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: SRSF9

Gene summary for SRSF9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SRSF9

Gene ID

8683

Gene nameserine and arginine rich splicing factor 9
Gene AliasSFRS9
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

Q13242


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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
8683SRSF9GSM4909281HumanBreastIDC2.81e-225.94e-010.21
8683SRSF9GSM4909286HumanBreastIDC2.32e-265.74e-010.1081
8683SRSF9GSM4909287HumanBreastIDC3.21e-02-2.26e-010.2057
8683SRSF9GSM4909290HumanBreastIDC1.71e-135.23e-010.2096
8683SRSF9GSM4909294HumanBreastIDC1.32e-081.53e-010.2022
8683SRSF9GSM4909296HumanBreastIDC1.86e-22-4.68e-010.1524
8683SRSF9GSM4909297HumanBreastIDC4.52e-234.88e-030.1517
8683SRSF9GSM4909298HumanBreastIDC3.70e-104.69e-010.1551
8683SRSF9GSM4909308HumanBreastIDC2.54e-022.98e-010.158
8683SRSF9GSM4909309HumanBreastIDC2.52e-051.10e-010.0483
8683SRSF9GSM4909311HumanBreastIDC5.27e-42-3.86e-010.1534
8683SRSF9GSM4909312HumanBreastIDC5.23e-11-1.20e-010.1552
8683SRSF9GSM4909313HumanBreastIDC5.94e-043.80e-020.0391
8683SRSF9GSM4909315HumanBreastIDC5.26e-073.07e-010.21
8683SRSF9GSM4909316HumanBreastIDC3.26e-072.81e-010.21
8683SRSF9GSM4909318HumanBreastIDC1.08e-043.83e-010.2031
8683SRSF9GSM4909319HumanBreastIDC7.11e-56-1.68e-010.1563
8683SRSF9GSM4909320HumanBreastIDC2.47e-07-2.75e-010.1575
8683SRSF9GSM4909321HumanBreastIDC2.04e-232.71e-010.1559
8683SRSF9brca1HumanBreastPrecancer1.33e-236.21e-01-0.0338
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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
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
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
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:0022618113ThyroidPTCribonucleoprotein complex assembly130/5968220/187236.25e-175.47e-15130
GO:0048024113ThyroidPTCregulation of mRNA splicing, via spliceosome71/5968101/187232.39e-151.71e-1371
GO:0000380111ThyroidPTCalternative mRNA splicing, via spliceosome51/596877/187236.09e-101.92e-0851
GO:0033119113ThyroidPTCnegative regulation of RNA splicing22/596825/187239.00e-092.18e-0722
GO:005068619ThyroidPTCnegative regulation of mRNA processing24/596829/187232.26e-085.17e-0724
GO:0048025110ThyroidPTCnegative regulation of mRNA splicing, via spliceosome18/596820/187231.05e-072.08e-0618
GO:1903312113ThyroidPTCnegative regulation of mRNA metabolic process53/596892/187233.03e-075.13e-0653
GO:0009636111ThyroidPTCresponse to toxic substance115/5968262/187232.70e-052.63e-04115
GO:00002459ThyroidPTCspliceosomal complex assembly39/596879/187238.86e-045.40e-0339
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:000838034ThyroidATCRNA splicing270/6293434/187237.50e-351.19e-31270
GO:000037534ThyroidATCRNA splicing, via transesterification reactions200/6293324/187231.75e-257.39e-23200
GO:000037734ThyroidATCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile197/6293320/187236.54e-252.18e-22197
GO:000039834ThyroidATCmRNA splicing, via spliceosome197/6293320/187236.54e-252.18e-22197
GO:190331134ThyroidATCregulation of mRNA metabolic process181/6293288/187231.75e-245.54e-22181
GO:005068434ThyroidATCregulation of mRNA processing97/6293137/187235.28e-197.25e-1797
GO:004348435ThyroidATCregulation of RNA splicing100/6293148/187232.75e-172.72e-15100
GO:007182635ThyroidATCribonucleoprotein complex subunit organization133/6293227/187238.32e-155.01e-13133
GO:002261835ThyroidATCribonucleoprotein complex assembly129/6293220/187231.93e-141.10e-12129
GO:004802434ThyroidATCregulation of mRNA splicing, via spliceosome70/6293101/187232.29e-131.09e-1170
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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
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
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
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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
SRSF9SNVMissense_Mutationrs139360328c.605N>Ap.Arg202Hisp.R202HQ13242protein_codingtolerated(0.08)benign(0.007)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
SRSF9SNVMissense_Mutationrs139360328c.605G>Ap.Arg202Hisp.R202HQ13242protein_codingtolerated(0.08)benign(0.007)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
SRSF9insertionFrame_Shift_Insnovelc.542_543insGCTTACTGCAAGCTCCGCCTCCCGGGTTCACGCCAp.Val182LeufsTer64p.V182Lfs*64Q13242protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SRSF9insertionFrame_Shift_Insnovelc.385_386insCTTTGAGGGGGATCAATGGCAGTAATTCAGATATATTp.Asp129AlafsTer25p.D129Afs*25Q13242protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SRSF9SNVMissense_Mutationc.586N>Tp.Arg196Trpp.R196WQ13242protein_codingdeleterious(0)benign(0.003)TCGA-FU-A3TQ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SRSF9SNVMissense_Mutationc.320N>Cp.Arg107Thrp.R107TQ13242protein_codingdeleterious(0)possibly_damaging(0.821)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SRSF9SNVMissense_Mutationc.406N>Ap.Asp136Asnp.D136NQ13242protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SRSF9SNVMissense_Mutationrs368340216c.432N>Tp.Lys144Asnp.K144NQ13242protein_codingdeleterious(0.02)possibly_damaging(0.83)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SRSF9insertionFrame_Shift_Insnovelc.161_162insTp.Ala55ArgfsTer22p.A55Rfs*22Q13242protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SRSF9SNVMissense_Mutationnovelc.499N>Tp.Asp167Tyrp.D167YQ13242protein_codingdeleterious(0)possibly_damaging(0.516)TCGA-A5-A2K5-01Endometriumuterine 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
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