Single cell RNA sequencing of iPSC and Human dermal fibroblasts

single cell RNA sequencing of iPSC and Human dermal fibroblasts using 10x Genomics with 3-prime, 5-prime poly(dT) primer, and 5-prime random primer. For comparison in gene, ncRNA and enhancer detection.

CellRanger Metadata

Preview	Accession	Estimated No. of Cells	Mean Reads per Cell	Median Genes per Cell	No. of Reads	% Valid Barcodes	% sequencing Saturation	% Q30 Bases in Barcode	% Q30 Bases in UMI	% Reads Mapped to Genome	% Reads Mapped Confidently to Genome	% Reads Mapped Confidently to Intergenic Regions	% Reads Mapped Confidently to Intronic Regions	% Reads Mapped Confidently to Exonic Regions	% Reads Mapped Confidently to Transcriptome	% Reads Mapped Antisense to Gene	% Fraction Reads in Cells	Total Genes Detected	Median UMI Counts Per Cell
Preview	FIB3end	9371	24597	4084	230502446	97.5	31.1	94.2	92.7	93.9	92.4	2.6	16.9	72.9	83.5	5.7	96.2	4084	27078
Preview	FIBdTend5	9126	31446	4330	286974260	91.6	37.0	94.5	94.3	90.4	87.0	3.9	9.6	73.5	74.3	8.3	95.9	4330	27036
Preview	iPS3end	2445	120887	7814	295567784	97.5	45.0	94.2	92.8	95.0	93.5	3.0	14.9	75.6	83.5	6.4	86.2	7814	28947
Preview	iPSdT5end	5743	48489	5637	278470557	92.9	32.3	94.6	94.3	90.3	88.2	4.2	10.2	73.8	73.9	9.4	84.3	5637	29943
Preview	iPSRan5end	5517	69432	3745	383056036	93.0	71.2	94.4	94.0	90.2	79.5	12.5	11.1	55.9	57.7	9.0	67.6	3745	29171

CellxGene data viewer

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Download Anndata Object (.h5ad)

CAGE Transcription Start Site (CTSS) File Download

The CTSS positions were taken from dataset BAM files, downloadable here.

Top 10 Marker Genes per Cluster

Seurat Cluster	Gene Symbol	P Value	Average Log	Pct 1	Pct 2	Adjusted P Value
0	CEMIP	2.00E-29	2.3007305	None	None	2.37E-25
0	FTH1	1.00E-18	0.5577612	None	None	3.38E-15
0	COL1A1	1.15E-18	1.4030753	None	None	3.39E-15
0	SPARC	6.53E-15	1.4918238	None	None	1.54E-11
0	PRKG1	3.18E-12	1.5662673	None	None	5.01E-09
0	RPS27	4.27E-12	0.7716561	None	None	6.30E-09
0	NEAT1	1.36E-28	2.111663	None	None	1.07E-24
0	THBS1	1.17E-22	2.0693831	None	None	5.52E-19
0	ANTXR1	4.55E-12	1.7562289	None	None	6.33E-09
0	TTC3	1.96E-11	1.3932248	None	None	2.57E-08
1	CENPF	4.10E-25	2.356136	None	None	9.68E-21
1	TOP2A	2.99E-17	2.3414466	None	None	1.76E-13
1	HMGB2	7.79E-16	1.9235039	None	None	3.68E-12
1	NAV2	7.49E-14	2.0254402	None	None	1.77E-10
1	CKS2	2.30E-15	1.9009008	None	None	9.06E-12
1	UBE2S	5.43E-15	1.9134791	None	None	1.60E-11
1	MKI67	4.82E-18	2.1575456	None	None	3.79E-14
1	CKAP2	5.16E-14	2.3908074	None	None	1.35E-10
1	CENPE	4.24E-15	2.745445	None	None	1.43E-11
1	TPX2	1.80E-19	2.6260684	None	None	2.13E-15
