Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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	Gene summary
	Malignant transformation analysis
	Malignant transformation related pathway analysis
	Cell-cell communication analysis
	Single-cell gene regulatory network inference analysis
	Somatic mutation of malignant transformation related genes
	Related drugs of malignant transformation related genes

Gene: SRPK2

Gene summary for SRPK2

Gene summary.

Gene information	Species	Human
	Gene symbol	SRPK2
	Gene ID	6733
	Gene name	SRSF protein kinase 2
	Gene Alias	SFRSK2
	Cytomap	7q22.3
	Gene Type	protein-coding
	GO ID	GO:0000245
	UniProtAcc	A0A024R704

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Malignant transformation analysis

Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells

Malignant transformation involving gene list.

Entrez ID	Symbol	Replicates	Species	Organ	Tissue	Adj P-value	Log2FC	Malignancy
6733	SRPK2	CA_HPV_1	Human	Cervix	CC	1.32e-02	-1.40e-01	0.0264
6733	SRPK2	CCI_1	Human	Cervix	CC	6.86e-21	1.69e+00	0.528
6733	SRPK2	CCI_2	Human	Cervix	CC	3.73e-08	1.34e+00	0.5249
6733	SRPK2	CCI_3	Human	Cervix	CC	2.46e-22	1.39e+00	0.516
6733	SRPK2	HTA11_3410_2000001011	Human	Colorectum	AD	2.41e-05	-2.80e-01	0.0155
6733	SRPK2	A001-C-207	Human	Colorectum	FAP	7.81e-04	-2.37e-01	0.1278
6733	SRPK2	A015-C-203	Human	Colorectum	FAP	1.45e-33	-5.26e-01	-0.1294
6733	SRPK2	A015-C-204	Human	Colorectum	FAP	5.80e-09	-4.68e-01	-0.0228
6733	SRPK2	A014-C-040	Human	Colorectum	FAP	3.90e-04	-3.30e-01	-0.1184
6733	SRPK2	A002-C-201	Human	Colorectum	FAP	7.17e-13	-2.58e-01	0.0324
6733	SRPK2	A001-C-119	Human	Colorectum	FAP	3.90e-05	-2.63e-01	-0.1557
6733	SRPK2	A001-C-108	Human	Colorectum	FAP	6.11e-16	-3.63e-01	-0.0272
6733	SRPK2	A002-C-205	Human	Colorectum	FAP	3.38e-25	-3.80e-01	-0.1236
6733	SRPK2	A001-C-104	Human	Colorectum	FAP	6.07e-03	-3.21e-01	0.0184
6733	SRPK2	A015-C-005	Human	Colorectum	FAP	9.12e-05	-2.46e-01	-0.0336
6733	SRPK2	A015-C-006	Human	Colorectum	FAP	7.24e-18	-4.82e-01	-0.0994
6733	SRPK2	A015-C-106	Human	Colorectum	FAP	4.79e-11	-3.02e-01	-0.0511
6733	SRPK2	A002-C-114	Human	Colorectum	FAP	3.78e-21	-4.28e-01	-0.1561
6733	SRPK2	A015-C-104	Human	Colorectum	FAP	9.85e-32	-4.82e-01	-0.1899
6733	SRPK2	A001-C-014	Human	Colorectum	FAP	1.94e-11	-3.35e-01	0.0135

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Transcriptomic changes along malignancy continuum.

