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1.
Comput Struct Biotechnol J ; 23: 2097-2108, 2024 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-38803516

RESUMO

Myotonic dystrophy type 1 (DM1) is a rare autosomal dominant genetic disorder. Although DM1 is primarily characterized by progressive muscular weakness, it exhibits many multisystemic manifestations, such as cognitive deficits, cardiac conduction abnormalities, and cataracts, as well as endocrine and reproductive issues. Additionally, the gastrointestinal (GI) tract is frequently affected, encompassing the entire digestive tract. However, the underlying causes of these GI symptoms remain uncertain, whether it is biomechanical problems of the intestine, involvement of bacterial communities, or both. The primary objective of this study is to investigate the structural changes in the gut microbiome of DM1 patients. To achieve this purpose, 35 patients with DM1 were recruited from the DM-Scope registry of the neuromuscular clinic in the Saguenay-Lac-St-Jean region of the province of Québec, Canada. Stool samples from these 35 patients, including 15 paired samples with family members living with them as controls, were collected. Subsequently, these samples were sequenced by 16S MiSeq and were analyzed with DADA2 to generate taxonomic signatures. Our analysis revealed that the DM1 status correlated with changes in gut bacterial community. Notably, there were differences in the relative abundance of Bacteroidota, Euryarchaeota, Fusobacteriota, and Cyanobacteria Phyla compared to healthy controls. However, no significant shift in gut microbiome community structure was observed between DM1 phenotypes. These findings provide valuable insights into how the gut bacterial community, in conjunction with biomechanical factors, could potentially influence the gastrointestinal tract of DM1 patients.

2.
Clin Colorectal Cancer ; 23(1): 22-34.e2, 2024 03.
Artigo em Inglês | MEDLINE | ID: mdl-37980216

RESUMO

BACKGROUND: Colorectal cancer (CRC) is a major cause of cancer mortality in the world. One of the most widely used screening tests for CRC is the immunochemical fecal occult blood test (iFOBT), which detects human hemoglobin from patient's stool sample. Although it is highly efficient in detecting blood from patients with gastro-intestinal lesions, such as polyps and cancers, the iFOBT has a high rate of false positive discovery. Recent studies suggested gut bacteria as a promising noninvasive biomarker for improving the diagnosis of CRC. In this study, we examined the composition of gut bacteria using iFOBT leftover from patients undergoing screening test along with a colonoscopy. METHODS: After collecting data from more than 800 patients, we considered 4 groups for this study. The first and second groups were respectively "healthy" in which the patients had either no blood in their stool or had blood but no lesions. The third and fourth groups of patients had both blood in their stools with precancerous and cancerous lesions and considered either as low-grade and high-grade lesion groups, respectively. An amplification of 16S rRNA (V4 region) gene was performed, followed by sequencing along with various statistical and bioinformatic analysis. RESULTS: We analyzed the composition of the gut bacteriome at phylum, class, genus, and species levels. Although members of the Firmicute phylum increased in the 3 groups compared to healthy patients, the phylum Actinobacteriota was found to decrease. Moreover, Blautia obeum and Anaerostipes hadrus from the phylum Firmicutes were increased and Collinsella aerofaciens from phylum Actinobacteriota was found decreased when healthy group is compared to the patients with high-grade lesions. Finally, among the 5 machine learning algorithms used to perform our analysis, both elastic net (AUC > 0.7) and random forest (AUC > 0.8) performs well in differentiating healthy patients from 3 other patient groups having blood in their stool. CONCLUSION: Our study integrates the iFOBT screening tool with gut bacterial composition to improve the prediction of CRC lesions.


Assuntos
Neoplasias Colorretais , Humanos , Neoplasias Colorretais/patologia , Sangue Oculto , RNA Ribossômico 16S/genética , Detecção Precoce de Câncer , Programas de Rastreamento
3.
Genomics ; 109(2): 113-122, 2017 03.
Artigo em Inglês | MEDLINE | ID: mdl-28119109

RESUMO

Signal peptides (SP) are cleavable N-terminal protein motifs used co-translationally for entry of nascent polypeptides into the secretory pathway. Their co-translational cleavage prevents their extensive post-translational regulation and flexibility in their usage is made possible by the control of their inclusion at a pre-translational level. To characterize this regulation on a transcriptome scale, we analyzed the level and mechanisms of inclusion of the 3298 most likely human SP-encoding genes, 47% of which alternatively express their SP. Analysis of RNA-seq data across different normal human tissues indicates that pre-translational regulation of the SP differs depending on tissue-coverage of the gene, with alternative SP genes more likely to be widely expressed than constitutive SP genes. SP inclusion represents a new metric to measure functional gene expression and its deregulation in disease. Our analysis supports the extensive use of pre-translational regulation of SP inclusion, with functional consequences and implications for biomarker discovery.


Assuntos
Regulação da Expressão Gênica , Sinais Direcionadores de Proteínas , RNA Mensageiro/metabolismo , Biologia Computacional , Perfilação da Expressão Gênica , Humanos , Especificidade de Órgãos , RNA Mensageiro/genética , Análise de Sequência de RNA
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