2	CLDN11	0.004982201	0.6645997	None	None	1
2	CUTA	0.002240774	0.68909967	None	None	1
2	DIAPH3	0.003414863	0.9971286	None	None	1
2	AXL	0.002156749	0.62976646	None	None	1
2	TUBB	0.003637085	0.49596223	None	None	1
2	PTMA	0.000626569	0.44242635	None	None	1
2	SMC4	0.00504789	0.8643166	None	None	1
2	HIST1H4C	0.00579036	0.8786741	None	None	1
2	SRSF7	2.30E-05	1.4799207	None	None	0.542544275
2	ENO1	0.000473204	0.7893623	None	None	1
3	RPS15	0.00089639	0.3731087	None	None	1
3	RPL6	0.000195593	0.5570654	None	None	0.577487103
3	RPS20	0.001387125	0.23746553	None	None	1
3	RPL29	0.002018523	0.05784972	None	None	1
3	LDHA	1.03E-05	0.91371715	None	None	0.066034372
3	H2AFZ	0.001167562	0.5608604	None	None	1
3	ANAPC11	0.001492489	0.7867127	None	None	1
3	SNU13	0.001821421	0.82758087	None	None	1
3	TNFRSF12A	0.000878757	0.86440325	None	None	1
3	TMSB10	7.32E-05	0.20398071	None	None	0.288222917
4	TUBA1B	0.050689845	0.34031463	None	None	1
4	MYL9	0.002086319	0.60000604	None	None	1
4	GAPDH	0.001177554	0.48614433	None	None	1
4	RBX1	0.043130714	0.69692737	None	None	1
4	NDUFS5	0.0497474	0.6128034	None	None	1
4	AC091607.2	0.005360972	0.72494614	None	None	1
4	ITM2B	0.008320252	1.5935475	None	None	1
4	EIF5A	0.003874579	0.4357625	None	None	1
4	TKT	0.004393964	1.0024076	None	None	1
4	C1orf56	0.008713526	1.0190152	None	None	1
5	NPM1	0.028073851	0.40714017	None	None	1
5	TMSB4X	0.011326543	0.1556976	None	None	1
5	ITGBL1	0.036460488	1.0180476	None	None	1
5	HMGA1	0.007884178	0.44364515	None	None	1
5	LMNA	0.022414407	0.498914	None	None	1
5	MYL12B	0.003702228	0.86807233	None	None	1
5	PFN1	0.003561451	0.37215638	None	None	1
5	CD63	0.000950084	0.6595956	None	None	1
5	HSPA5	0.032325099	0.675277	None	None	1
5	S100A4	0.005688989	0.31355095	None	None	1
6	TMSB4X	0.002668458	0.12976055	None	None	1
6	TUBA1B	0.028919036	0.2212155	None	None	1
6	SNX3	0.009170928	0.74397933	None	None	1
6	CFL1	0.00593018	0.3872019	None	None	1
6	PGAM1	0.021500356	0.7908613	None	None	1
6	HMGA1	0.029289849	0.3288862	None	None	1
6	CD63	0.01191609	0.4406018	None	None	1
6	MYL6	0.018588683	0.44376516	None	None	1
6	SET	0.000540389	0.748075	None	None	1
6	RPL35A	0.01275347	0.4000853	None	None	1
7	RTN4	0.044369669	0.51339746	None	None	1
7	CD44	0.002247035	0.7101935	None	None	1
7	RAD51B	0.020605519	1.5416338	None	None	1
7	TMSB10	0.008102989	0.15866816	None	None	1
7	WDR70	0.062403263	1.8727341	None	None	1
7	TMSB4X	0.020327339	0.13554615	None	None	1
7	GAPDH	0.050233353	0.20134124	None	None	1
7	YBX1	0.067235013	0.112301975	None	None	1
7	AC091607.2	0.002968243	0.8921976	None	None	1
7	TUBB	0.026617889	0.3496715	None	None	1
8	PFN1	6.24E-05	0.36205468	None	None	0.739054855
