elementos reguladores em cis provavelmente têm um papel na regulação da retenção de intron e também revelou características previamente desconhecidas que parecem influenciar sua ocorrência. Estes resultados salientam a importância de considerar o compromisso entre estas características na regulação da frequência relativa de retenção de intron. / Most eukaryotic genes are split in exons and introns, requiring mRNA processing to remove intervening sequences and join exons (splicing). Exon/intron borders are defined by splice sites that are normally recognized with high fidelity, yielding the same processed mRNA each time. Notwithstanding such precise recognition, alternative joining of exons has been observed (alternative splicing) and is the focus of many recent studies, due to its importance in several biological processes. This alternative mRNA processing can be mainly of three types: exon skipping, whereby an exon may be included or not in the mature mRNA; alternative use of splice sites, resulting in longer or shorter exons and intron retention, the least studied type whereby an intronic sequence is maintained in the mature mRNA. One of the key aspects in understanding alternative splicing is to know the mechanisms that lead to the generation of different transcripts. Coherent with the importance of splice sites in mRNA splicing, intron retention seems to be caused by failure in the recognition of those that are sub-optimal. As splice sites are recognized in pairs by bridging either exons or introns, depending on which is the shortest, failure to recognize an exon or an intron leads to different types of alternative splicing (exon skipping or intron retention, respectively). This way, the occurrence of intron retention is believed to be associated to failure in recognition of short introns also. Although studies on individual retained introns have addressed such issues, few systematic surveys of large amounts of data have been conducted on the general features leading to intron retention. To this end, we performed a bioinformatics analysis of human genome and transcriptome (mRNA) sequences stored in computer format. To perform the computational analyses we developed a complete alternative splicing annotation system. We partitioned intron retention events identified in expressed sequences by our annotation system in two groups based on the relative abundance of both isoforms (one group of events with <50% and another with >50% of transcripts retaining the intron) and compared relevant features. We found that a higher frequency of intron retention in human is associated to weaker splice sites, genes with shorter intron lengths and higher expression level, and lower density of a set of exonic inhibitory elements and the intronic splicing enhancer GGG. Both groups of events presented conserved events in mouse, in which the retained introns were also short and presented weaker splice sites. Although our results confirmed that weaker splice sites are associated to intron retention, they showed that a non-negligible fraction of events can not be explained by this feature alone. Our analysis suggests that cis-regulatory elements are likely to play a crucial role in regulating intron retention and also revealed previously unknown features that seem to influence its occurrence. These results highlight the importance of considering the interplay among these features in the regulation of the relative frequency of intron retention.

RNA provides the framework for the assembly of some of the most intricate macromolecular complexes within the cell, including the spliceosome and the mature ribosome. The assembly of these complexes relies on the coordinated association of RNA with hundreds of trans-acting protein factors. While some of these trans-acting factors are RNA binding proteins (RBPs), others are adaptor proteins, and others still, function as both. Defects in the assembly of these complexes results in a number of human pathologies including neurodegeneration and cancer. Here, we demonstrate that Silencing Defective 2 (SDE2) is both an RNA binding protein and also a trans-acting adaptor protein that functions to regulate RNA splicing and ribosome biogenesis. SDE2 depletion leads to widespread changes in alternative splicing, defects in ribosomal biogenesis, and ultimately complete loss of cell viability. Our data highlight SDE2 as a previously uncharacterized essential gene required for the assembly and maturation of some of the most fundamental processes in mammalian cells.

