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: RUBCN

Gene summary for RUBCN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RUBCN

Gene ID

9711

Gene namerubicon autophagy regulator
Gene AliasKIAA0226
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q92622


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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
9711RUBCNLZE4THumanEsophagusESCC3.79e-031.64e-010.0811
9711RUBCNLZE24THumanEsophagusESCC2.94e-112.57e-010.0596
9711RUBCNP1T-EHumanEsophagusESCC3.79e-021.17e-010.0875
9711RUBCNP2T-EHumanEsophagusESCC5.60e-202.02e-010.1177
9711RUBCNP4T-EHumanEsophagusESCC6.67e-071.48e-010.1323
9711RUBCNP5T-EHumanEsophagusESCC1.83e-129.48e-020.1327
9711RUBCNP8T-EHumanEsophagusESCC3.06e-059.77e-020.0889
9711RUBCNP9T-EHumanEsophagusESCC1.57e-078.63e-020.1131
9711RUBCNP10T-EHumanEsophagusESCC2.22e-101.44e-010.116
9711RUBCNP11T-EHumanEsophagusESCC1.22e-042.93e-010.1426
9711RUBCNP12T-EHumanEsophagusESCC1.33e-106.39e-020.1122
9711RUBCNP15T-EHumanEsophagusESCC1.83e-141.86e-010.1149
9711RUBCNP16T-EHumanEsophagusESCC3.69e-101.10e-010.1153
9711RUBCNP19T-EHumanEsophagusESCC5.30e-042.85e-010.1662
9711RUBCNP20T-EHumanEsophagusESCC4.26e-091.24e-010.1124
9711RUBCNP21T-EHumanEsophagusESCC1.68e-112.11e-010.1617
9711RUBCNP22T-EHumanEsophagusESCC4.18e-077.80e-020.1236
9711RUBCNP23T-EHumanEsophagusESCC6.68e-101.13e-010.108
9711RUBCNP24T-EHumanEsophagusESCC9.46e-091.34e-010.1287
9711RUBCNP26T-EHumanEsophagusESCC3.51e-141.56e-010.1276
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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
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
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414041Oral cavityEOLPAutophagy - animal39/1218141/84652.68e-051.38e-048.12e-0539
hsa0414051Oral cavityEOLPAutophagy - animal39/1218141/84652.68e-051.38e-048.12e-0539
hsa0414061Oral cavityNEOLPAutophagy - animal32/1112141/84651.17e-035.56e-033.49e-0332
hsa0414071Oral cavityNEOLPAutophagy - animal32/1112141/84651.17e-035.56e-033.49e-0332
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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
RUBCNSNVMissense_Mutationc.1625G>Ap.Arg542Glnp.R542QQ92622protein_codingtolerated(0.06)probably_damaging(0.997)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUBCNSNVMissense_Mutationc.1555N>Cp.Glu519Glnp.E519QQ92622protein_codingtolerated(0.18)benign(0.007)TCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RUBCNSNVMissense_Mutationc.2113N>Tp.His705Tyrp.H705YQ92622protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RUBCNSNVMissense_Mutationrs201875862c.139N>Ap.Val47Ilep.V47IQ92622protein_codingtolerated(0.06)probably_damaging(0.994)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
RUBCNSNVMissense_Mutationc.1814N>Tp.Ser605Leup.S605LQ92622protein_codingdeleterious(0.04)possibly_damaging(0.585)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RUBCNSNVMissense_Mutationc.2701N>Gp.Ile901Valp.I901VQ92622protein_codingdeleterious(0.04)possibly_damaging(0.487)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUBCNSNVMissense_Mutationc.811N>Gp.Gln271Glup.Q271EQ92622protein_codingtolerated(0.6)benign(0.003)TCGA-C8-A132-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUBCNSNVMissense_Mutationc.967N>Cp.Glu323Glnp.E323QQ92622protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
RUBCNSNVMissense_Mutationc.781A>Gp.Ser261Glyp.S261GQ92622protein_codingtolerated(0.21)benign(0)TCGA-D8-A1X5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
RUBCNSNVMissense_Mutationc.2689N>Ap.Glu897Lysp.E897KQ92622protein_codingtolerated(0.43)probably_damaging(0.912)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone 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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