8	PCLAF	0.01993942	0.9039864	None	None	1
8	RAN	0.022237058	0.57435626	None	None	1
8	RPL22L1	0.030808407	0.527558	None	None	1
8	GAPDH	0.010396057	0.15456669	None	None	1
8	HMGB1	0.047609327	0.3755028	None	None	1
8	CENPF	0.002807467	1.1529928	None	None	1
8	HNRNPA1	0.005934707	0.59043	None	None	1
8	CFL1	0.000571776	0.5687442	None	None	1
8	TMSB4X	0.005258742	0.21452287	None	None	1
9	FAU	1.08E-14	1.767281	None	None	4.24E-11
9	RPS8	6.46E-14	1.2946509	None	None	1.53E-10
9	HSP90AA1	2.61E-15	2.419848	None	None	1.23E-11
9	RPL35	8.54E-14	1.1231418	None	None	1.83E-10
9	S100A6	5.53E-14	0.6732386	None	None	1.53E-10
9	TPM2	8.36E-18	2.0780723	None	None	4.94E-14
9	GAPDH	2.28E-18	1.32819	None	None	1.80E-14
9	RPS15	6.27E-14	1.0495137	None	None	1.53E-10
9	UBA52	6.31E-14	1.4732493	None	None	1.53E-10
9	LGALS1	1.87E-25	1.0958968	None	None	2.21E-21
10	RPS8	0.000404948	0.52043384	None	None	1
10	BRI3	0.000237681	1.1204656	None	None	0.802005027
10	NEAT1	2.88E-07	1.7219261	None	None	0.002712471
10	FMN2	0.000132919	1.4990671	None	None	0.627909179
10	RPL34	0.002195348	0.6704881	None	None	1
10	RPS15A	0.002222235	0.60136163	None	None	1
10	RPL31	0.000653059	0.7905705	None	None	1
10	UQCR11	0.00065639	1.2101574	None	None	1
10	MAML2	0.002186452	1.16103	None	None	1
10	RPS18	0.000421213	0.28091273	None	None	1
11	YBX1	0.036355371	0.3601875	None	None	1
11	MKI67	0.03420673	1.2037143	None	None	1
11	HIST1H4C	0.012879181	1.3733392	None	None	1
11	ELK3	0.017133207	2.306502	None	None	1
11	RPL39	0.041249773	0.5666445	None	None	1
11	CENPE	0.020655584	2.0235126	None	None	1
11	RACK1	0.033423392	0.39954507	None	None	1
11	HSP90B1	0.003119282	1.1760863	None	None	1
11	MALAT1	0.006263411	0.6248304	None	None	1
11	CKS2	0.00315089	1.4870858	None	None	1
12	B2M	0.006472352	0.6678626	None	None	1
12	EIF1	0.016826903	0.56017977	None	None	1
12	RBFOX2	0.009125862	1.0103679	None	None	1
12	CAV1	0.007990767	0.7221915	None	None	1
12	RPL11	0.002631323	0.28910884	None	None	1
12	EEF1G	0.000625919	0.7220431	None	None	1
12	VIM	0.000162854	0.509394	None	None	1
12	EEF1A1	1.58E-06	0.4981243	None	None	0.037390116
12	LMNA	0.029839835	0.60161406	None	None	1
12	RPL7A	0.030024351	0.2177479	None	None	1
0	COL6A2	0.000760429	1.8584604	None	None	1
0	CD44	0.002422424	1.3738984	None	None	1
0	CTSB	0.002422424	1.7971864	None	None	1
0	SRSF11	0.001944631	3.0335057	None	None	1
0	COL6A3	0.001020934	1.929838	None	None	1
0	COL1A2	0.003982037	1.7622784	None	None	1
0	COL1A1	0.000981969	2.1962903	None	None	1
0	LRP1	0.001554807	5.2556543	None	None	1
0	RBMS1	0.003649673	2.442027	None	None	1
0	NEAT1	0.000775663	2.5506551	None	None	1
1	S100A6	0.000430276	0.87650687	None	None	1
