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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: RUNDC1

Gene summary for RUNDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RUNDC1

Gene ID

146923

Gene nameRUN domain containing 1
Gene AliasRUND1
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

NA


Top

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
146923RUNDC1HCC1_MengHumanLiverHCC6.82e-13-4.34e-020.0246
146923RUNDC1HCC2_MengHumanLiverHCC6.54e-177.79e-020.0107
146923RUNDC1HCC1HumanLiverHCC7.62e-123.28e+000.5336
146923RUNDC1HCC2HumanLiverHCC8.49e-232.80e+000.5341
146923RUNDC1HCC5HumanLiverHCC1.71e-221.66e+000.4932
146923RUNDC1S014HumanLiverHCC2.10e-032.56e-010.2254
146923RUNDC1S015HumanLiverHCC4.98e-022.44e-010.2375
146923RUNDC1S016HumanLiverHCC8.58e-043.27e-010.2243
146923RUNDC1S027HumanLiverHCC2.78e-024.26e-010.2446
146923RUNDC1S028HumanLiverHCC4.07e-095.06e-010.2503
146923RUNDC1C04HumanOral cavityOSCC6.70e-032.55e-010.2633
146923RUNDC1C21HumanOral cavityOSCC4.21e-062.66e-010.2678
146923RUNDC1C30HumanOral cavityOSCC1.79e-196.09e-010.3055
146923RUNDC1C38HumanOral cavityOSCC8.57e-076.24e-010.172
146923RUNDC1C43HumanOral cavityOSCC5.74e-121.90e-010.1704
146923RUNDC1C46HumanOral cavityOSCC1.79e-092.54e-010.1673
146923RUNDC1C51HumanOral cavityOSCC1.15e-022.32e-010.2674
146923RUNDC1C08HumanOral cavityOSCC2.81e-121.88e-010.1919
146923RUNDC1LN22HumanOral cavityOSCC2.30e-055.03e-010.1733
146923RUNDC1LN46HumanOral cavityOSCC1.13e-042.46e-010.1666
Page: 1 2 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
RUNDC1SNVMissense_Mutationc.656G>Tp.Arg219Leup.R219LQ96C34protein_codingtolerated(0.09)benign(0.014)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RUNDC1SNVMissense_Mutationc.619N>Ap.Asp207Asnp.D207NQ96C34protein_codingdeleterious(0.02)benign(0.255)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
RUNDC1SNVMissense_Mutationnovelc.1157N>Gp.Glu386Glyp.E386GQ96C34protein_codingdeleterious(0.01)benign(0.018)TCGA-D8-A1XV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RUNDC1SNVMissense_Mutationrs750660231c.655N>Tp.Arg219Trpp.R219WQ96C34protein_codingdeleterious(0)benign(0.425)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RUNDC1SNVMissense_Mutationrs755761147c.868N>Gp.Ser290Glyp.S290GQ96C34protein_codingdeleterious(0.02)benign(0.001)TCGA-HG-A2PA-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificTaxolPD
RUNDC1SNVMissense_Mutationrs771660205c.1481G>Ap.Arg494Glnp.R494QQ96C34protein_codingtolerated(0.18)possibly_damaging(0.738)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RUNDC1insertionFrame_Shift_Insnovelc.1531_1532insCp.Lys513GlnfsTer16p.K513Qfs*16Q96C34protein_codingTCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
RUNDC1SNVMissense_Mutationnovelc.1316N>Tp.Ala439Valp.A439VQ96C34protein_codingdeleterious(0.04)possibly_damaging(0.819)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RUNDC1SNVMissense_Mutationrs749602274c.1810C>Tp.Arg604Cysp.R604CQ96C34protein_codingdeleterious(0)probably_damaging(0.959)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RUNDC1SNVMissense_Mutationnovelc.628N>Tp.Pro210Serp.P210SQ96C34protein_codingdeleterious(0.03)possibly_damaging(0.597)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
Page: 1