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: RUBCNL

Gene summary for RUBCNL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RUBCNL

Gene ID

80183

Gene namerubicon like autophagy enhancer
Gene AliasC13orf18
Cytomap13q14.13
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9H714


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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
80183RUBCNLHTA11_1938_2000001011HumanColorectumAD1.30e-02-4.19e-01-0.0811
80183RUBCNLHTA11_78_2000001011HumanColorectumAD9.89e-04-3.94e-01-0.1088
80183RUBCNLHTA11_6818_2000001021HumanColorectumAD3.59e-035.02e-010.0588
80183RUBCNLHTA11_99999970781_79442HumanColorectumMSS1.63e-22-4.84e-010.294
80183RUBCNLHTA11_99999965104_69814HumanColorectumMSS6.09e-08-4.84e-010.281
80183RUBCNLHTA11_99999971662_82457HumanColorectumMSS1.15e-20-4.84e-010.3859
80183RUBCNLHTA11_99999973899_84307HumanColorectumMSS9.30e-06-4.84e-010.2585
80183RUBCNLHTA11_99999974143_84620HumanColorectumMSS9.02e-22-4.84e-010.3005
80183RUBCNLA015-C-203HumanColorectumFAP3.26e-123.38e-02-0.1294
80183RUBCNLA015-C-204HumanColorectumFAP2.17e-02-2.75e-01-0.0228
80183RUBCNLA002-C-201HumanColorectumFAP5.44e-04-1.03e-010.0324
80183RUBCNLA001-C-108HumanColorectumFAP9.88e-06-1.92e-02-0.0272
80183RUBCNLA002-C-205HumanColorectumFAP2.64e-08-1.56e-01-0.1236
80183RUBCNLA015-C-006HumanColorectumFAP5.42e-05-1.93e-01-0.0994
80183RUBCNLA002-C-114HumanColorectumFAP4.48e-06-9.03e-02-0.1561
80183RUBCNLA015-C-104HumanColorectumFAP2.04e-128.55e-02-0.1899
80183RUBCNLA001-C-014HumanColorectumFAP1.06e-029.41e-020.0135
80183RUBCNLA002-C-016HumanColorectumFAP7.20e-10-1.73e-010.0521
80183RUBCNLA015-C-002HumanColorectumFAP1.94e-037.42e-02-0.0763
80183RUBCNLA002-C-116HumanColorectumFAP1.17e-12-1.31e-01-0.0452
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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
∗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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0043467ColorectumADregulation of generation of precursor metabolites and energy49/3918130/187238.33e-061.99e-0449
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0006006ColorectumADglucose metabolic process62/3918196/187232.76e-043.39e-0362
GO:0006109ColorectumADregulation of carbohydrate metabolic process55/3918178/187231.10e-031.01e-0255
GO:0062012ColorectumADregulation of small molecule metabolic process93/3918334/187231.46e-031.24e-0293
GO:0048284ColorectumADorganelle fusion42/3918141/187238.04e-034.73e-0242
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00159802ColorectumMSSenergy derivation by oxidation of organic compounds131/3467318/187232.60e-212.70e-18131
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00160502ColorectumMSSvesicle organization93/3467300/187231.04e-074.97e-0693
GO:00434672ColorectumMSSregulation of generation of precursor metabolites and energy47/3467130/187231.47e-064.85e-0547
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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
∗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
RUBCNLSNVMissense_Mutationnovelc.1414N>Ap.Pro472Thrp.P472TQ9H714protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
RUBCNLSNVMissense_Mutationrs200512455c.1829C>Tp.Thr610Metp.T610MQ9H714protein_codingdeleterious(0.01)possibly_damaging(0.892)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RUBCNLSNVMissense_Mutationc.1675N>Cp.Glu559Glnp.E559QQ9H714protein_codingdeleterious(0.02)benign(0.217)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RUBCNLSNVMissense_Mutationnovelc.1661N>Ap.Gly554Glup.G554EQ9H714protein_codingtolerated(0.88)benign(0.021)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RUBCNLinsertionFrame_Shift_Insnovelc.62_63insAAGCCAATATTTGATTp.Asp21GlufsTer12p.D21Efs*12Q9H714protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RUBCNLdeletionFrame_Shift_Delnovelc.129_139delNNNNNNNNNNNp.Ile44GlufsTer8p.I44Efs*8Q9H714protein_codingTCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
RUBCNLdeletionFrame_Shift_Delnovelc.129_139delCATCAGGCTCAp.Ile44GlufsTer8p.I44Efs*8Q9H714protein_codingTCGA-BH-A0E1-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RUBCNLSNVMissense_Mutationnovelc.1683C>Ap.His561Glnp.H561QQ9H714protein_codingdeleterious(0)benign(0.403)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RUBCNLSNVMissense_Mutationnovelc.980N>Gp.Ser327Cysp.S327CQ9H714protein_codingtolerated(0.08)possibly_damaging(0.628)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RUBCNLSNVMissense_Mutationc.1596C>Gp.Ile532Metp.I532MQ9H714protein_codingtolerated(0.12)possibly_damaging(0.45)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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