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: IFNGR2

Gene summary for IFNGR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFNGR2

Gene ID

3460

Gene nameinterferon gamma receptor 2
Gene AliasAF-1
Cytomap21q22.11
Gene Typeprotein-coding
GO ID

GO:0001774

UniProtAcc

E7EUY1


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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
3460IFNGR2HTA11_2487_2000001011HumanColorectumSER6.02e-096.68e-01-0.1808
3460IFNGR2HTA11_1938_2000001011HumanColorectumAD8.35e-045.04e-01-0.0811
3460IFNGR2HTA11_347_2000001011HumanColorectumAD2.86e-115.50e-01-0.1954
3460IFNGR2HTA11_411_2000001011HumanColorectumSER4.23e-091.11e+00-0.2602
3460IFNGR2HTA11_2112_2000001011HumanColorectumSER2.06e-071.09e+00-0.2196
3460IFNGR2HTA11_866_3004761011HumanColorectumAD1.97e-072.97e-010.096
3460IFNGR2HTA11_6818_2000001021HumanColorectumAD3.63e-053.78e-010.0588
3460IFNGR2HTA11_99999970781_79442HumanColorectumMSS9.46e-033.61e-010.294
3460IFNGR2HTA11_99999965104_69814HumanColorectumMSS2.02e-054.60e-010.281
3460IFNGR2HTA11_99999971662_82457HumanColorectumMSS1.43e-085.06e-010.3859
3460IFNGR2HTA11_99999974143_84620HumanColorectumMSS4.04e-063.41e-010.3005
3460IFNGR2A015-C-203HumanColorectumFAP2.85e-04-1.33e-01-0.1294
3460IFNGR2A002-C-114HumanColorectumFAP7.62e-04-2.08e-01-0.1561
3460IFNGR2A015-C-104HumanColorectumFAP3.57e-04-8.10e-02-0.1899
3460IFNGR2A002-C-016HumanColorectumFAP7.20e-03-1.08e-010.0521
3460IFNGR2A002-C-116HumanColorectumFAP1.55e-06-1.60e-02-0.0452
3460IFNGR2A018-E-020HumanColorectumFAP2.51e-02-1.51e-01-0.2034
3460IFNGR2LZE4THumanEsophagusESCC2.11e-07-7.81e-020.0811
3460IFNGR2LZE5THumanEsophagusESCC3.85e-03-1.44e-020.0514
3460IFNGR2LZE8THumanEsophagusESCC3.34e-02-2.79e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:0032411ColorectumADpositive regulation of transporter activity37/3918120/187236.82e-034.22e-0237
GO:00324111ColorectumSERpositive regulation of transporter activity31/2897120/187232.25e-032.16e-0231
GO:0032409ColorectumSERregulation of transporter activity65/2897310/187235.71e-034.19e-0265
GO:00324091ColorectumMSSregulation of transporter activity78/3467310/187232.09e-031.78e-0278
GO:0034764ColorectumMSSpositive regulation of transmembrane transport58/3467219/187232.19e-031.83e-0258
GO:00324112ColorectumMSSpositive regulation of transporter activity35/3467120/187232.95e-032.28e-0235
GO:0022898ColorectumMSSregulation of transmembrane transporter activity70/3467278/187233.36e-032.54e-0270
GO:0060333ColorectumMSSinterferon-gamma-mediated signaling pathway11/346727/187236.03e-034.04e-0211
GO:0032412ColorectumMSSregulation of ion transmembrane transporter activity66/3467267/187236.72e-034.38e-0266
GO:00347641ColorectumFAPpositive regulation of transmembrane transport53/2622219/187233.54e-057.75e-0453
GO:00228981ColorectumFAPregulation of transmembrane transporter activity62/2622278/187231.09e-041.80e-0362
GO:00324121ColorectumFAPregulation of ion transmembrane transporter activity60/2622267/187231.12e-041.84e-0360
GO:00324092ColorectumFAPregulation of transporter activity67/2622310/187231.59e-042.43e-0367
GO:0043270ColorectumFAPpositive regulation of ion transport58/2622275/187237.98e-048.36e-0358
GO:0032414ColorectumFAPpositive regulation of ion transmembrane transporter activity28/2622109/187238.64e-048.87e-0328
GO:00324113ColorectumFAPpositive regulation of transporter activity29/2622120/187231.97e-031.65e-0229
GO:0034767ColorectumFAPpositive regulation of ion transmembrane transport37/2622167/187232.74e-032.12e-0237
GO:1904062ColorectumFAPregulation of cation transmembrane transport69/2622357/187233.06e-032.30e-0269
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04066ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa040661ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa040662ColorectumSERHIF-1 signaling pathway36/1580109/84652.27e-042.15e-031.56e-0336
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa040663ColorectumSERHIF-1 signaling pathway36/1580109/84652.27e-042.15e-031.56e-0336
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa040664ColorectumMSSHIF-1 signaling pathway39/1875109/84657.61e-045.00e-033.06e-0339