O splicing alternativo é um processo no qual moléculas idênticas de pré-mRNA são processadas de diferentes formas. Ele é fundamental em organismos complexos, pois é responsável por criar uma ampla diversidade de proteínas a partir de um número relativamente pequeno de genes. Contudo, poucas proteínas advindas do splicing alternativo já foram identificadas, visto que a maioria dos espectros de espectrometria de massa em tandem (MS/MS) não encontra sequências correspondentes nos diversos bancos de dados de proteínas disponíveis. Entre diversos fatores, isso ocorre porque um número reduzido de eventos de splicing alternativo (ASEs) são conhecidos e devidamente estudados. Nesse trabalho, o espectro de eventos observáveis foi ampliado por meio da análise de eventos complexos de splicing alternativo (CASEs), que consideram múltiplos ASEs em um ou diferentes transcritos. Foi desenvolvido um novo método de análise utilizando expressões regulares (regexes) associada a uma sintaxe baseada em caracteres intuitivos. O método de análise e a sintaxe foram implementados em uma ferramenta web denominada de SPLOOCE (http://www.bioinformatics-brazil.org/splooce) que também apresenta ferramentas extras de análise. Adicionalmente, os subestimados eventos do tipo retenção de íntron (IR) foram explorados em busca de evidências funcionais por meio de análises de MS/MS. Como resultado, eventos bastante incomuns foram observados no proteoma humano, sugerindo que muito pouco ainda é conhecido sobre a complexidade transcriptômica e proteômica humana. Portanto, com base nesses dados, esse trabalho representa um grande avanço no estudo de fenômenos de splicing alternativo ainda pouco explorados. / Alternative splicing is defined, basically, as a process in which identical pre-mRNA molecules are processed in different ways in terms of usage of exon/introns borders. It is a fundamental process in complex organisms, and is responsible for creating a large diversity of proteins from a relatively small number of genes. However, just a few proteins resulted from alternative splicing were already identified, since only a small part of \\emph mass spectrometry (MS/MS) spetras match proteins in sequence databases. Among different factors, it occurs because a reduced number of alternative splicing events (ASEs) are known and properly studied. In this work, the landscape of observable events was amplified through the analysis of complex alternative splicing events (CASEs), which consider different ASEs within the same or different transcripts. A method of analysis was developed using regular expressions (regexes) associated with a syntax composed of intuitive characters. Those features were implemented in a web tool called SPLOOCE (http://www.bioinformatics-brazil.org/splooce) that also has extra analysis tools.Furthermore, the understudied events known as intron retention (IR) were explored using MS/MS analyses as a strategy to identify functional roles. As result, very uncommon events were observed in human proteome, suggesting that little is currently known about the complexity of the human proteome and transcriptome. Based on those data, it can be concluded that this work represents a significant advance in the study of uncommon and understudied alternative splicing events.

O splicing alternativo é um processo no qual moléculas idênticas de pré-mRNA são processadas de diferentes formas. Ele é fundamental em organismos complexos, pois é responsável por criar uma ampla diversidade de proteínas a partir de um número relativamente pequeno de genes. Contudo, poucas proteínas advindas do splicing alternativo já foram identificadas, visto que a maioria dos espectros de espectrometria de massa em tandem (MS/MS) não encontra sequências correspondentes nos diversos bancos de dados de proteínas disponíveis. Entre diversos fatores, isso ocorre porque um número reduzido de eventos de splicing alternativo (ASEs) são conhecidos e devidamente estudados. Nesse trabalho, o espectro de eventos observáveis foi ampliado por meio da análise de eventos complexos de splicing alternativo (CASEs), que consideram múltiplos ASEs em um ou diferentes transcritos. Foi desenvolvido um novo método de análise utilizando expressões regulares (regexes) associada a uma sintaxe baseada em caracteres intuitivos. O método de análise e a sintaxe foram implementados em uma ferramenta web denominada de SPLOOCE (http://www.bioinformatics-brazil.org/splooce) que também apresenta ferramentas extras de análise. Adicionalmente, os subestimados eventos do tipo retenção de íntron (IR) foram explorados em busca de evidências funcionais por meio de análises de MS/MS. Como resultado, eventos bastante incomuns foram observados no proteoma humano, sugerindo que muito pouco ainda é conhecido sobre a complexidade transcriptômica e proteômica humana. Portanto, com base nesses dados, esse trabalho representa um grande avanço no estudo de fenômenos de splicing alternativo ainda pouco explorados. / Alternative splicing is defined, basically, as a process in which identical pre-mRNA molecules are processed in different ways in terms of usage of exon/introns borders. It is a fundamental process in complex organisms, and is responsible for creating a large diversity of proteins from a relatively small number of genes. However, just a few proteins resulted from alternative splicing were already identified, since only a small part of \\emph mass spectrometry (MS/MS) spetras match proteins in sequence databases. Among different factors, it occurs because a reduced number of alternative splicing events (ASEs) are known and properly studied. In this work, the landscape of observable events was amplified through the analysis of complex alternative splicing events (CASEs), which consider different ASEs within the same or different transcripts. A method of analysis was developed using regular expressions (regexes) associated with a syntax composed of intuitive characters. Those features were implemented in a web tool called SPLOOCE (http://www.bioinformatics-brazil.org/splooce) that also has extra analysis tools.Furthermore, the understudied events known as intron retention (IR) were explored using MS/MS analyses as a strategy to identify functional roles. As result, very uncommon events were observed in human proteome, suggesting that little is currently known about the complexity of the human proteome and transcriptome. Based on those data, it can be concluded that this work represents a significant advance in the study of uncommon and understudied alternative splicing events.