1	S100A11	1.33E-05	1.7686344	None	None	0.226352165
1	LGALS1	0.000225382	1.0272721	None	None	0.895779235
1	SUMO2	0.001175012	1.499574	None	None	1
1	SKP1	7.35E-05	2.189403	None	None	0.438250312
1	ACTB	0.001175012	0.92454416	None	None	1
1	MYL6	3.40E-05	1.9144397	None	None	0.270629709
1	GAPDH	1.90E-05	1.3628101	None	None	0.226352165
1	ANXA5	0.001251463	1.875423	None	None	1
1	ANXA2	0.000470892	2.0684686	None	None	1
2	RBM8A	0.002908751	3.1713016	None	None	1
2	ATP5MF	0.010343987	1.6077214	None	None	1
2	LDHA	0.001105817	2.1119757	None	None	1
2	PTGES3	0.002091405	1.9483125	None	None	1
2	CCNB2	0.004902037	3.7596912	None	None	1
2	H2AFZ	0.001418323	1.4960448	None	None	1
2	COX20	0.010998535	1.6674607	None	None	1
2	ACTB	0.005237783	1.0676218	None	None	1
2	LSM2	0.007095712	1.9297477	None	None	1
2	MGST3	0.011689628	1.7313337	None	None	1
3	COL12A1	0.005123627	2.5070372	None	None	1
3	COL1A2	0.004585878	2.1085958	None	None	1
3	EXT1	0.001603422	2.7682295	None	None	1
3	EPS8	0.004585878	3.0371473	None	None	1
3	ASAP1	0.000858079	2.6687639	None	None	1
3	SETD5	0.004585878	2.9723914	None	None	1
3	ZNF148	0.003831031	4.074481	None	None	1
3	MALAT1	0.003341019	2.9577327	None	None	1
3	VCL	0.006237007	2.201548	None	None	1
3	MRPL43	0.006945604	2.3442097	None	None	1
4	CIAO2B	0.007849399	2.4177003	None	None	1
4	TMSB10	0.00441211	0.8069286	None	None	1
4	MPHOSPH6	0.006501597	3.5656965	None	None	1
4	SNRPD2	0.00441211	1.9040211	None	None	1
4	NDUFS7	0.003720017	2.5235271	None	None	1
4	CSTB	0.003512246	2.287208	None	None	1
4	MT2A	0.001185825	1.839968	None	None	1
4	RNASEK	0.000919325	2.0789733	None	None	1
4	CFL2	0.007642666	2.450248	None	None	1
4	ATP6V1G1	0.008277955	2.6500764	None	None	1
0	RPLP1	4.05E-07	0.720264	None	None	0.006142343
0	EEF1A1	0.000440044	0.5638498	None	None	1
0	RPL15	0.000931547	0.6145618	None	None	1
0	IGF2BP1	0.001420861	1.4454883	None	None	1
0	EIF3I	0.000612218	1.4963675	None	None	1
0	HMGA1	4.77E-07	1.2302585	None	None	0.006142343
0	LRRC75A	0.001530961	1.234718	None	None	1
0	NDUFB9	0.001181238	1.166492	None	None	1
0	RPS3	0.001124254	0.63017267	None	None	1
0	MRPS15	0.001458537	1.4291234	None	None	1
1	RPLP0	0.024444201	0.5181427	None	None	1
1	TIMM8B	0.005052544	1.3891672	None	None	1
1	TMSB4X	0.02194198	0.32901648	None	None	1
1	ASB3	0.022661504	2.0192454	None	None	1
1	RPS5	0.032934297	0.522343	None	None	1
1	CLIC1	0.02194198	0.9616064	None	None	1
1	RPL22	0.018690824	0.85438854	None	None	1
1	NSA2	0.001525711	1.8115373	None	None	1
1	SNHG29	0.011879337	0.6784967	None	None	1
1	RPS10	0.017704996	0.4505289	None	None	1
2	SNX6	0.002304413	1.7698308	None	None	1
2	DAD1	0.002396944	1.6117021	None	None	1
2	ANKLE2	0.002463726	2.5110517	None	None	1
