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. 2020 Feb 5;18:332–343. doi: 10.1016/j.csbj.2020.01.009

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.

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Day 3 Oct4+Sox2+Nanog+, day 5 Oct4−−Sox2+Nanog+, day 5 Oct4−−Sox2−−Nanog−− outgrowth cells.