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: RNF43

Gene summary for RNF43

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF43

Gene ID

54894

Gene namering finger protein 43
Gene AliasRNF124
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q68DV7


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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
54894RNF43HTA11_8622_2000001021HumanColorectumSER1.26e-04-6.80e-010.0528
54894RNF43HTA11_6801_2000001011HumanColorectumSER6.80e-05-7.47e-010.0171
54894RNF43HTA11_7696_3000711011HumanColorectumAD3.89e-11-4.82e-010.0674
54894RNF43HTA11_7469_2000001011HumanColorectumAD6.24e-04-1.09e+00-0.0124
54894RNF43HTA11_6818_2000001021HumanColorectumAD3.41e-12-7.40e-010.0588
54894RNF43HTA11_99999970781_79442HumanColorectumMSS5.14e-31-7.63e-010.294
54894RNF43HTA11_99999971662_82457HumanColorectumMSS3.68e-05-2.64e-010.3859
54894RNF43F007HumanColorectumFAP6.35e-287.07e-010.1176
54894RNF43A002-C-010HumanColorectumFAP1.82e-517.04e-010.242
54894RNF43A001-C-207HumanColorectumFAP1.50e-286.71e-010.1278
54894RNF43A015-C-203HumanColorectumFAP3.05e-374.65e-01-0.1294
54894RNF43A015-C-204HumanColorectumFAP2.64e-113.55e-01-0.0228
54894RNF43A014-C-040HumanColorectumFAP1.37e-083.83e-01-0.1184
54894RNF43A002-C-201HumanColorectumFAP5.33e-284.83e-010.0324
54894RNF43A002-C-203HumanColorectumFAP3.44e-476.84e-010.2786
54894RNF43A001-C-119HumanColorectumFAP1.41e-101.65e-01-0.1557
54894RNF43A001-C-108HumanColorectumFAP1.97e-244.29e-01-0.0272
54894RNF43A002-C-021HumanColorectumFAP1.56e-326.42e-010.1171
54894RNF43A002-C-205HumanColorectumFAP8.61e-313.38e-01-0.1236
54894RNF43A001-C-104HumanColorectumFAP1.13e-305.21e-010.0184
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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
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
∗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:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0032801ColorectumADreceptor catabolic process12/391828/187237.21e-034.39e-0212
GO:00160551ColorectumSERWnt signaling pathway97/2897444/187232.02e-043.68e-0397
GO:01987381ColorectumSERcell-cell signaling by wnt97/2897446/187232.39e-044.11e-0397
GO:00301111ColorectumSERregulation of Wnt signaling pathway75/2897328/187232.47e-044.20e-0375
GO:00301112ColorectumMSSregulation of Wnt signaling pathway98/3467328/187233.37e-071.36e-0598
GO:00160552ColorectumMSSWnt signaling pathway124/3467444/187236.06e-072.26e-05124
GO:01987382ColorectumMSScell-cell signaling by wnt124/3467446/187237.83e-072.77e-05124
GO:00431121ColorectumMSSreceptor metabolic process57/3467166/187238.47e-072.97e-0557
GO:0030178ColorectumMSSnegative regulation of Wnt signaling pathway48/3467170/187231.23e-031.18e-0248
GO:00328011ColorectumMSSreceptor catabolic process12/346728/187232.53e-032.02e-0212
GO:00160553ColorectumFAPWnt signaling pathway104/2622444/187234.92e-083.92e-06104
GO:01987383ColorectumFAPcell-cell signaling by wnt104/2622446/187236.26e-084.54e-06104
GO:00301113ColorectumFAPregulation of Wnt signaling pathway81/2622328/187231.44e-079.03e-0681
GO:00431122ColorectumFAPreceptor metabolic process46/2622166/187232.70e-061.02e-0446
GO:00301781ColorectumFAPnegative regulation of Wnt signaling pathway38/2622170/187232.06e-031.70e-0238
GO:00160554ColorectumCRCWnt signaling pathway88/2078444/187233.91e-085.28e-0688
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043103ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043104ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043105ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043106ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
hsa043107ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
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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
∗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
RNF43SNVMissense_Mutationc.1882N>Ap.Asp628Asnp.D628NQ68DV7protein_codingtolerated_low_confidence(0.08)benign(0.023)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RNF43SNVMissense_Mutationc.272N>Ap.Cys91Tyrp.C91YQ68DV7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF43SNVMissense_Mutationc.2290G>Tp.Val764Leup.V764LQ68DV7protein_codingdeleterious_low_confidence(0.02)benign(0.168)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
RNF43SNVMissense_Mutationrs200066146c.1820N>Tp.Ser607Leup.S607LQ68DV7protein_codingtolerated_low_confidence(0.09)benign(0)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RNF43SNVMissense_Mutationc.181N>Ap.Leu61Metp.L61MQ68DV7protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.862)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF43SNVMissense_Mutationrs200066146c.1820C>Tp.Ser607Leup.S607LQ68DV7protein_codingtolerated_low_confidence(0.09)benign(0)TCGA-E2-A1B5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RNF43deletionFrame_Shift_Delrs781215815c.1976delNp.Gly659ValfsTer41p.G659Vfs*41Q68DV7protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF43insertionFrame_Shift_Insnovelc.1627_1628insTGCCACCATACCCAGCTAATTTTTGTATTTTTAGTAGp.Gln543LeufsTer65p.Q543Lfs*65Q68DV7protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNF43deletionFrame_Shift_Delc.1539_1551delTAAAGGGGATCCCp.Lys514SerfsTer9p.K514Sfs*9Q68DV7protein_codingTCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNF43deletionFrame_Shift_Delrs781215815c.1976delNp.Gly659ValfsTer41p.G659Vfs*41Q68DV7protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=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
54894RNF43ENZYME, CLINICALLY ACTIONABLERNF43-72122977472
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