2	SEM1	0.003121888	1.2133605	None	None	1
2	HSP90B1	0.001911794	1.2266268	None	None	1
2	DSTN	0.005595158	1.1503288	None	None	1
2	HNRNPH1	0.001315272	1.1324682	None	None	1
2	PLEKHA7	0.007018782	2.1108468	None	None	1
2	COX5B	0.001028751	1.4018269	None	None	1
2	RPL29	0.007170043	0.6154074	None	None	1
3	ACTB	9.46E-08	1.0279282	None	None	0.000364351
3	HMGB1	1.15E-07	1.1127765	None	None	0.000364351
3	HSPA8	1.18E-07	1.976334	None	None	0.000364351
3	RPL3	1.27E-07	0.97306615	None	None	0.000364351
3	SSB	1.45E-06	1.923393	None	None	0.003396557
3	PTMA	3.05E-08	0.8270135	None	None	0.000157187
3	HSP90AB1	1.08E-12	1.9785029	None	None	2.78E-08
3	NASP	2.36E-10	2.0524647	None	None	2.03E-06
3	NUCKS1	1.02E-08	1.82648	None	None	6.58E-05
3	HSP90AA1	2.00E-10	1.956514	None	None	2.03E-06
4	MT-CO2	1.82E-05	1.584578	None	None	0.117263391
4	RPL7	2.76E-05	0.5906322	None	None	0.135664439
4	MT-ND4	7.40E-05	1.5946175	None	None	0.238182135
4	NDUFA4	1.60E-05	1.4173315	None	None	0.117263391
4	MT-CYB	0.000141183	1.6692084	None	None	0.327240812
4	RPS2	0.00015123	0.69768	None	None	0.327240812
4	MT-ND1	3.69E-05	2.0462394	None	None	0.135664439
4	MT-ND2	5.72E-06	1.8161187	None	None	0.073628198
4	MT-CO1	3.42E-05	1.542543	None	None	0.135664439
4	RPS26	2.65E-06	1.3678151	None	None	0.068304662
5	EIF4G3	3.18E-09	3.1328757	None	None	1.68E-05
5	CASC15	1.05E-06	2.5904443	None	None	0.000748086
5	MIR924HG	4.64E-08	2.5922863	None	None	0.000108669
5	ADCY2	1.62E-08	3.1041114	None	None	5.94E-05
5	MACF1	9.20E-07	2.3316028	None	None	0.000718399
5	MIR181A2HG	1.44E-07	3.0672567	None	None	0.000185316
5	GRID2	6.89E-07	2.0988512	None	None	0.000612244
5	RASAL2	7.22E-08	3.4694548	None	None	0.000143083
5	LRBA	3.52E-07	2.9157941	None	None	0.000362213
5	DLGAP1	5.32E-07	2.7265635	None	None	0.000489143
6	NOL7	0.014466609	1.4551576	None	None	1
6	ATP5F1A	0.002203355	1.3582212	None	None	1
6	RPS3	0.004277704	0.4339727	None	None	1
6	FAU	0.007256578	0.8782754	None	None	1
6	EIF4E	0.01014137	1.4067029	None	None	1
6	TMEM9	0.005535243	2.6850367	None	None	1
6	SLC25A3	0.004023277	1.0829521	None	None	1
6	RACK1	0.004791999	0.7422729	None	None	1
6	UQCRB	0.014363121	1.289042	None	None	1
6	CCT4	0.000285532	1.6198035	None	None	1
7	FTH1	0.003952687	0.68742	None	None	1
7	TTC19	0.005874757	2.168907	None	None	1
7	GRID2	0.017771409	1.0699661	None	None	1
7	NUB1	0.010778574	3.249852	None	None	1
7	NME1	0.015871318	1.0720323	None	None	1
7	NPM3	0.007885557	1.4913199	None	None	1
7	MRPL47	0.022021547	1.6437275	None	None	1
7	LRRC75A	0.013431278	1.192819	None	None	1
7	OSBPL1A	0.018227082	1.5285753	None	None	1
7	PVT1	0.019939039	1.2848188	None	None	1
8	WSB1	0.000141944	3.7717893	None	None	0.482429527