hsa040665ColorectumMSSHIF-1 signaling pathway39/1875109/84657.61e-045.00e-033.06e-0339
hsa040666ColorectumFAPHIF-1 signaling pathway38/1404109/84652.43e-064.28e-052.60e-0538
hsa040667ColorectumFAPHIF-1 signaling pathway38/1404109/84652.43e-064.28e-052.60e-0538
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0514525EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa052356EsophagusESCCPD-L1 expression and PD-1 checkpoint pathway in cancer58/420589/84652.19e-036.16e-033.16e-0358
hsa051425EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa046599EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa046585EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
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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
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIBreastDCIS
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIBreastHealthy
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIBreastIDC
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IICervixADJ
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IICervixCC
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IICervixHealthy
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IICervixPrecancer
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIEndometriumADJ
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIEndometriumAEH
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIEndometriumEEC
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIEndometriumHealthy
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIGCADJ
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIGCGC
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIHNSCCADJ
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIHNSCCHealthy
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIHNSCCOSCC
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IIHNSCCPrecancer
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IILiverHealthy
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IILiverPrecancer
IFNGIFNGR1_IFNGR2IFNG_IFNGR1_IFNGR2IFN-IILungAAH
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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
IFNGR2SNVMissense_Mutationnovelc.319N>Ap.Gln107Lysp.Q107Kprotein_codingtolerated(0.57)benign(0.006)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
IFNGR2SNVMissense_Mutationrs142997921c.566C>Tp.Thr189Metp.T189Mprotein_codingtolerated(0.12)benign(0.025)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IFNGR2deletionFrame_Shift_Delnovelc.434delNp.Val146Terp.V146*protein_codingTCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
IFNGR2SNVMissense_Mutationnovelc.946N>Tp.Asp316Tyrp.D316Yprotein_codingdeleterious(0)probably_damaging(0.988)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFNGR2SNVMissense_Mutationc.605N>Tp.Gly202Valp.G202Vprotein_codingdeleterious(0.02)benign(0.265)TCGA-RA-A741-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IFNGR2insertionFrame_Shift_Insnovelc.665_666dupAAp.Pro223AsnfsTer27p.P223Nfs*27protein_codingTCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IFNGR2SNVMissense_Mutationc.534N>Ap.Phe178Leup.F178Lprotein_codingtolerated(0.27)benign(0.111)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IFNGR2SNVMissense_Mutationrs760780330c.404N>Ap.Arg135Glnp.R135Qprotein_codingtolerated(0.09)possibly_damaging(0.696)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IFNGR2SNVMissense_Mutationrs369753667c.775N>Cp.Asp259Hisp.D259Hprotein_codingdeleterious(0.01)possibly_damaging(0.788)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IFNGR2SNVMissense_Mutationrs750400339c.827N>Tp.Ser276Leup.S276Lprotein_codingtolerated(1)benign(0)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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
3460IFNGR2CLINICALLY ACTIONABLE, DRUGGABLE GENOMEagonistCHEMBL1201564INTERFERON GAMMA-1B
3460IFNGR2CLINICALLY ACTIONABLE, DRUGGABLE GENOMEINTERFERON GAMMA-1B
3460IFNGR2CLINICALLY ACTIONABLE, DRUGGABLE GENOMEIFN-GAMMAINTERFERON GAMMA-1B
3460IFNGR2CLINICALLY ACTIONABLE, DRUGGABLE GENOMEInterferon gamma-1b
3460IFNGR2CLINICALLY ACTIONABLE, DRUGGABLE GENOMEINTERFERON GAMMA-1B
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