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: RAD17

Gene summary for RAD17

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAD17

Gene ID

5884

Gene nameRAD17 checkpoint clamp loader component
Gene AliasCCYC
Cytomap5q13.2
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

O75943


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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
5884RAD17LZE4THumanEsophagusESCC2.71e-041.19e-010.0811
5884RAD17LZE8THumanEsophagusESCC2.06e-046.80e-020.067
5884RAD17LZE20THumanEsophagusESCC9.20e-034.29e-020.0662
5884RAD17LZE24THumanEsophagusESCC8.19e-102.32e-010.0596
5884RAD17LZE21THumanEsophagusESCC1.21e-031.29e-010.0655
5884RAD17P1T-EHumanEsophagusESCC1.93e-051.69e-010.0875
5884RAD17P2T-EHumanEsophagusESCC8.76e-284.28e-010.1177
5884RAD17P4T-EHumanEsophagusESCC4.56e-202.69e-010.1323
5884RAD17P5T-EHumanEsophagusESCC1.77e-053.35e-020.1327
5884RAD17P8T-EHumanEsophagusESCC2.91e-041.02e-010.0889
5884RAD17P9T-EHumanEsophagusESCC8.53e-171.09e-010.1131
5884RAD17P10T-EHumanEsophagusESCC1.01e-081.20e-010.116
5884RAD17P11T-EHumanEsophagusESCC1.95e-083.62e-010.1426
5884RAD17P12T-EHumanEsophagusESCC1.50e-122.69e-010.1122
5884RAD17P15T-EHumanEsophagusESCC7.07e-141.61e-010.1149
5884RAD17P16T-EHumanEsophagusESCC3.40e-192.61e-010.1153
5884RAD17P17T-EHumanEsophagusESCC4.43e-032.16e-010.1278
5884RAD17P20T-EHumanEsophagusESCC1.78e-182.43e-010.1124
5884RAD17P21T-EHumanEsophagusESCC5.14e-091.58e-010.1617
5884RAD17P22T-EHumanEsophagusESCC9.60e-091.45e-010.1236
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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
∗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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:00000775EsophagusESCCDNA damage checkpoint78/8552115/187231.27e-061.56e-0578
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:190199113EsophagusESCCnegative regulation of mitotic cell cycle phase transition112/8552179/187233.69e-064.03e-05112
GO:00103891EsophagusESCCregulation of G2/M transition of mitotic cell cycle64/855294/187239.21e-068.82e-0564
GO:19027491EsophagusESCCregulation of cell cycle G2/M phase transition68/8552102/187231.48e-051.33e-0468
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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
RAD17SNVMissense_Mutationnovelc.331N>Ap.Glu111Lysp.E111KO75943protein_codingdeleterious(0)possibly_damaging(0.683)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
RAD17SNVMissense_Mutationc.937A>Gp.Lys313Glup.K313EO75943protein_codingtolerated(0.08)benign(0.015)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RAD17SNVMissense_Mutationc.217N>Cp.Glu73Glnp.E73QO75943protein_codingtolerated(0.23)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RAD17SNVMissense_Mutationc.1496C>Tp.Thr499Metp.T499MO75943protein_codingdeleterious(0)probably_damaging(0.956)TCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RAD17SNVMissense_Mutationnovelc.259G>Ap.Glu87Lysp.E87KO75943protein_codingdeleterious(0.02)benign(0.105)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAD17insertionIn_Frame_Insnovelc.832_833insCGCGATCTCAGCTCATTGCAAGCTCTGCCTCCCAGGTTCp.Glu278delinsAlaArgSerGlnLeuIleAlaSerSerAlaSerGlnValGlnp.E278delinsARSQLIASSASQVQO75943protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RAD17SNVMissense_Mutationrs150902866c.608C>Tp.Ala203Valp.A203VO75943protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RAD17SNVMissense_Mutationnovelc.1591N>Gp.Leu531Valp.L531VO75943protein_codingtolerated(0.09)benign(0.04)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAD17SNVMissense_Mutationc.637N>Ap.Gly213Argp.G213RO75943protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RAD17SNVMissense_Mutationnovelc.1846N>Ap.Glu616Lysp.E616KO75943protein_codingtolerated(0.07)benign(0.039)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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