The meiotic cell cycle is modified from the mitotic cell cycle by having a premeiotic S phase which leads to high levels of recombination, two rounds of nuclear division with no intervening DNA synthesis, and a reductional pattern of chromosome segregation. Rem1 is a cyclin that is expressed only during meiosis in the fission yeast Schizosaccharomyces pombe. Cells in which rem1 has been deleted show a decreased intragenic meiotic recombination and a delay at the onset of meiosis I. When ectopically expressed in mitotically growing cells, Rem1 induces a G1 arrest followed by severe mitotic catastrophes. Here we show that rem1 expression is regulated at the level of both transcription and splicing, encoding for two proteins with different function depending on the intron retention. We have determined that the regulation of rem1 splicing is not dependent on any transcribed region of the gene. Furthermore, when the rem1 promoter is fused to other intron-containing genes, the chimeras show a meiotic-specific regulation of splicing, exactly as endogenous rem1. This regulation is dependent on two transcription factors of the forkhead family, Mei4 and Fkh2. While Mei4 induces both transcription and splicing of rem1, Fkh2 is responsible for the intron retention of the transcript during vegetative growth and pre-meiotic S phase. / El ciclo meiótico se diferencia del ciclo mitótico por tener una fase S pre-meiótica caracterizada por altos niveles de recombinación, dos rondas de división nuclear sin síntesis de DNA entre las dos y una segregación cromosómica reduccional. Rem1 es una ciclina que sólo se expresa en meiosis en la levadura de fisión Schizosaccharomyces pombe. Celulas con rem1 deleccionado presentan una tasa de recombinación intragénica disminuida y un retraso en el inicio de meiosis I. Cuando se expresa ectópicamente en células creciendo vegetativamente, Rem1 induce un arresto en G1 seguido de catástrofe mitótica. Este trabajo describe que la expresión de rem1 está regulada a nivel de la trascripción y el procesamiento, codificando para dos proteínas con funciones diferentes dependiendo de la retención intrónica.. Hemos determinado que la regulación del splicing de rem1 no depende de ninguna región transcrita del gen. Además, cuando el promotor se fusiona a otros genes que contienen intrones, las quimeras presentan una regulación específica de meiosis como el rem1 endógeno. Esta regulación depende de dos factores de transcripción de la familia Forkhead, Mei4 y Fkh2. Mientras Mei4 induce la transcripción y el splicing de rem1, Fkh2 es responsable de la retención intrónica del tránscrito durante crecimiento vegetativo y fase S pre-meiótica.

No description available.