8	JUN	0.000175276	5.5042796	None	None	0.482429527
8	APOE	0.000157248	1.7724996	None	None	0.482429527
8	POLR2L	0.000144887	2.6614566	None	None	0.482429527
8	ZFAS1	1.42E-05	3.1056645	None	None	0.0916356
8	RPS15	1.41E-05	1.45888	None	None	0.0916356
8	RPS19	1.03E-05	1.38743	None	None	0.0916356
8	MALAT1	7.08E-06	2.0828388	None	None	0.0916356
8	HIST1H3J	0.000192629	5.6218524	None	None	0.482429527
8	HIST1H2AC	0.000381972	4.382353	None	None	0.702855293
0	HIST1H2AJ	3.93E-54	2.8888638	None	None	1.00E-49
0	HIST1H2AG	1.05E-42	2.8035052	None	None	8.92E-39
0	HIST1H2AM	3.20E-37	2.6387913	None	None	1.63E-33
0	HIST1H1D	2.26E-32	2.8487184	None	None	7.19E-29
0	HIST1H3C	5.95E-41	2.8427973	None	None	3.78E-37
0	HIST1H3B	4.99E-47	2.7446258	None	None	6.35E-43
0	HIST1H2AL	1.06E-29	2.9019294	None	None	2.71E-26
0	HIST1H2BM	4.52E-33	2.8128054	None	None	1.64E-29
0	HIST1H2AI	3.34E-34	2.7116227	None	None	1.42E-30
0	HIST1H1B	2.08E-31	2.4619374	None	None	5.88E-28
1	SNRPD3	4.64E-11	1.0918338	None	None	1.18E-07
1	GAPDH	5.64E-16	0.78135747	None	None	7.18E-12
1	TUBA1B	1.09E-11	0.79281473	None	None	3.48E-08
1	PTMA	2.00E-11	0.562818	None	None	5.66E-08
1	UBE2C	1.02E-10	1.3394147	None	None	2.16E-07
1	ACTG1	2.53E-12	0.76269525	None	None	1.07E-08
1	EEF1A1	1.84E-12	0.57436305	None	None	9.37E-09
1	ACTB	2.63E-19	0.6869471	None	None	6.70E-15
1	RPS13	1.03E-12	0.7262977	None	None	7.27E-09
1	TUBB	1.14E-12	0.81217587	None	None	7.27E-09
2	ZYX	2.64E-06	0.70512104	None	None	0.011186397
2	ACTB	8.37E-06	0.40723518	None	None	0.029397361
2	CALM2	9.24E-06	0.7828234	None	None	0.029397361
2	GAPDH	1.71E-05	0.5850337	None	None	0.046047923
2	UBE2C	3.86E-07	1.0971023	None	None	0.003277345
2	KPNA2	1.92E-05	0.79716	None	None	0.046047923
2	HSPA8	4.29E-08	0.52288944	None	None	0.000546235
2	DNMT3B	1.99E-05	0.5523306	None	None	0.046047923
2	TOP2A	1.75E-08	1.1216843	None	None	0.000446189
2	HMGN2	2.82E-05	0.7001128	None	None	0.052478022
3	PVT1	8.14E-11	1.8566022	None	None	2.96E-08
3	FLNA	1.42E-10	1.4897144	None	None	4.83E-08
3	JMJD1C	2.07E-10	1.5939007	None	None	6.84E-08
3	MACF1	2.16E-10	1.6072767	None	None	6.89E-08
3	MT-CO2	3.27E-10	0.9845645	None	None	9.92E-08
3	SNHG14	1.25E-11	1.09445	None	None	5.31E-09
3	MALAT1	1.65E-23	1.506366	None	None	7.01E-20
3	GRID2	2.94E-17	2.1342885	None	None	3.61E-14
3	UNC5D	2.56E-13	1.8930224	None	None	1.81E-10
3	RMRP	5.94E-20	2.1054766	None	None	1.68E-16
4	HNRNPA1	0.003118224	0.5167367	None	None	1
4	SMC3	0.00372746	1.041726	None	None	1
4	CTNNB1	0.005386758	0.62858003	None	None	1
4	NUP155	0.001437728	1.1033926	None	None	1
4	HMGCS1	0.005435764	0.6347045	None	None	1
4	CRABP1	0.00672446	0.67407525	None	None	1
