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: RFX5

Gene summary for RFX5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RFX5

Gene ID

5993

Gene nameregulatory factor X5
Gene AliasRFX5
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P48382


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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
5993RFX5LZE2THumanEsophagusESCC2.66e-022.87e-010.082
5993RFX5LZE8THumanEsophagusESCC2.33e-071.36e-010.067
5993RFX5LZE24THumanEsophagusESCC1.37e-143.39e-010.0596
5993RFX5LZE6THumanEsophagusESCC2.96e-042.20e-010.0845
5993RFX5P1T-EHumanEsophagusESCC1.79e-031.28e-010.0875
5993RFX5P2T-EHumanEsophagusESCC7.68e-416.14e-010.1177
5993RFX5P4T-EHumanEsophagusESCC9.60e-083.95e-010.1323
5993RFX5P5T-EHumanEsophagusESCC7.29e-046.08e-020.1327
5993RFX5P8T-EHumanEsophagusESCC1.05e-069.91e-020.0889
5993RFX5P9T-EHumanEsophagusESCC5.36e-162.80e-010.1131
5993RFX5P10T-EHumanEsophagusESCC8.45e-091.39e-010.116
5993RFX5P11T-EHumanEsophagusESCC2.38e-072.32e-010.1426
5993RFX5P12T-EHumanEsophagusESCC1.14e-082.25e-010.1122
5993RFX5P15T-EHumanEsophagusESCC4.12e-183.77e-010.1149
5993RFX5P16T-EHumanEsophagusESCC5.07e-222.55e-010.1153
5993RFX5P17T-EHumanEsophagusESCC6.06e-053.39e-010.1278
5993RFX5P19T-EHumanEsophagusESCC2.03e-022.38e-010.1662
5993RFX5P20T-EHumanEsophagusESCC4.40e-113.04e-010.1124
5993RFX5P21T-EHumanEsophagusESCC2.47e-153.76e-010.1617
5993RFX5P22T-EHumanEsophagusESCC1.42e-101.97e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0461230EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa04612114EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0461229Oral cavityOSCCAntigen processing and presentation47/370478/84652.37e-036.35e-033.23e-0347
hsa0515211Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa04612113Oral cavityOSCCAntigen processing and presentation47/370478/84652.37e-036.35e-033.23e-0347
hsa04612210Oral cavityLPAntigen processing and presentation37/241878/84652.98e-041.60e-031.03e-0337
hsa0515221Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
hsa0461237Oral cavityLPAntigen processing and presentation37/241878/84652.98e-041.60e-031.03e-0337
hsa0515231Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
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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
RFX5BNBreastDCISIGFBP6,ABHD10,GON7, etc.2.97e-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.
RFX5FIBBreastIDCRFC5,UBLCP1,C9orf114, etc.3.17e-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.
RFX5CD8TEREXEndometriumADJZNF184,RP5-1171I10.5,F3, etc.8.87e-03The 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.
RFX5CD8TEXEndometriumEECZNF184,RP5-1171I10.5,F3, etc.2.81e-02The 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.
RFX5PVAEsophagusADJCST1,AHRR,DACH1, etc.3.31e-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.
RFX5FIBLungHealthyMTATP6P1,ZSCAN29,SLC30A1, etc.4.43e-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.
RFX5MVAOral cavityADJEXOG,AADAT,TATDN2, etc.1.07e-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.
RFX5PVAOral cavityEOLPEXOG,AADAT,TATDN2, etc.4.25e-02The 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.
RFX5STMPancreasPanINTUBA1A,TACC2,OLFM4, etc.2.94e-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.
RFX5BNPancreasHealthyBYSL,ZNF547,AC090971.2, etc.4.59e-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
RFX5SNVMissense_Mutationrs751429455c.460C>Tp.Arg154Trpp.R154WP48382protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A3XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamyicinCR
RFX5SNVMissense_Mutationnovelc.484N>Tp.Ser162Cysp.S162CP48382protein_codingdeleterious(0.03)probably_damaging(0.99)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RFX5SNVMissense_Mutationnovelc.1270N>Ap.Gly424Argp.G424RP48382protein_codingtolerated_low_confidence(0.35)benign(0.09)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFX5SNVMissense_Mutationc.1096N>Ap.Pro366Thrp.P366TP48382protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.996)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFX5SNVMissense_Mutationc.1598N>Ap.Gly533Aspp.G533DP48382protein_codingtolerated_low_confidence(0.07)benign(0.007)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFX5SNVMissense_Mutationc.535N>Ap.Asp179Asnp.D179NP48382protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
RFX5SNVMissense_Mutationc.794N>Gp.Lys265Argp.K265RP48382protein_codingtolerated(0.13)benign(0.196)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFX5SNVMissense_Mutationc.791N>Gp.Ser264Cysp.S264CP48382protein_codingtolerated(0.08)benign(0.033)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RFX5SNVMissense_Mutationnovelc.1780N>Cp.Asp594Hisp.D594HP48382protein_codingdeleterious_low_confidence(0)possibly_damaging(0.733)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RFX5insertionFrame_Shift_Insnovelc.34_35insTGTACAGAAATTTTCTGACAATGACAAGCTGTATCTCTACCTTCAGCp.Lys12MetfsTer51p.K12Mfs*51P48382protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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