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: RACGAP1

Gene summary for RACGAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RACGAP1

Gene ID

29127

Gene nameRac GTPase activating protein 1
Gene AliasCYK4
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R136


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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
29127RACGAP1LZE2THumanEsophagusESCC2.15e-045.84e-010.082
29127RACGAP1LZE24THumanEsophagusESCC1.69e-062.29e-010.0596
29127RACGAP1P2T-EHumanEsophagusESCC7.39e-094.54e-010.1177
29127RACGAP1P4T-EHumanEsophagusESCC1.35e-114.52e-010.1323
29127RACGAP1P5T-EHumanEsophagusESCC2.29e-041.64e-010.1327
29127RACGAP1P8T-EHumanEsophagusESCC4.83e-031.32e-010.0889
29127RACGAP1P10T-EHumanEsophagusESCC7.95e-062.45e-010.116
29127RACGAP1P11T-EHumanEsophagusESCC2.26e-042.42e-010.1426
29127RACGAP1P17T-EHumanEsophagusESCC4.60e-025.61e-010.1278
29127RACGAP1P19T-EHumanEsophagusESCC6.31e-055.22e-010.1662
29127RACGAP1P20T-EHumanEsophagusESCC2.66e-052.50e-010.1124
29127RACGAP1P21T-EHumanEsophagusESCC8.77e-052.69e-010.1617
29127RACGAP1P23T-EHumanEsophagusESCC8.24e-032.12e-010.108
29127RACGAP1P24T-EHumanEsophagusESCC6.36e-134.55e-010.1287
29127RACGAP1P26T-EHumanEsophagusESCC3.63e-062.82e-010.1276
29127RACGAP1P28T-EHumanEsophagusESCC1.67e-051.89e-010.1149
29127RACGAP1P30T-EHumanEsophagusESCC7.57e-052.95e-010.137
29127RACGAP1P31T-EHumanEsophagusESCC7.98e-052.22e-010.1251
29127RACGAP1P32T-EHumanEsophagusESCC1.44e-083.68e-010.1666
29127RACGAP1P37T-EHumanEsophagusESCC2.72e-053.02e-010.1371
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:000028115EsophagusESCCmitotic cytokinesis58/855271/187234.34e-101.15e-0858
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:003250614EsophagusESCCcytokinetic process35/855239/187239.38e-091.90e-0735
GO:009030715EsophagusESCCmitotic spindle assembly52/855265/187231.41e-082.77e-0752
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:006164015EsophagusESCCcytoskeleton-dependent cytokinesis72/8552100/187238.10e-081.39e-0672
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:00086081EsophagusESCCattachment of spindle microtubules to kinetochore29/855235/187236.61e-066.75e-0529
GO:003086517EsophagusESCCcortical cytoskeleton organization44/855261/187232.50e-052.13e-0444
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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
RACGAP1SNVMissense_Mutationnovelc.150N>Tp.Glu50Aspp.E50DQ9H0H5protein_codingtolerated(0.12)benign(0.13)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RACGAP1SNVMissense_Mutationc.1838N>Cp.Ser613Thrp.S613TQ9H0H5protein_codingtolerated(0.1)benign(0.007)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
RACGAP1SNVMissense_Mutationc.1658N>Gp.Leu553Argp.L553RQ9H0H5protein_codingtolerated(0.42)benign(0.014)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RACGAP1SNVMissense_Mutationc.452N>Ap.Ser151Tyrp.S151YQ9H0H5protein_codingdeleterious(0.02)benign(0.345)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RACGAP1SNVMissense_Mutationnovelc.1624T>Gp.Phe542Valp.F542VQ9H0H5protein_codingtolerated(0.14)possibly_damaging(0.702)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RACGAP1SNVMissense_Mutationnovelc.1585N>Cp.Glu529Glnp.E529QQ9H0H5protein_codingtolerated(0.12)benign(0.419)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RACGAP1SNVMissense_Mutationnovelc.194N>Ap.Arg65Glnp.R65QQ9H0H5protein_codingtolerated(0.11)benign(0.164)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RACGAP1SNVMissense_Mutationc.272N>Ap.Ala91Aspp.A91DQ9H0H5protein_codingdeleterious(0.01)possibly_damaging(0.634)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
RACGAP1deletionFrame_Shift_Delnovelc.1091_1092delCCp.Ser364TyrfsTer8p.S364Yfs*8Q9H0H5protein_codingTCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RACGAP1SNVMissense_Mutationnovelc.578G>Ap.Gly193Aspp.G193DQ9H0H5protein_codingtolerated(0.26)benign(0.043)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
29127RACGAP1NATCMDC-124522CHEMBL526776
29127RACGAP1NAISOORIENTINISOORIENTIN
29127RACGAP1NATHUNBERGINOL BTHUNBERGINOL B
29127RACGAP1NAGNF-PF-321CHEMBL581044
29127RACGAP1NAKAEMPFEROLKAEMPFEROL
29127RACGAP1NATCMDC-138263CHEMBL535307
29127RACGAP1NA4-(N,NDIMETHYLAMINO)BENZALDOXIMECHEMBL498513
29127RACGAP1NACOUMESTROLCOUMESTROL
29127RACGAP1NASULFURETINSULFURETIN
29127RACGAP1NANSC-60339CHEMBL1448793
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