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1.
Nat Methods ; 19(3): 307-310, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-35241832

RESUMEN

Detecting single-cell-regulated splicing from droplet-based technologies is challenging. Here, we introduce the splicing Z score (SpliZ), an annotation-free statistical method to detect regulated splicing in single-cell RNA sequencing. We applied the SpliZ to human lung cells, discovering hundreds of genes with cell-type-specific splicing patterns including ones with potential implications for basic and translational biology.


Asunto(s)
Empalme Alternativo , Empalme del ARN , Humanos
3.
Bioinformatics ; 35(14): 2495-2497, 2019 07 15.
Artículo en Inglés | MEDLINE | ID: mdl-30520965

RESUMEN

SUMMARY: Large biobanks linking phenotype to genotype have led to an explosion of genetic association studies across a wide range of phenotypes. Sharing the knowledge generated by these resources with the scientific community remains a challenge due to patient privacy and the vast amount of data. Here, we present Global Biobank Engine (GBE), a web-based tool that enables exploration of the relationship between genotype and phenotype in biobank cohorts, such as the UK Biobank. GBE supports browsing for results from genome-wide association studies, phenome-wide association studies, gene-based tests and genetic correlation between phenotypes. We envision GBE as a platform that facilitates the dissemination of summary statistics from biobanks to the scientific and clinical communities. AVAILABILITY AND IMPLEMENTATION: GBE currently hosts data from the UK Biobank and can be found freely available at biobankengine.stanford.edu.


Asunto(s)
Bancos de Muestras Biológicas , Estudio de Asociación del Genoma Completo , Genotipo , Humanos , Fenómica , Fenotipo
4.
Genome Biol ; 22(1): 219, 2021 08 05.
Artículo en Inglés | MEDLINE | ID: mdl-34353340

RESUMEN

Precise splice junction calls are currently unavailable in scRNA-seq pipelines such as the 10x Chromium platform but are critical for understanding single-cell biology. Here, we introduce SICILIAN, a new method that assigns statistical confidence to splice junctions from a spliced aligner to improve precision. SICILIAN is a general method that can be applied to bulk or single-cell data, but has particular utility for single-cell analysis due to that data's unique challenges and opportunities for discovery. SICILIAN's precise splice detection achieves high accuracy on simulated data, improves concordance between matched single-cell and bulk datasets, and increases agreement between biological replicates. SICILIAN detects unannotated splicing in single cells, enabling the discovery of novel splicing regulation through single-cell analysis workflows.


Asunto(s)
Empalme del ARN , Análisis de la Célula Individual , Algoritmos , Empalme Alternativo , Animales , Biología Computacional/métodos , Entropía , Humanos , Ratones , Análisis de Secuencia de ARN/métodos
5.
Elife ; 102021 09 13.
Artículo en Inglés | MEDLINE | ID: mdl-34515025

RESUMEN

The extent splicing is regulated at single-cell resolution has remained controversial due to both available data and methods to interpret it. We apply the SpliZ, a new statistical approach, to detect cell-type-specific splicing in >110K cells from 12 human tissues. Using 10X Chromium data for discovery, 9.1% of genes with computable SpliZ scores are cell-type-specifically spliced, including ubiquitously expressed genes MYL6 and RPS24. These results are validated with RNA FISH, single-cell PCR, and Smart-seq2. SpliZ analysis reveals 170 genes with regulated splicing during human spermatogenesis, including examples conserved in mouse and mouse lemur. The SpliZ allows model-based identification of subpopulations indistinguishable based on gene expression, illustrated by subpopulation-specific splicing of classical monocytes involving an ultraconserved exon in SAT1. Together, this analysis of differential splicing across multiple organs establishes that splicing is regulated cell-type-specifically.


Asunto(s)
Cheirogaleidae/genética , Ratones/genética , Empalme del ARN , Análisis de la Célula Individual , Animales
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