4	PRR36	0.004106651	0.8735857	None	None	1
4	IPO5	0.000675894	0.6335909	None	None	1
4	TUBB	0.003762571	0.34248945	None	None	1
4	HSPD1	0.00021706	0.60120666	None	None	1
5	RPLP0	1.59E-09	0.87732476	None	None	4.05E-05
5	MDK	0.000195188	0.9229129	None	None	0.471322375
5	RPL5	6.06E-07	1.0099993	None	None	0.005146338
5	TPT1	1.30E-07	1.4263799	None	None	0.001655086
5	YBX1	0.000157607	0.72430575	None	None	0.445817211
5	RPL15	4.24E-06	0.8948814	None	None	0.019523821
5	VDAC2	1.60E-05	1.1070163	None	None	0.050790171
5	RPS26	4.05E-06	1.0050646	None	None	0.019523821
5	RPL17	4.60E-06	1.1118059	None	None	0.019523821
5	RPS8	6.94E-06	0.82107365	None	None	0.025230739
6	MIR924HG	5.84E-22	4.217121	None	None	2.61E-19
6	PTPRG	4.17E-25	3.9274855	None	None	3.22E-22
6	CADM2	1.27E-24	4.1922774	None	None	8.29E-22
6	PLEKHA5	6.33E-23	3.8839574	None	None	3.22E-20
6	GULP1	2.91E-22	3.1835544	None	None	1.34E-19
6	ADCY2	3.08E-23	4.3700013	None	None	1.64E-20
6	PVT1	4.75E-25	3.9228249	None	None	3.47E-22
6	NLGN1	2.51E-23	4.3119297	None	None	1.36E-20
6	CASC15	4.41E-22	4.101135	None	None	2.01E-19
6	GRID2	1.96E-27	4.1952696	None	None	2.08E-24
7	HIST1H2AJ	0.00034185	1.4458189	None	None	1
7	HIST1H1B	0.001072935	1.3207529	None	None	1
7	SMARCC1	0.008312812	0.9677102	None	None	1
7	CCT3	0.00348055	1.0306884	None	None	1
7	SND1	0.005855518	1.0770248	None	None	1
7	YARS	0.00332584	1.3214979	None	None	1
7	VMA21	0.011168337	1.1894333	None	None	1
7	NMU	0.003687215	1.6710106	None	None	1
7	HIF1A	0.009997725	0.90418905	None	None	1
7	LUC7L2	0.011053914	1.1560435	None	None	1
8	YES1	1.18E-08	4.3395734	None	None	6.01E-05
8	USO1	3.66E-07	3.5727134	None	None	0.001036226
8	RPL4	9.59E-08	1.6514901	None	None	0.000348819
8	BCAT1	4.89E-08	3.5688179	None	None	0.000207336
8	CCNG1	2.52E-10	4.0650063	None	None	1.61E-06
8	SNHG14	3.55E-11	3.8217208	None	None	3.01E-07
8	PABPC1	2.61E-11	2.25894	None	None	3.01E-07
8	TERF1	3.45E-12	4.0499434	None	None	8.78E-08
8	RPL6	4.76E-07	1.8116066	None	None	0.001102338
8	CALD1	1.27E-06	2.7833624	None	None	0.002684581
0	RPL10	2.42E-18	1.0989953	None	None	6.46E-14
0	RPS26	1.88E-16	1.2411939	None	None	1.25E-12
0	RPL18A	5.11E-15	1.0327774	None	None	2.73E-11
0	GAPDH	1.87E-14	0.7546257	None	None	5.53E-11
0	RPS19	7.50E-15	1.0659727	None	None	2.76E-11
0	RPLP1	1.03E-17	0.8423007	None	None	1.37E-13
0	FTH1	8.27E-15	0.86753297	None	None	2.76E-11
0	RPL8	7.48E-17	0.9120197	None	None	6.64E-13
0	FTL	6.41E-14	0.98621386	None	None	1.71E-10
0	RPS7	7.56E-15	0.9158568	None	None	2.76E-11
1	AC022140.1	5.34E-23	2.7804422	None	None	1.42E-19
1	KCNT2	8.08E-23	4.0657506	None	None	1.82E-19
1	MIR924HG	7.69E-27	3.6320138	None	None	4.10E-23
1	FRAS1	8.20E-23	3.8136663	None	None	1.82E-19
