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: RFX7

Gene summary for RFX7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RFX7

Gene ID

64864

Gene nameregulatory factor X7
Gene AliasRFXDC2
Cytomap15q21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q2KHR2


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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
64864RFX7CCI_1HumanCervixCC8.97e-041.12e+000.528
64864RFX7CCI_2HumanCervixCC4.57e-151.27e+000.5249
64864RFX7CCI_3HumanCervixCC1.51e-166.92e-010.516
64864RFX7HTA11_3410_2000001011HumanColorectumAD1.09e-13-5.60e-010.0155
64864RFX7HTA11_2487_2000001011HumanColorectumSER4.18e-03-4.85e-01-0.1808
64864RFX7HTA11_3361_2000001011HumanColorectumAD2.45e-09-6.91e-01-0.1207
64864RFX7HTA11_696_2000001011HumanColorectumAD8.33e-09-4.04e-01-0.1464
64864RFX7HTA11_866_2000001011HumanColorectumAD6.63e-06-3.73e-01-0.1001
64864RFX7HTA11_5212_2000001011HumanColorectumAD3.13e-03-5.88e-01-0.2061
64864RFX7HTA11_5216_2000001011HumanColorectumSER3.62e-02-6.03e-01-0.1462
64864RFX7HTA11_866_3004761011HumanColorectumAD1.35e-09-5.38e-010.096
64864RFX7HTA11_8622_2000001021HumanColorectumSER4.23e-04-7.08e-010.0528
64864RFX7HTA11_7696_3000711011HumanColorectumAD4.87e-10-3.99e-010.0674
64864RFX7HTA11_6818_2000001021HumanColorectumAD2.33e-05-4.71e-010.0588
64864RFX7HTA11_99999970781_79442HumanColorectumMSS7.05e-04-2.76e-010.294
64864RFX7HTA11_99999965062_69753HumanColorectumMSI-H3.27e-025.53e-010.3487
64864RFX7HTA11_99999971662_82457HumanColorectumMSS3.88e-09-4.07e-010.3859
64864RFX7HTA11_99999973899_84307HumanColorectumMSS1.06e-04-5.71e-010.2585
64864RFX7HTA11_99999974143_84620HumanColorectumMSS1.62e-11-4.33e-010.3005
64864RFX7F007HumanColorectumFAP5.81e-04-1.76e-010.1176
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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
∗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
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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
RFX7TFHBreastADJXKR6,BMPR2,CSGALNACT1, etc.8.90e-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.
RFX7PLABreastDCISXKR6,BMPR2,CSGALNACT1, etc.1.15e-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.
RFX7BMEMBreastDCISXKR6,BMPR2,CSGALNACT1, etc.9.22e-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.
RFX7CD8TEFFBreastHealthyXKR6,BMPR2,CSGALNACT1, etc.5.47e-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.
RFX7TFHBreastIDCXKR6,BMPR2,CSGALNACT1, etc.1.33e-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.
RFX7CD8TEFFBreastPrecancerXKR6,BMPR2,CSGALNACT1, etc.6.06e-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.
RFX7MAITColorectumADPOGLUT1,RTKN2,EGLN1, etc.1.24e-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.
RFX7TREGColorectumADJPOGLUT1,RTKN2,EGLN1, etc.1.16e-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.
RFX7TREGColorectumCRCPOGLUT1,RTKN2,EGLN1, etc.1.26e-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.
RFX7TH1ColorectumCRCPOGLUT1,RTKN2,EGLN1, etc.1.96e-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.
∗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
RFX7SNVMissense_Mutationc.739C>Gp.Leu247Valp.L247VQ2KHR2protein_codingtolerated(0.1)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RFX7SNVMissense_Mutationc.2555N>Tp.Thr852Ilep.T852IQ2KHR2protein_codingdeleterious(0.02)probably_damaging(0.963)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RFX7SNVMissense_Mutationnovelc.858G>Cp.Met286Ilep.M286IQ2KHR2protein_codingtolerated(0.21)benign(0)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
RFX7SNVMissense_Mutationnovelc.1333N>Ap.Glu445Lysp.E445KQ2KHR2protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RFX7insertionFrame_Shift_Insnovelc.1707_1708insTTGGCAGCTTTAATCCAAATGGATGGCAp.Thr570LeufsTer37p.T570Lfs*37Q2KHR2protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RFX7insertionIn_Frame_Insnovelc.2840_2841insCAACTTCAGATGCCGGAGTGTGAGCCCTGCTGTp.Ser947_Pro948insAsnPheArgCysArgSerValSerProAlaValp.S947_P948insNFRCRSVSPAVQ2KHR2protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RFX7insertionFrame_Shift_Insnovelc.2579_2580insAAATCTTTATp.Pro861AsnfsTer13p.P861Nfs*13Q2KHR2protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
RFX7insertionIn_Frame_Insnovelc.2577_2578insGAAGCCp.Pro859_Thr860insGluAlap.P859_T860insEAQ2KHR2protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
RFX7insertionNonsense_Mutationnovelc.1584_1585insCTTTTAGCTTAATAATAGTGGAGATAGGAGGTTCAAGGGTTCp.Ser528_Val529insLeuLeuAlaTerTerTerTrpArgTerGluValGlnGlyPhep.S528_V529insLLA***WR*EVQGFQ2KHR2protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
RFX7deletionFrame_Shift_Delnovelc.2588delNp.Pro863GlnfsTer9p.P863Qfs*9Q2KHR2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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