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: SRSF4

Gene summary for SRSF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SRSF4

Gene ID

6429

Gene nameserine and arginine rich splicing factor 4
Gene AliasSFRS4
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q08170


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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
6429SRSF4CA_HPV_1HumanCervixCC2.66e-02-1.96e-020.0264
6429SRSF4CCI_1HumanCervixCC4.30e-026.94e-010.528
6429SRSF4CCI_3HumanCervixCC1.27e-118.81e-010.516
6429SRSF4sample3HumanCervixCC5.73e-031.96e-010.1387
6429SRSF4T3HumanCervixCC2.67e-052.04e-010.1389
6429SRSF4HTA11_347_2000001011HumanColorectumAD1.14e-188.07e-01-0.1954
6429SRSF4HTA11_1391_2000001011HumanColorectumAD1.23e-035.45e-01-0.059
6429SRSF4F007HumanColorectumFAP1.83e-02-2.20e-010.1176
6429SRSF4A001-C-207HumanColorectumFAP4.58e-02-5.40e-020.1278
6429SRSF4A015-C-203HumanColorectumFAP7.59e-35-3.64e-01-0.1294
6429SRSF4A015-C-204HumanColorectumFAP7.66e-10-2.91e-01-0.0228
6429SRSF4A014-C-040HumanColorectumFAP9.86e-05-2.99e-01-0.1184
6429SRSF4A002-C-201HumanColorectumFAP4.70e-17-2.86e-010.0324
6429SRSF4A002-C-203HumanColorectumFAP5.06e-08-1.95e-010.2786
6429SRSF4A001-C-119HumanColorectumFAP8.67e-06-1.39e-01-0.1557
6429SRSF4A001-C-108HumanColorectumFAP1.39e-20-1.70e-01-0.0272
6429SRSF4A002-C-205HumanColorectumFAP1.14e-25-2.40e-01-0.1236
6429SRSF4A001-C-104HumanColorectumFAP9.03e-04-2.82e-020.0184
6429SRSF4A015-C-005HumanColorectumFAP3.66e-05-1.60e-01-0.0336
6429SRSF4A015-C-006HumanColorectumFAP2.50e-19-2.85e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
GO:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
GO:190331118Oral cavityOSCCregulation of mRNA metabolic process197/7305288/187232.83e-247.16e-22197
GO:005068417Oral cavityOSCCregulation of mRNA processing104/7305137/187231.32e-181.58e-16104
GO:004348420Oral cavityOSCCregulation of RNA splicing108/7305148/187234.25e-173.69e-15108
GO:004802420Oral cavityOSCCregulation of mRNA splicing, via spliceosome74/7305101/187232.66e-121.09e-1074
GO:00506869Oral cavityOSCCnegative regulation of mRNA processing25/730529/187232.15e-073.43e-0625
GO:004343419Oral cavityOSCCresponse to peptide hormone208/7305414/187231.83e-062.35e-05208
GO:190331220Oral cavityOSCCnegative regulation of mRNA metabolic process58/730592/187232.59e-063.23e-0558
GO:003311920Oral cavityOSCCnegative regulation of RNA splicing21/730525/187235.07e-065.72e-0521
GO:003286816Oral cavityOSCCresponse to insulin138/7305264/187237.54e-068.15e-05138
GO:00480259Oral cavityOSCCnegative regulation of mRNA splicing, via spliceosome17/730520/187233.21e-052.90e-0417
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
GO:0000375110Oral cavityLPRNA splicing, via transesterification reactions181/4623324/187231.36e-331.70e-30181
GO:0000377110Oral cavityLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile179/4623320/187232.48e-332.22e-30179
GO:0000398110Oral cavityLPmRNA splicing, via spliceosome179/4623320/187232.48e-332.22e-30179
GO:0043484110Oral cavityLPregulation of RNA splicing81/4623148/187234.34e-155.79e-1381
GO:005068418Oral cavityLPregulation of mRNA processing76/4623137/187231.14e-141.35e-1276
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
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
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304010ProstateBPHSpliceosome62/1718217/84651.99e-037.92e-034.90e-0362
hsa0304015ProstateBPHSpliceosome62/1718217/84651.99e-037.92e-034.90e-0362
hsa0304025ProstateTumorSpliceosome66/1791217/84657.53e-043.59e-032.23e-0366
hsa0304035ProstateTumorSpliceosome66/1791217/84657.53e-043.59e-032.23e-0366
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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
SRSF4SNVMissense_Mutationc.1015N>Ap.Gly339Serp.G339SQ08170protein_codingdeleterious_low_confidence(0.03)benign(0.01)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
SRSF4SNVMissense_Mutationnovelc.22C>Ap.Arg8Serp.R8SQ08170protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SRSF4SNVMissense_Mutationc.460N>Gp.Lys154Glup.K154EQ08170protein_codingtolerated(0.13)possibly_damaging(0.549)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SRSF4SNVMissense_Mutationnovelc.620G>Cp.Arg207Prop.R207PQ08170protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SRSF4insertionIn_Frame_Insnovelc.1279_1280insTGCTAAp.Gly427delinsValLeuSerp.G427delinsVLSQ08170protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SRSF4insertionFrame_Shift_Insnovelc.1238_1239insCCCCGTCTCTACTGAAAATACAAAAATTAGCCAGGCATp.Lys413AsnfsTer114p.K413Nfs*114Q08170protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
SRSF4SNVMissense_Mutationnovelc.71N>Tp.Gly24Valp.G24VQ08170protein_codingdeleterious(0.01)probably_damaging(0.914)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SRSF4SNVMissense_Mutationrs201863361c.1133G>Ap.Arg378Lysp.R378KQ08170protein_codingtolerated_low_confidence(0.81)benign(0)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SRSF4SNVMissense_Mutationnovelc.961N>Gp.Arg321Glyp.R321GQ08170protein_codingdeleterious_low_confidence(0)benign(0.051)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SRSF4SNVMissense_Mutationc.1409N>Ap.Ser470Tyrp.S470YQ08170protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
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