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: XRRA1

Gene summary for XRRA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

XRRA1

Gene ID

143570

Gene nameX-ray radiation resistance associated 1
Gene AliasXRRA1
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q6P2D8


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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
143570XRRA1LZE4THumanEsophagusESCC3.01e-143.46e-010.0811
143570XRRA1LZE20THumanEsophagusESCC2.84e-031.37e-010.0662
143570XRRA1LZE24THumanEsophagusESCC4.75e-041.82e-010.0596
143570XRRA1LZE6THumanEsophagusESCC1.17e-021.55e-010.0845
143570XRRA1P1T-EHumanEsophagusESCC9.82e-052.43e-010.0875
143570XRRA1P2T-EHumanEsophagusESCC2.78e-478.26e-010.1177
143570XRRA1P4T-EHumanEsophagusESCC2.15e-163.41e-010.1323
143570XRRA1P5T-EHumanEsophagusESCC1.54e-122.60e-010.1327
143570XRRA1P8T-EHumanEsophagusESCC1.63e-152.36e-010.0889
143570XRRA1P9T-EHumanEsophagusESCC6.65e-051.52e-010.1131
143570XRRA1P10T-EHumanEsophagusESCC4.58e-181.66e-010.116
143570XRRA1P11T-EHumanEsophagusESCC7.48e-155.91e-010.1426
143570XRRA1P12T-EHumanEsophagusESCC1.31e-203.43e-010.1122
143570XRRA1P16T-EHumanEsophagusESCC6.45e-152.04e-010.1153
143570XRRA1P17T-EHumanEsophagusESCC8.08e-062.83e-010.1278
143570XRRA1P20T-EHumanEsophagusESCC1.24e-031.17e-010.1124
143570XRRA1P21T-EHumanEsophagusESCC8.46e-061.27e-010.1617
143570XRRA1P22T-EHumanEsophagusESCC1.20e-112.29e-010.1236
143570XRRA1P23T-EHumanEsophagusESCC1.32e-225.43e-010.108
143570XRRA1P24T-EHumanEsophagusESCC4.39e-045.48e-020.1287
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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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00101653EsophagusESCCresponse to X-ray24/855233/187231.50e-037.06e-0324
GO:00102128Oral cavityOSCCresponse to ionizing radiation99/7305148/187235.49e-122.08e-1099
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:00101652Oral cavityOSCCresponse to X-ray22/730533/187231.19e-036.03e-0322
GO:001021224Oral cavityEOLPresponse to ionizing radiation34/2218148/187231.01e-041.15e-0334
GO:000931423Oral cavityEOLPresponse to radiation72/2218456/187236.60e-033.23e-0272
GO:001021219ThyroidPTCresponse to ionizing radiation79/5968148/187234.56e-089.74e-0779
GO:0009314111ThyroidPTCresponse to radiation195/5968456/187235.10e-078.27e-06195
GO:00101655ThyroidPTCresponse to X-ray18/596833/187235.77e-032.60e-0218
GO:000931426ThyroidATCresponse to radiation210/6293456/187231.69e-083.39e-07210
GO:0010212110ThyroidATCresponse to ionizing radiation82/6293148/187233.88e-087.15e-0782
GO:001016511ThyroidATCresponse to X-ray20/629333/187231.33e-036.96e-0320
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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
XRRA1SNVMissense_Mutationc.925G>Cp.Asp309Hisp.D309HQ6P2D8protein_codingdeleterious(0.02)benign(0.253)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
XRRA1SNVMissense_Mutationnovelc.1081N>Ap.Ala361Thrp.A361TQ6P2D8protein_codingtolerated(0.14)benign(0.212)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
XRRA1SNVMissense_Mutationrs765465931c.584N>Tp.Thr195Ilep.T195IQ6P2D8protein_codingdeleterious(0)probably_damaging(0.993)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XRRA1SNVMissense_Mutationc.1127N>Gp.Leu376Argp.L376RQ6P2D8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
XRRA1SNVMissense_Mutationnovelc.17N>Gp.Ile6Serp.I6SQ6P2D8protein_codingtolerated(0.08)benign(0.001)TCGA-E2-A15H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyherceptinSD
XRRA1SNVMissense_Mutationc.544N>Tp.Asp182Tyrp.D182YQ6P2D8protein_codingdeleterious(0.02)possibly_damaging(0.73)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
XRRA1insertionFrame_Shift_Insnovelc.205_206insGGATGCTTGCTAGCTTTGTGGTTAAACCp.Phe69TrpfsTer50p.F69Wfs*50Q6P2D8protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
XRRA1SNVMissense_Mutationnovelc.11C>Tp.Ser4Leup.S4LQ6P2D8protein_codingtolerated(0.07)benign(0.001)TCGA-C5-A3HF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
XRRA1SNVMissense_Mutationc.2298N>Cp.Glu766Aspp.E766DQ6P2D8protein_codingtolerated_low_confidence(0.12)benign(0.073)TCGA-LP-A4AX-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
XRRA1SNVMissense_Mutationc.2249N>Tp.Thr750Ilep.T750IQ6P2D8protein_codingdeleterious(0.01)benign(0.23)TCGA-A6-2682-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5PD
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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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