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: IL7R

Gene summary for IL7R

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL7R

Gene ID

3575

Gene nameinterleukin 7 receptor
Gene AliasCD127
Cytomap5p13.2
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

P16871


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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
3575IL7RLZE4THumanEsophagusESCC2.85e-096.02e-010.0811
3575IL7RLZE7THumanEsophagusESCC2.64e-111.57e+000.0667
3575IL7RLZE6THumanEsophagusESCC1.31e-151.31e+000.0845
3575IL7RP15T-EHumanEsophagusESCC8.15e-033.60e-010.1149
3575IL7RP19T-EHumanEsophagusESCC1.09e-021.81e-010.1662
3575IL7RP24T-EHumanEsophagusESCC3.67e-073.20e-010.1287
3575IL7RP32T-EHumanEsophagusESCC7.75e-301.06e+000.1666
3575IL7RP37T-EHumanEsophagusESCC5.39e-194.26e-010.1371
3575IL7RP49T-EHumanEsophagusESCC4.27e-059.05e-010.1768
3575IL7RP52T-EHumanEsophagusESCC1.23e-381.46e+000.1555
3575IL7RP83T-EHumanEsophagusESCC2.13e-081.30e+000.1738
3575IL7RP89T-EHumanEsophagusESCC9.56e-079.79e-010.1752
3575IL7RP107T-EHumanEsophagusESCC1.59e-117.68e-010.171
3575IL7RP126T-EHumanEsophagusESCC5.33e-034.98e-010.1125
3575IL7RC04HumanOral cavityOSCC2.55e-067.03e-010.2633
3575IL7RC21HumanOral cavityOSCC1.55e-178.56e-010.2678
3575IL7RC30HumanOral cavityOSCC9.36e-171.12e+000.3055
3575IL7RC38HumanOral cavityOSCC2.82e-022.32e-010.172
3575IL7RC51HumanOral cavityOSCC2.13e-097.15e-010.2674
3575IL7RC06HumanOral cavityOSCC4.81e-061.22e+000.2699
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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:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:0098760110EsophagusESCCresponse to interleukin-714/855215/187231.47e-049.85e-0414
GO:0098761110EsophagusESCCcellular response to interleukin-714/855215/187231.47e-049.85e-0414
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:19021076EsophagusESCCpositive regulation of leukocyte differentiation93/8552157/187234.20e-042.39e-0393
GO:19037086EsophagusESCCpositive regulation of hemopoiesis93/8552157/187234.20e-042.39e-0393
GO:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:00718871EsophagusESCCleukocyte apoptotic process65/8552106/187238.39e-044.32e-0365
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00702271EsophagusESCClymphocyte apoptotic process46/855272/187231.39e-036.62e-0346
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:190210510EsophagusESCCregulation of leukocyte differentiation152/8552279/187231.82e-038.35e-03152
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa040688Oral cavityOSCCFoxO signaling pathway85/3704131/84657.50e-074.33e-062.21e-0685
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0406813Oral cavityOSCCFoxO signaling pathway85/3704131/84657.50e-074.33e-062.21e-0685
hsa0415113Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
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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
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2CervixCC
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2CRCADJ
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2CRCMSI-H
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2EndometriumADJ
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2EndometriumAEH
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2EndometriumEEC
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2EndometriumHealthy
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2GCADJ
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2GCGC
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2HNSCCADJ
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2HNSCCPrecancer
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2LiverHealthy
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2LungAAH
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2LungADJ
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2LungAIS
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2LungIAC
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2LungMIAC
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2LungPrecancer
IL7IL7R_IL2RGIL7_IL7R_IL2RGIL2SkinAK
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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
IL7RSNVMissense_Mutationc.359N>Cp.Lys120Thrp.K120TP16871protein_codingtolerated(0.4)benign(0.001)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
IL7RSNVMissense_Mutationc.38N>Gp.Ser13Cysp.S13CP16871protein_codingtolerated(0.24)benign(0.001)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
IL7RSNVMissense_Mutationc.490N>Gp.Met164Valp.M164VP16871protein_codingtolerated(0.29)benign(0)TCGA-C8-A12L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IL7RSNVMissense_Mutationc.544N>Tp.Asn182Tyrp.N182YP16871protein_codingtolerated(0.06)benign(0.1)TCGA-E9-A1NH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
IL7RSNVMissense_Mutationc.785T>Cp.Val262Alap.V262AP16871protein_codingtolerated(0.28)benign(0.007)TCGA-E9-A1R7-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfarestonSD
IL7RinsertionNonsense_Mutationnovelc.953_954insATCAGCATTTTGAGTTTTTTCTCTGTCGCTCTGTTGGTCATCTp.Asp318GlufsTer5p.D318Efs*5P16871protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
IL7RinsertionFrame_Shift_Insnovelc.861_862insCCCAGAGGTATATTATTGTCATGTCTTGTTCp.Lys288ProfsTer24p.K288Pfs*24P16871protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IL7RinsertionFrame_Shift_Insnovelc.70_71insTAATTTGCAGGAGCAAGTTGp.Tyr24LeufsTer32p.Y24Lfs*32P16871protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IL7RSNVMissense_Mutationnovelc.1265A>Tp.Gln422Leup.Q422LP16871protein_codingdeleterious(0.01)possibly_damaging(0.875)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
IL7RSNVMissense_Mutationnovelc.337N>Ap.Glu113Lysp.E113KP16871protein_codingtolerated(0.96)benign(0.001)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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
3575IL7RCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEPF-06342674
3575IL7RCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEantibody340590234
3575IL7RCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMECYT-107
3575IL7RCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMERUXOLITINIB (IN SH2B3 DELETED)22897847,22955920
3575IL7RCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMECYT 99007
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