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: SF1

Gene summary for SF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SF1

Gene ID

7536

Gene namesplicing factor 1
Gene AliasBBP
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q15637


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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
7536SF1HTA11_1391_2000001011HumanColorectumAD1.33e-086.65e-01-0.059
7536SF1HTA11_866_3004761011HumanColorectumAD2.33e-023.45e-010.096
7536SF1HTA11_7469_2000001011HumanColorectumAD8.83e-032.77e-01-0.0124
7536SF1HTA11_99999971662_82457HumanColorectumMSS1.19e-046.69e-010.3859
7536SF1A002-C-010HumanColorectumFAP3.22e-05-2.56e-010.242
7536SF1A015-C-203HumanColorectumFAP6.47e-24-2.08e-01-0.1294
7536SF1A014-C-040HumanColorectumFAP1.95e-02-3.23e-01-0.1184
7536SF1A002-C-201HumanColorectumFAP9.21e-07-1.48e-010.0324
7536SF1A002-C-203HumanColorectumFAP2.55e-02-9.08e-020.2786
7536SF1A001-C-119HumanColorectumFAP1.12e-03-3.14e-01-0.1557
7536SF1A001-C-108HumanColorectumFAP1.25e-14-2.53e-01-0.0272
7536SF1A002-C-205HumanColorectumFAP2.99e-15-3.45e-01-0.1236
7536SF1A015-C-006HumanColorectumFAP1.74e-08-1.93e-01-0.0994
7536SF1A015-C-106HumanColorectumFAP1.94e-08-6.52e-02-0.0511
7536SF1A002-C-114HumanColorectumFAP3.78e-12-2.69e-01-0.1561
7536SF1A015-C-104HumanColorectumFAP1.59e-25-6.96e-02-0.1899
7536SF1A001-C-014HumanColorectumFAP6.07e-11-2.48e-010.0135
7536SF1A002-C-016HumanColorectumFAP3.28e-18-4.17e-010.0521
7536SF1A015-C-002HumanColorectumFAP1.55e-07-1.34e-01-0.0763
7536SF1A001-C-203HumanColorectumFAP4.35e-09-2.60e-01-0.0481
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:20001169BreastPrecancerregulation of cysteine-type endopeptidase activity43/1080235/187231.30e-111.83e-0943
GO:00432819BreastPrecancerregulation of cysteine-type endopeptidase activity involved in apoptotic process40/1080209/187231.59e-112.07e-0940
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:00109529BreastPrecancerpositive regulation of peptidase activity33/1080197/187233.01e-081.89e-0633
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00063646BreastPrecancerrRNA processing35/1080225/187237.90e-084.60e-0635
GO:00160726BreastPrecancerrRNA metabolic process36/1080236/187238.59e-084.84e-0636
GO:20012356BreastPrecancerpositive regulation of apoptotic signaling pathway24/1080126/187231.98e-071.01e-0524
GO:00432808BreastPrecancerpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process24/1080129/187233.13e-071.50e-0524
GO:00109509BreastPrecancerpositive regulation of endopeptidase activity29/1080179/187234.23e-071.90e-0529
GO:20010568BreastPrecancerpositive regulation of cysteine-type endopeptidase activity25/1080148/187231.19e-064.60e-0525
GO:00018367BreastPrecancerrelease of cytochrome c from mitochondria14/108059/187234.80e-061.47e-0414
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:20012369BreastPrecancerregulation of extrinsic apoptotic signaling pathway24/1080151/187235.78e-061.70e-0424
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TNFTNFRSF1ATNF_TNFRSF1ATNFBreastADJ
TNFTNFRSF1BTNF_TNFRSF1BTNFBreastADJ
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFBreastDCIS
TNFSF13BTNFRSF13BTNFSF13B_TNFRSF13BBAFFBreastDCIS
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFBreastDCIS
TNFTNFRSF1ATNF_TNFRSF1ATNFBreastDCIS
TNFTNFRSF1BTNF_TNFRSF1BTNFBreastDCIS
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTBreastDCIS
CSF1CSF1RCSF1_CSF1RCSFBreastDCIS
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKBreastDCIS
TNFTNFRSF1ATNF_TNFRSF1ATNFBreastHealthy
TNFTNFRSF1BTNF_TNFRSF1BTNFBreastHealthy
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKBreastHealthy
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFBreastHealthy
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFBreastHealthy
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFBreastIDC
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFBreastIDC
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKCervixADJ
LTATNFRSF1ALTA_TNFRSF1ALTCervixADJ
LTATNFRSF1BLTA_TNFRSF1BLTCervixADJ
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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
SF1STMThyroidADJN4BP2L2,POLR2J3.1,PNISR, etc.5.66e-01The 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.
SF1STMThyroidPTCN4BP2L2,POLR2J3.1,PNISR, etc.4.28e-01The 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.
∗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
SF1SNVMissense_Mutationnovelc.1782G>Ap.Met594Ilep.M594IQ15637protein_codingtolerated_low_confidence(0.12)benign(0.003)TCGA-AC-A3OD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SF1SNVMissense_Mutationc.1080N>Gp.Asp360Glup.D360EQ15637protein_codingtolerated(0.21)benign(0.014)TCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SF1SNVMissense_Mutationc.1721N>Cp.Gln574Prop.Q574PQ15637protein_codingdeleterious_low_confidence(0.01)benign(0.293)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SF1SNVMissense_Mutationc.1138N>Tp.Arg380Trpp.R380WQ15637protein_codingdeleterious(0)probably_damaging(0.999)TCGA-WT-AB44-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SF1SNVMissense_Mutationnovelc.877N>Cp.Glu293Glnp.E293QQ15637protein_codingtolerated(0.11)probably_damaging(0.997)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SF1SNVMissense_Mutationc.1138C>Tp.Arg380Trpp.R380WQ15637protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SF1SNVMissense_Mutationrs777252081c.1297C>Tp.Arg433Trpp.R433WQ15637protein_codingdeleterious(0)probably_damaging(0.967)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SF1SNVMissense_Mutationc.1138C>Tp.Arg380Trpp.R380WQ15637protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SF1SNVMissense_Mutationc.1138N>Tp.Arg380Trpp.R380WQ15637protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SF1SNVMissense_Mutationnovelc.806N>Cp.Gln269Prop.Q269PQ15637protein_codingtolerated(0.22)probably_damaging(0.992)TCGA-VS-A9UT-01Cervixcervical & endocervical cancerFemale>=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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