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: IFNGR1

Gene summary for IFNGR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFNGR1

Gene ID

3459

Gene nameinterferon gamma receptor 1
Gene AliasCD119
Cytomap6q23.3
Gene Typeprotein-coding
GO ID

GO:0001774

UniProtAcc

A0A0S2Z3Y2


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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
3459IFNGR1LZE4THumanEsophagusESCC5.77e-096.05e-010.0811
3459IFNGR1LZE7THumanEsophagusESCC4.05e-041.72e-010.0667
3459IFNGR1LZE8THumanEsophagusESCC2.74e-097.32e-010.067
3459IFNGR1LZE22D1HumanEsophagusHGIN6.22e-03-1.22e-010.0595
3459IFNGR1LZE24THumanEsophagusESCC8.00e-104.94e-010.0596
3459IFNGR1LZE21THumanEsophagusESCC3.97e-025.94e-010.0655
3459IFNGR1P1T-EHumanEsophagusESCC4.58e-088.81e-010.0875
3459IFNGR1P2T-EHumanEsophagusESCC8.74e-213.80e-010.1177
3459IFNGR1P4T-EHumanEsophagusESCC1.27e-124.84e-010.1323
3459IFNGR1P5T-EHumanEsophagusESCC3.92e-143.62e-010.1327
3459IFNGR1P8T-EHumanEsophagusESCC2.22e-309.17e-010.0889
3459IFNGR1P9T-EHumanEsophagusESCC4.08e-113.10e-010.1131
3459IFNGR1P10T-EHumanEsophagusESCC9.14e-181.51e-010.116
3459IFNGR1P11T-EHumanEsophagusESCC2.38e-111.21e+000.1426
3459IFNGR1P12T-EHumanEsophagusESCC5.87e-276.80e-010.1122
3459IFNGR1P15T-EHumanEsophagusESCC1.27e-115.22e-010.1149
3459IFNGR1P16T-EHumanEsophagusESCC5.13e-267.39e-010.1153
3459IFNGR1P19T-EHumanEsophagusESCC3.61e-054.13e-010.1662
3459IFNGR1P20T-EHumanEsophagusESCC1.63e-104.79e-010.1124
3459IFNGR1P21T-EHumanEsophagusESCC4.98e-266.46e-010.1617
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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
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:00504352ProstateBPHamyloid-beta metabolic process21/310767/187232.09e-031.17e-0221
GO:0034205ProstateBPHamyloid-beta formation18/310757/187233.87e-031.93e-0218
GO:00420634ProstateBPHgliogenesis68/3107301/187234.06e-032.02e-0268
GO:00343416ProstateBPHresponse to interferon-gamma36/3107141/187234.41e-032.16e-0236
GO:0042982ProstateBPHamyloid precursor protein metabolic process26/310795/187235.47e-032.54e-0226
GO:00429872ProstateBPHamyloid precursor protein catabolic process20/310768/187235.92e-032.73e-0220
GO:003425018ProstateTumorpositive regulation of cellular amide metabolic process68/3246162/187231.42e-131.63e-1168
GO:000961514ProstateTumorresponse to virus101/3246367/187236.40e-071.32e-05101
GO:000181914ProstateTumorpositive regulation of cytokine production109/3246467/187234.98e-043.67e-03109
GO:00429821ProstateTumoramyloid precursor protein metabolic process29/324695/187231.12e-037.14e-0329
GO:004206312ProstateTumorgliogenesis73/3246301/187231.35e-038.46e-0373
GO:00504351ProstateTumoramyloid-beta metabolic process22/324667/187231.51e-039.30e-0322
GO:004298711ProstateTumoramyloid precursor protein catabolic process22/324668/187231.87e-031.10e-0222
GO:00342051ProstateTumoramyloid-beta formation19/324657/187232.54e-031.41e-0219
GO:00100014ProstateTumorglial cell differentiation55/3246225/187234.13e-032.08e-0255
GO:003434113ProstateTumorresponse to interferon-gamma37/3246141/187235.07e-032.46e-0237
GO:00713464ProstateTumorcellular response to interferon-gamma31/3246118/187239.53e-034.09e-0231
GO:1902991ProstateTumorregulation of amyloid precursor protein catabolic process17/324655/187239.71e-034.13e-0217
GO:00326408ProstateTumortumor necrosis factor production44/3246181/187231.05e-024.38e-0244
GO:00326808ProstateTumorregulation of tumor necrosis factor production44/3246181/187231.05e-024.38e-0244
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516730EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05167114EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
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
hsa0516738EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa05145111EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0523511EsophagusESCCPD-L1 expression and PD-1 checkpoint pathway in cancer58/420589/84652.19e-036.16e-033.16e-0358
hsa0514213EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
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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
IFNGR1SNVMissense_Mutationnovelc.534G>Tp.Met178Ilep.M178IP15260protein_codingtolerated(1)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFNGR1insertionFrame_Shift_Insnovelc.1217_1218insGp.Asp406GlufsTer8p.D406Efs*8P15260protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IFNGR1insertionNonsense_Mutationnovelc.1216_1217insTACACTAp.Asp406ValfsTer3p.D406Vfs*3P15260protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IFNGR1SNVMissense_Mutationnovelc.122A>Gp.Asn41Serp.N41SP15260protein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFNGR1SNVMissense_Mutationnovelc.1439N>Cp.Arg480Thrp.R480TP15260protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
IFNGR1SNVMissense_Mutationc.332N>Gp.Ser111Cysp.S111CP15260protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
IFNGR1SNVMissense_Mutationc.439N>Tp.His147Tyrp.H147YP15260protein_codingdeleterious(0.03)possibly_damaging(0.731)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
IFNGR1SNVMissense_Mutationnovelc.1121N>Gp.Ile374Argp.I374RP15260protein_codingtolerated(0.07)benign(0.04)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IFNGR1SNVMissense_Mutationc.813G>Tp.Lys271Asnp.K271NP15260protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IFNGR1SNVMissense_Mutationnovelc.1267N>Gp.Ser423Glyp.S423GP15260protein_codingtolerated(0.19)benign(0.012)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
3459IFNGR1DRUGGABLE GENOME, CLINICALLY ACTIONABLEINDOLE-3-CARBINOLINDOLE-3-CARBINOL14988219
3459IFNGR1DRUGGABLE GENOME, CLINICALLY ACTIONABLEINTERFERON GAMMA-1B
3459IFNGR1DRUGGABLE GENOME, CLINICALLY ACTIONABLEagonistCHEMBL1201564INTERFERON GAMMA-1B
3459IFNGR1DRUGGABLE GENOME, CLINICALLY ACTIONABLEIFN-GAMMAINTERFERON GAMMA-1B
3459IFNGR1DRUGGABLE GENOME, CLINICALLY ACTIONABLEINTERFERON GAMMA-1B
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