Tissue	Expression Dynamics	Abbreviation
Cervix		CC: Cervix cancer
		HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
		N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)		FAP: Familial adenomatous polyposis
		CRC: Colorectal cancer
Colorectum (HTA11)		AD: Adenomas
		SER: Sessile serrated lesions
		MSI-H: Microsatellite-high colorectal cancer
		MSS: Microsatellite stable colorectal cancer
Endometrium		AEH: Atypical endometrial hyperplasia
		EEC: Endometrioid Cancer
Esophagus		ESCC: Esophageal squamous cell carcinoma
		HGIN: High-grade intraepithelial neoplasias
		LGIN: Low-grade intraepithelial neoplasias
Liver		HCC: Hepatocellular carcinoma
		NAFLD: Non-alcoholic fatty liver disease
Lung		AAH: Atypical adenomatous hyperplasia
		AIS: Adenocarcinoma in situ
		IAC: Invasive lung adenocarcinoma
		MIA: Minimally invasive adenocarcinoma
Oral Cavity		EOLP: Erosive Oral lichen planus
		LP: leukoplakia
		NEOLP: Non-erosive oral lichen planus
		OSCC: Oral squamous cell carcinoma
Prostate		BPH: Benign Prostatic Hyperplasia
Skin		AK: Actinic keratosis
		cSCC: Cutaneous squamous cell carcinoma
		SCCIS:squamous cell carcinoma in situ
Thyroid		ATC: Anaplastic thyroid cancer
		HT: Hashimoto's thyroiditis
		PTC: Papillary thyroid cancer

∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

Find out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer

Figure of enriched GO biological processes.

Tissue	Disease Stage	Enriched GO biological Processes
Colorectum	AD
Colorectum	SER
Colorectum	MSS
Colorectum	MSI-H
Colorectum	FAP

∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).

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Enriched GO biological processes.

GO ID	Tissue	Disease Stage	Description	Gene Ratio	Bg Ratio	pvalue	p.adjust	Count
GO:001603220	Oral cavity	OSCC	viral process	274/7305	415/18723	2.42e-29	1.70e-26	274
GO:000037519	Oral cavity	OSCC	RNA splicing, via transesterification reactions	225/7305	324/18723	5.20e-29	2.99e-26	225
GO:000037719	Oral cavity	OSCC	RNA splicing, via transesterification reactions with bulged adenosine as nucleophile	221/7305	320/18723	5.50e-28	2.18e-25	221
GO:000039819	Oral cavity	OSCC	mRNA splicing, via spliceosome	221/7305	320/18723	5.50e-28	2.18e-25	221
GO:190331118	Oral cavity	OSCC	regulation of mRNA metabolic process	197/7305	288/18723	2.83e-24	7.16e-22	197
GO:001905820	Oral cavity	OSCC	viral life cycle	208/7305	317/18723	4.59e-22	1.00e-19	208
GO:005068417	Oral cavity	OSCC	regulation of mRNA processing	104/7305	137/18723	1.32e-18	1.58e-16	104
GO:007182620	Oral cavity	OSCC	ribonucleoprotein complex subunit organization	152/7305	227/18723	1.05e-17	1.01e-15	152
GO:004348420	Oral cavity	OSCC	regulation of RNA splicing	108/7305	148/18723	4.25e-17	3.69e-15	108
GO:002261820	Oral cavity	OSCC	ribonucleoprotein complex assembly	146/7305	220/18723	1.53e-16	1.23e-14	146
GO:001907920	Oral cavity	OSCC	viral genome replication	95/7305	131/18723	6.35e-15	4.02e-13	95
GO:00062603	Oral cavity	OSCC	DNA replication	159/7305	260/18723	3.25e-13	1.59e-11	159
GO:005079220	Oral cavity	OSCC	regulation of viral process	109/7305	164/18723	8.95e-13	4.10e-11	109
GO:004802420	Oral cavity	OSCC	regulation of mRNA splicing, via spliceosome	74/7305	101/18723	2.66e-12	1.09e-10	74
GO:007099720	Oral cavity	OSCC	neuron death	202/7305	361/18723	3.75e-11	1.23e-09	202
GO:190390020	Oral cavity	OSCC	regulation of viral life cycle	97/7305	148/18723	5.34e-11	1.67e-09	97
GO:004852417	Oral cavity	OSCC	positive regulation of viral process	51/7305	65/18723	9.56e-11	2.90e-09	51
GO:004506917	Oral cavity	OSCC	regulation of viral genome replication	62/7305	85/18723	2.14e-10	6.04e-09	62
GO:00457879	Oral cavity	OSCC	positive regulation of cell cycle	173/7305	313/18723	3.28e-09	7.44e-08	173
GO:00069974	Oral cavity	OSCC	nucleus organization	85/7305	133/18723	5.12e-09	1.12e-07	85

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Enriched KEGG pathways.

