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:0001889112ThyroidPTCliver development79/5968147/187233.08e-086.82e-0779
GO:0061008112ThyroidPTChepaticobiliary system development80/5968150/187233.94e-088.55e-0780
GO:00311235ThyroidPTCRNA 3'-end processing65/5968116/187236.24e-081.30e-0665
GO:0050792113ThyroidPTCregulation of viral process85/5968164/187238.33e-081.70e-0685
GO:2001235112ThyroidPTCpositive regulation of apoptotic signaling pathway69/5968126/187238.51e-081.73e-0669
GO:0048025110ThyroidPTCnegative regulation of mRNA splicing, via spliceosome18/596820/187231.05e-072.08e-0618
GO:00311245ThyroidPTCmRNA 3'-end processing40/596862/187231.28e-072.48e-0640
GO:001908314ThyroidPTCviral transcription34/596850/187231.69e-073.19e-0634
GO:0033674111ThyroidPTCpositive regulation of kinase activity201/5968467/187231.95e-073.54e-06201
GO:004312226ThyroidPTCregulation of I-kappaB kinase/NF-kappaB signaling118/5968249/187232.04e-073.63e-06118
GO:000724926ThyroidPTCI-kappaB kinase/NF-kappaB signaling130/5968281/187232.78e-074.80e-06130
GO:1903312113ThyroidPTCnegative regulation of mRNA metabolic process53/596892/187233.03e-075.13e-0653
GO:0033120112ThyroidPTCpositive regulation of RNA splicing27/596837/187233.42e-075.75e-0627
GO:0031667113ThyroidPTCresponse to nutrient levels201/5968474/187237.00e-071.10e-05201
GO:004312320ThyroidPTCpositive regulation of I-kappaB kinase/NF-kappaB signaling91/5968186/187238.76e-071.33e-0591
GO:007005925ThyroidPTCintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress39/596863/187238.90e-071.35e-0539
GO:0051101113ThyroidPTCregulation of DNA binding63/5968118/187231.00e-061.50e-0563
GO:0051100113ThyroidPTCnegative regulation of binding81/5968162/187231.14e-061.67e-0581
GO:000862523ThyroidPTCextrinsic apoptotic signaling pathway via death domain receptors47/596882/187231.70e-062.38e-0547
GO:0008630112ThyroidPTCintrinsic apoptotic signaling pathway in response to DNA damage54/596899/187232.46e-063.22e-0554
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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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