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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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: SRSF2

Gene summary for SRSF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SRSF2

Gene ID

6427

Gene nameserine and arginine rich splicing factor 2
Gene AliasPR264
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A024R8U5


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Malignant transformation analysis

check button 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
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
6427SRSF2GSM4909277HumanBreastPrecancer4.52e-024.88e-010.0177
6427SRSF2GSM4909280HumanBreastPrecancer8.73e-043.68e-010.0305
6427SRSF2GSM4909281HumanBreastIDC7.75e-031.95e-010.21
6427SRSF2GSM4909282HumanBreastIDC2.78e-123.65e-01-0.0288
6427SRSF2GSM4909286HumanBreastIDC7.70e-071.34e-010.1081
6427SRSF2GSM4909293HumanBreastIDC1.46e-072.92e-010.1581
6427SRSF2GSM4909294HumanBreastIDC8.58e-04-1.80e-010.2022
6427SRSF2GSM4909296HumanBreastIDC1.56e-17-5.40e-010.1524
6427SRSF2GSM4909297HumanBreastIDC9.18e-216.86e-020.1517
6427SRSF2GSM4909298HumanBreastIDC1.68e-083.42e-010.1551
6427SRSF2GSM4909301HumanBreastIDC4.57e-02-2.94e-010.1577
6427SRSF2GSM4909308HumanBreastIDC5.86e-042.22e-010.158
6427SRSF2GSM4909311HumanBreastIDC1.11e-38-5.28e-010.1534
6427SRSF2GSM4909312HumanBreastIDC4.47e-115.64e-020.1552
6427SRSF2GSM4909319HumanBreastIDC1.64e-51-4.47e-010.1563
6427SRSF2GSM4909320HumanBreastIDC1.95e-05-3.04e-010.1575
6427SRSF2GSM4909321HumanBreastIDC1.74e-206.06e-020.1559
6427SRSF2brca2HumanBreastPrecancer2.50e-056.35e-02-0.024
6427SRSF2brca10HumanBreastPrecancer5.14e-10-5.28e-01-0.0029
6427SRSF2NCCBC14HumanBreastDCIS2.06e-09-3.38e-010.2021
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.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.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.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.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

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: 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).
ColorectumSERGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: 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).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: 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).
∗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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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00434849BreastPrecancerregulation of RNA splicing34/1080148/187232.66e-124.75e-1034
GO:00003759BreastPrecancerRNA splicing, via transesterification reactions52/1080324/187231.74e-112.22e-0952
GO:00003779BreastPrecancerRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1080320/187233.55e-114.04e-0951
GO:00003989BreastPrecancermRNA splicing, via spliceosome51/1080320/187233.55e-114.04e-0951
GO:00480249BreastPrecancerregulation of mRNA splicing, via spliceosome22/1080101/187235.29e-083.18e-0622
GO:19033118BreastPrecancerregulation of mRNA metabolic process38/1080288/187231.63e-065.97e-0538
GO:00506848BreastPrecancerregulation of mRNA processing23/1080137/187233.49e-061.13e-0423
GO:00003808BreastPrecanceralternative mRNA splicing, via spliceosome15/108077/187232.86e-056.37e-0415
GO:00003818BreastPrecancerregulation of alternative mRNA splicing, via spliceosome13/108060/187232.98e-056.58e-0413
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00075845BreastPrecancerresponse to nutrient19/1080174/187235.63e-034.08e-0219
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:004348414BreastIDCregulation of RNA splicing36/1434148/187233.32e-103.77e-0836
GO:000037514BreastIDCRNA splicing, via transesterification reactions58/1434324/187239.44e-109.58e-0858
GO:000037714BreastIDCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1434320/187231.60e-091.49e-0757
GO:000039814BreastIDCmRNA splicing, via spliceosome57/1434320/187231.60e-091.49e-0757
GO:004802414BreastIDCregulation of mRNA splicing, via spliceosome23/1434101/187231.74e-067.28e-0523
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:000758412BreastIDCresponse to nutrient29/1434174/187235.69e-051.20e-0329
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030408BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0304013BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0304023BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0304033BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0304043BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0304053BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030404ColorectumMSI-HSpliceosome37/797217/84652.49e-043.23e-032.70e-0337
hsa030405ColorectumMSI-HSpliceosome37/797217/84652.49e-043.23e-032.70e-0337
hsa030409EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304014EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304024EndometriumEECSpliceosome54/1237217/84653.78e-053.88e-042.89e-0454
hsa0304034EndometriumEECSpliceosome54/1237217/84653.78e-053.88e-042.89e-0454
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon 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

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SRSF2SNVMissense_Mutationnovelc.156N>Cp.Lys52Asnp.K52NQ01130protein_codingtolerated(0.06)benign(0.243)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SRSF2SNVMissense_Mutationc.407C>Gp.Ser136Cysp.S136CQ01130protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SRSF2SNVMissense_Mutationc.205N>Ap.Glu69Lysp.E69KQ01130protein_codingdeleterious(0.05)possibly_damaging(0.64)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SRSF2SNVMissense_Mutationc.205G>Ap.Glu69Lysp.E69KQ01130protein_codingdeleterious(0.05)possibly_damaging(0.64)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SRSF2SNVMissense_Mutationc.311G>Ap.Gly104Glup.G104EQ01130protein_codingtolerated(0.5)benign(0.346)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SRSF2SNVMissense_Mutationc.143N>Gp.Asp48Glyp.D48GQ01130protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SRSF2SNVMissense_Mutationnovelc.560N>Ap.Ser187Tyrp.S187YQ01130protein_codingdeleterious(0.02)benign(0.166)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SRSF2SNVMissense_Mutationrs755334722c.425N>Tp.Ser142Phep.S142FQ01130protein_codingdeleterious(0.03)possibly_damaging(0.601)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SRSF2SNVMissense_Mutationnovelc.470N>Ap.Ser157Tyrp.S157YQ01130protein_codingdeleterious(0)benign(0.332)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SRSF2SNVMissense_Mutationnovelc.631A>Gp.Lys211Glup.K211EQ01130protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
6427SRSF2CLINICALLY ACTIONABLEH3B-8800
6427SRSF2CLINICALLY ACTIONABLEN/A26508027,26769228
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