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: RSF1

Gene summary for RSF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RSF1

Gene ID

51773

Gene nameremodeling and spacing factor 1
Gene AliasHBXAP
Cytomap11q14.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q05DG0


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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
51773RSF1GSM4909286HumanBreastIDC3.20e-021.99e-010.1081
51773RSF1GSM4909296HumanBreastIDC1.18e-07-1.73e-010.1524
51773RSF1GSM4909297HumanBreastIDC1.86e-132.26e-010.1517
51773RSF1GSM4909298HumanBreastIDC5.77e-1071.27e+000.1551
51773RSF1GSM4909311HumanBreastIDC8.64e-25-1.52e-010.1534
51773RSF1GSM4909312HumanBreastIDC4.79e-064.87e-020.1552
51773RSF1GSM4909317HumanBreastIDC1.99e-083.56e-010.1355
51773RSF1GSM4909319HumanBreastIDC6.59e-28-2.15e-010.1563
51773RSF1GSM4909320HumanBreastIDC2.45e-03-2.34e-010.1575
51773RSF1GSM4909321HumanBreastIDC2.45e-13-2.11e-010.1559
51773RSF1M5HumanBreastIDC4.71e-086.51e-010.1598
51773RSF1NCCBC14HumanBreastDCIS9.14e-034.88e-020.2021
51773RSF1NCCBC2HumanBreastDCIS1.52e-02-4.54e-020.1554
51773RSF1NCCBC5HumanBreastDCIS2.48e-03-1.08e-010.2046
51773RSF1P1HumanBreastIDC2.74e-13-4.87e-020.1527
51773RSF1P2HumanBreastIDC7.27e-038.58e-020.21
51773RSF1P3HumanBreastIDC4.20e-169.07e-010.1542
51773RSF1DCIS2HumanBreastDCIS2.50e-563.59e-010.0085
51773RSF1HTA11_3410_2000001011HumanColorectumAD1.18e-12-5.40e-010.0155
51773RSF1HTA11_2951_2000001011HumanColorectumAD2.06e-02-7.28e-010.0216
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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
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:005109812LiverCirrhoticregulation of binding148/4634363/187239.14e-125.97e-10148
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
GO:199077811LiverCirrhoticprotein localization to cell periphery135/4634333/187231.18e-106.21e-09135
GO:007265911LiverCirrhoticprotein localization to plasma membrane119/4634284/187231.30e-106.80e-09119
GO:009719112LiverCirrhoticextrinsic apoptotic signaling pathway97/4634219/187231.82e-109.11e-0997
GO:001908011LiverCirrhoticviral gene expression52/463494/187232.19e-101.08e-0852
GO:200123612LiverCirrhoticregulation of extrinsic apoptotic signaling pathway72/4634151/187237.80e-103.62e-0872
GO:007099712LiverCirrhoticneuron death141/4634361/187239.56e-104.38e-08141
GO:00485247LiverCirrhoticpositive regulation of viral process39/463465/187231.62e-096.93e-0839
GO:005170112LiverCirrhoticbiological process involved in interaction with host88/4634203/187234.55e-091.82e-0788
GO:000038011LiverCirrhoticalternative mRNA splicing, via spliceosome43/463477/187235.31e-092.10e-0743
GO:00507927LiverCirrhoticregulation of viral process74/4634164/187239.54e-093.69e-0774
GO:200123512LiverCirrhoticpositive regulation of apoptotic signaling pathway60/4634126/187232.08e-087.47e-0760
GO:004206012LiverCirrhoticwound healing155/4634422/187232.12e-087.56e-07155
GO:007149612LiverCirrhoticcellular response to external stimulus123/4634320/187233.27e-081.10e-06123
GO:001648211LiverCirrhoticcytosolic transport74/4634168/187233.34e-081.12e-0674
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:19012147LiverCirrhoticregulation of neuron death122/4634319/187235.17e-081.62e-06122
GO:003311912LiverCirrhoticnegative regulation of RNA splicing19/463425/187231.05e-073.01e-0619
GO:00521267LiverCirrhoticmovement in host environment75/4634175/187231.08e-073.07e-0675
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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
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKBreastDCIS
TNFTNFRSF1ATNF_TNFRSF1ATNFBreastHealthy
TNFTNFRSF1BTNF_TNFRSF1BTNFBreastHealthy
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKBreastHealthy
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFBreastHealthy
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFBreastHealthy
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFBreastIDC
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFBreastIDC
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKCervixADJ
LTATNFRSF1ALTA_TNFRSF1ALTCervixADJ
LTATNFRSF1BLTA_TNFRSF1BLTCervixADJ
LTATNFRSF14LTA_TNFRSF14LTCervixADJ
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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
RSF1SNVMissense_Mutationc.1989A>Cp.Lys663Asnp.K663NQ96T23protein_codingtolerated_low_confidence(0.23)benign(0)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RSF1SNVMissense_Mutationnovelc.1274G>Cp.Cys425Serp.C425SQ96T23protein_codingtolerated_low_confidence(0.33)benign(0.031)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
RSF1SNVMissense_Mutationrs779258393c.3217G>Ap.Glu1073Lysp.E1073KQ96T23protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RSF1SNVMissense_Mutationnovelc.334N>Ap.Leu112Ilep.L112IQ96T23protein_codingtolerated(0.06)benign(0.321)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RSF1SNVMissense_Mutationnovelc.3529G>Cp.Glu1177Glnp.E1177QQ96T23protein_codingdeleterious(0.02)possibly_damaging(0.725)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RSF1SNVMissense_Mutationc.2074G>Cp.Glu692Glnp.E692QQ96T23protein_codingdeleterious(0.03)benign(0.203)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RSF1SNVMissense_Mutationc.1645N>Tp.Asp549Tyrp.D549YQ96T23protein_codingdeleterious_low_confidence(0)benign(0.406)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
RSF1SNVMissense_Mutationc.2905N>Cp.Glu969Glnp.E969QQ96T23protein_codingdeleterious(0.04)possibly_damaging(0.734)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RSF1SNVMissense_Mutationnovelc.3947N>Cp.Gly1316Alap.G1316AQ96T23protein_codingtolerated_low_confidence(0.19)benign(0.15)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RSF1insertionIn_Frame_Insnovelc.1529_1530insCCTp.Arg510delinsSerLeup.R510delinsSLQ96T23protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
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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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