1	GRID2	1.37E-28	3.493948	None	None	9.11E-25
1	FTX	1.70E-22	3.6089184	None	None	3.49E-19
1	RIMS2	5.57E-22	3.4311652	None	None	9.28E-19
1	UNC5D	1.27E-30	3.8117654	None	None	1.69E-26
1	PTPRG	6.22E-26	3.3060613	None	None	2.77E-22
1	TCF12	1.21E-21	3.1837895	None	None	1.89E-18
2	EIF4A1	5.84E-09	0.88796914	None	None	1.42E-05
2	HSP90AA1	1.77E-10	0.9856581	None	None	5.90E-07
2	LDHB	1.91E-08	0.8521418	None	None	3.92E-05
2	TUBB	2.69E-08	0.7797139	None	None	5.13E-05
2	HSPA8	4.05E-12	1.1492938	None	None	2.16E-08
2	HSP90AB1	9.52E-23	1.1893767	None	None	2.54E-18
2	NPM1	1.45E-12	0.7089202	None	None	9.67E-09
2	HMGB1	6.04E-07	0.70944965	None	None	0.000946959
2	ACTB	9.86E-19	0.79779106	None	None	1.31E-14
2	PRDX1	5.27E-13	1.1436702	None	None	4.68E-09
3	PABPC1	2.21E-05	0.9674177	None	None	0.073582086
3	HSP90AA1	9.45E-06	0.86091083	None	None	0.05281902
3	SUPT16H	4.02E-05	1.1132715	None	None	0.106670903
3	HSPA4	1.19E-05	1.0817976	None	None	0.05281902
3	HSP90AB1	8.98E-06	0.61853415	None	None	0.05281902
3	HSPD1	3.79E-08	1.0093608	None	None	0.000505086
3	LIN28A	1.73E-05	1.0629253	None	None	0.065754159
3	CTNNB1	1.10E-05	1.5055375	None	None	0.05281902
3	EIF4B	3.33E-05	1.0280406	None	None	0.098690645
3	NCL	3.13E-08	1.0465728	None	None	0.000505086
4	RPS23	0.000571801	0.6465919	None	None	1
4	RPS12	2.08E-05	0.74028623	None	None	0.554414858
4	RPL11	0.000488321	0.75674736	None	None	1
4	RPS18	0.000846813	0.61250985	None	None	1
4	RPL13	0.000167298	0.62849605	None	None	1
4	RPS15	0.000753489	0.70404446	None	None	1
4	RPL12	0.000473152	0.5503823	None	None	1
4	MALAT1	0.00015707	1.0350412	None	None	1
4	RPS2	0.000260454	0.6393544	None	None	1
4	RPS19	4.31E-05	0.78039473	None	None	0.574098172
5	ARPC2	0.008385914	1.1050403	None	None	1
5	TPM4	0.009424437	1.0364544	None	None	1
5	SLC25A6	0.001328288	1.1155785	None	None	1
5	TP53	0.014605711	1.663046	None	None	1
5	MT-ATP8	0.00263824	1.3665346	None	None	1
5	PRRC2A	0.012432025	1.384239	None	None	1
5	MT-CO2	0.013603182	1.0797522	None	None	1
5	MT-ATP6	0.002567669	1.5243233	None	None	1
5	MT-CO1	0.002582381	1.4745998	None	None	1
5	RPS16	0.001724576	0.9534098	None	None	1
6	CHCHD1	0.008462393	1.7140008	None	None	1
6	TMSB10	0.001257784	1.1302904	None	None	1
6	EIF1	0.004318958	1.029459	None	None	1
6	IFITM2	0.002033845	1.3312329	None	None	1
6	RNF114	0.000897795	2.3597066	None	None	1
6	RPL10A	0.000545677	1.2548265	None	None	1
6	TOMM6	0.000132885	1.7356614	None	None	1
6	GPX4	0.000130195	1.3955941	None	None	1
6	RPL18A	0.005716456	0.7801459	None	None	1
6	RPS14	0.008834818	0.7727408	None	None	1

SkewC Quality Control Output Plots

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