Table 1.
Summary of computational approaches for detection and quantification of alternative splicing events in single cells.
Computational method | Software/Statistical method | Read aligner | No. of cells | Cell type(s) | Sample origin | Library preparation | Sequencing platform | Isoform variant analysed | Reference |
---|---|---|---|---|---|---|---|---|---|
Developed for bulk short-read RNA-sequencing | MISO | Bowtie | 12 | LNCaP, PC3, T24 | Cell line | Smart-Seq | Genome Analyzer IIx, 150 bp PE | CE | [56] |
MISO | Bowtie | 18 | BMDCs | Mouse | Smart-Seq | HiSeq 2000, 100 bp PE | CE | [14] | |
MISO | STAR | 34 | ESCs | Human | Smart-Seq | HiSeq 2000, 100 bp SE | CE | [73] (Data from [74]) | |
MISO | Bowtie | 18 | BMDCs | Mouse | Smart-Seq | HiSeq 2000, 100 bp PE | CE | [78] (Data from [14]) | |
VAST-TOOLS | TopHat | 66 | Spermatogenic cells | Mouse | Smart-Seq | HiSeq 4000, 150 bp PE | CE, RI, A5SS, A3SS | [74] | |
bam2ssj | Bowtie | 10 | GM12878 | Cell line | Smart-Seq | HiSeq 2000, 100 bp SE | SJ | [72] | |
IPSA | TopHat | 40 | HeLa S3 | Cell line | MIRALCS | HiSeq 2000, 150 bp PE, 50 bp SE | SJ | [61] | |
Developed for single-cell short-read RNA-sequencing | Custom pipeline | ABI whole transcriptome software tool | 1 | Blastomere | Mouse | Modified single-cell cDNA amplification for microarray | SOLiD sequencer, 50 bp PE | SJ | [54] |
Custom pipeline | ABI whole transcriptome software tool | 33 | ESCs, ICM, Epiblast, ICM outgrowth cells1 | Mouse | Modified single-cell cDNA amplification for microarray | SOLiD sequencer, 50 bp PE | SJ | [53] | |
Custom pipeline | Bowtie | 85 | ESCs, embryonic fibroblast | Mouse | STRT | Genome Analyzer IIx, 150 bp PE | SJ | [55] | |
SingleSplice | GSNAP/GMAP | 182 | ESCs | Mouse | Smart-Seq | HiSeq 2000, 100 bp, PE | Isoform switching | [32] (Data from [70]) | |
ISOP | Bowtie | 384 96 305 96 |
MDA-MB-231 HTC116 Primary myoblasts Primary glioma |
Cell line Cell line Human Human |
Smart-Seq Smart-Seq Smart-Seq Smart-Seq |
HiSeq 2000, 100 bp PE HiSeq 2000, 150 bp PE HiSeq 2500, 100 bp PE HiSeq 2500, 100 bp PE |
Isoform switching | [69] (Additional data from [71], [110], [111] | |
Logistic regression | Bowtie STAR STAR |
182 1529 31,831 |
Primary myoblasts ESCs T cells |
Human Human Human |
Smart-Seq Smart-Seq 10x Genomics |
HiSeq 2500, 100 bp PE HiSeq 2000, 100 bp SE NextSeq 500, 75 bp PE |
Isoform switching | [68] (Data from [71], [112], [113] | |
BRIE | HISAT | 40 | ESCs | Mouse | Smart-Seq | HiSeq 2500, bp, SE | CE | [31] (Data from [114]) | |
BRIE | STAR | 93 93 |
iPSCs Endoderm |
Human Human |
scM&T-seq | HiSeq 2500 | CE | [86] | |
BRIE | STAR | 2208 | Oligodendrocytes | Mouse | Smart-Seq | HiSeq X Ten, 50 bp, SE | CE | [29] | |
BRIE | STAR | 242 | Epithelial breast cancer cells | Human | Smart-Seq | HiSeq 2500, 100 bp PE |
CE | [84] (Data from [115]) | |
BRIE | Bowtie | 82 | Macrophages | Mouse | Smart-Seq | NextSeq 500, PE | CE | [83] | |
Expedition | STAR | 63 73 70 |
iPSCs NPCs MNs |
Human | Smart-Seq | HiSeq 2000, 100 bp PE | CE, MXE | [43] | |
Developed for single-cell long-read RNA-sequencing | Custom pipeline | GMAP | 2 4 |
VLMCs Oligodendrocytes |
Mouse | STRT | PacBio SMRT | CE, A5SS, A3SS, TSS, TTS | [62] |
Custom pipeline | STARlong | 6627 | Cerebellar cells | Mouse | Smart-Seq | PacBio SMRT | SJ, CE, TSS, TES | [28] | |
Mandalorion | STAR | 7 | B1a cells | Mouse | Smart-Seq | ONT MinION, 2D | CE, RI, A5SS, A3SS, TSS, TES | [65] | |
Mandalorion | STAR | 12 | OHCs | Mouse | Smart-Seq | ONT MinION, 1D | CE | [67] | |
Mandalorion | Minimap2 | 96 | B cells | Human | R2C2 | ONT MinION, 1D | CE, RI, TSS, TES | [66] | |
IgBLAST, BLASTN | Minimap2 | 6027 | Lymph node cells | Human | Droplet-based (10x Genomics) | ONT MinION, 1D | CE, RI, A5SS, A3SS, TSS, TES | [30] |
A3SS: Alternative 3′ splice site; A5SS: Alternative 5′ splice site; ABI: Applied Biosystems; BMDCs: Bone-marrow-derived dendritic cells; CE: Cassette exon; ESCs: Embryonic stem cells; ICM: Inner cell mass; IPSA: Integrative Pipeline for Splicing Analyses; iPSCs: Induced pluripotent stem cells; ISOP: ISOform-Patterns; MIRALCS: Microwell full-length mRNA amplification and library construction system; MISO: Mixture of Isoforms; MN: Motor neurons; MXE: Mutually exclusive exons; NPC: Neural progenitor cells; OHC: Outer hair cells; ONT: Oxford Nanopore Technology; PacBio SMRT: Pacific Biosciences Single Molecule Real Time; PE: Paired-end; R2C2: Rolling Circle Amplification to Concatemeric Consensus; RI: Retained-intron; scM&T-seq: Single-cell methylation and transcriptome sequencing; SE: Single-end; SJ: Splice junction; STRT: Single-cell tagged reverse transcription; TES: Transcription end site; TSS: Transcription start site; VLMCs: Vascular and leptomeningeal cells.
Day 3 Oct4+Sox2+Nanog+, day 5 Oct4−−Sox2+Nanog+, day 5 Oct4−−Sox2−−Nanog−− outgrowth cells.