Pathway ID

Tissue

Disease Stage

Description

Gene Ratio

Bg Ratio

pvalue

p.adjust

qvalue

Count

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Cell-cell communication analysis

Identification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states

Ligand

Receptor

LRpair

Pathway

Tissue

Disease Stage

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Single-cell gene regulatory network inference analysis

Find out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states

Cell Type

Tissue

Disease Stage

Target Gene

RSS

Regulon Activity

∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.

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Somatic mutation of malignant transformation related genes

Annotation of somatic variants for genes involved in malignant transformation

Hugo Symbol

Variant Class

Variant Classification

dbSNP RS

HGVSc

HGVSp

HGVSp Short

SWISSPROT

BIOTYPE

SIFT

PolyPhen

Tumor Sample Barcode

Tissue

Histology

Sex

Age

Stage

Therapy Types

Drugs

Outcome

SRPK2

SNV

Missense_Mutation

novel

c.736N>A

p.Glu246Lys

p.E246K

P78362

protein_coding

deleterious(0.02)

probably_damaging(0.986)

TCGA-5L-AAT1-01

Breast

breast invasive carcinoma

Female

<65

III/IV

Hormone Therapy

letrozol

SRPK2

SNV

Missense_Mutation

c.536N>C

p.Val179Ala

p.V179A

P78362

protein_coding

deleterious(0)

probably_damaging(0.996)

TCGA-BH-A18G-01

Breast

breast invasive carcinoma

Female

>=65

I/II

Unknown

SRPK2

SNV

Missense_Mutation

c.406N>A

p.Glu136Lys

p.E136K

P78362

protein_coding

deleterious(0)

probably_damaging(0.996)

TCGA-GM-A2DH-01

Breast

breast invasive carcinoma

Female

<65

I/II

Chemotherapy

taxol

SRPK2

insertion

Frame_Shift_Ins

novel

c.1735_1736insTAGAGAGTGCTGTGTGGAGA

p.Trp579LeufsTer39

p.W579Lfs*39

P78362

protein_coding

TCGA-AN-A0FX-01

Breast

breast invasive carcinoma

Female

<65

I/II

Unknown

SRPK2

insertion

Nonsense_Mutation

novel

c.964_965insATTGAATGTAAGTTGCCTTGGTCATCACAATCCATGTAAAGGAG

p.Pro322HisfsTer2

p.P322Hfs*2

P78362

protein_coding

TCGA-BH-A0HK-01

Breast

breast invasive carcinoma

Female

>=65

I/II

Hormone Therapy

arimidex

SRPK2

SNV

Missense_Mutation

c.169N>C

p.Glu57Gln

p.E57Q

P78362

protein_coding

deleterious(0.04)

probably_damaging(0.994)

TCGA-EK-A2H0-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Chemotherapy

cisplatin

SRPK2

SNV

Missense_Mutation

c.57G>T

p.Glu19Asp

p.E19D

P78362

protein_coding

tolerated(0.33)

benign(0.388)

TCGA-FU-A3HZ-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Chemotherapy

cisplatin

SRPK2

SNV

Missense_Mutation

c.277N>T

p.His93Tyr

p.H93Y

P78362

protein_coding

deleterious(0)

probably_damaging(0.977)

TCGA-IR-A3LI-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Chemotherapy

cisplatin

SRPK2

SNV

Missense_Mutation

novel

c.766N>T

p.Pro256Ser

p.P256S

P78362

protein_coding

deleterious(0.01)

probably_damaging(0.998)

TCGA-VS-A958-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Chemotherapy

cisplatin

SRPK2

SNV

Missense_Mutation

c.169N>C

p.Glu57Gln

p.E57Q

P78362

protein_coding

deleterious(0.04)

probably_damaging(0.994)

TCGA-ZJ-A8QQ-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Chemotherapy

cisplatin

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Related drugs of malignant transformation related genes

Identification of chemicals and drugs interact with genes involved in malignant transfromation

(DGIdb 4.0)

Entrez ID	Symbol	Category	Interaction Types	Drug Claim Name	Drug Name	PMIDs
6733	SRPK2	SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME	inhibitor	249565786

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