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: IFRD2

Gene summary for IFRD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFRD2

Gene ID

7866

Gene nameinterferon related developmental regulator 2
Gene AliasIFNRP
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q12894


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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
7866IFRD2P61T-EHumanEsophagusESCC1.05e-041.68e-010.099
7866IFRD2P62T-EHumanEsophagusESCC5.91e-216.52e-010.1302
7866IFRD2P65T-EHumanEsophagusESCC1.56e-143.49e-010.0978
7866IFRD2P74T-EHumanEsophagusESCC3.18e-271.08e+000.1479
7866IFRD2P75T-EHumanEsophagusESCC1.47e-389.44e-010.1125
7866IFRD2P76T-EHumanEsophagusESCC4.19e-256.87e-010.1207
7866IFRD2P79T-EHumanEsophagusESCC2.75e-194.91e-010.1154
7866IFRD2P80T-EHumanEsophagusESCC3.38e-381.45e+000.155
7866IFRD2P82T-EHumanEsophagusESCC1.37e-106.31e-010.1072
7866IFRD2P83T-EHumanEsophagusESCC2.56e-411.83e+000.1738
7866IFRD2P89T-EHumanEsophagusESCC8.92e-081.02e+000.1752
7866IFRD2P91T-EHumanEsophagusESCC2.82e-081.38e+000.1828
7866IFRD2P94T-EHumanEsophagusESCC7.80e-067.79e-010.0879
7866IFRD2P104T-EHumanEsophagusESCC3.48e-057.67e-010.0931
7866IFRD2P107T-EHumanEsophagusESCC9.83e-521.36e+000.171
7866IFRD2P126T-EHumanEsophagusESCC1.57e-041.04e+000.1125
7866IFRD2P127T-EHumanEsophagusESCC4.02e-151.74e-010.0826
7866IFRD2P128T-EHumanEsophagusESCC1.23e-271.17e+000.1241
7866IFRD2P130T-EHumanEsophagusESCC1.77e-348.76e-010.1676
7866IFRD2HCC1_MengHumanLiverHCC3.36e-763.37e-010.0246
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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
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
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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
IFRD2SNVMissense_Mutationc.760N>Tp.Gly254Cysp.G254CQ12894protein_codingtolerated(1)benign(0.023)TCGA-D8-A1XA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IFRD2SNVMissense_Mutationrs374366991c.1198N>Ap.Val400Metp.V400MQ12894protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
IFRD2SNVMissense_Mutationrs782492356c.1174C>Tp.Arg392Cysp.R392CQ12894protein_codingdeleterious(0)probably_damaging(0.959)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFRD2SNVMissense_Mutationc.1036N>Ap.Glu346Lysp.E346KQ12894protein_codingdeleterious(0)probably_damaging(0.996)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IFRD2SNVMissense_Mutationc.1255G>Cp.Glu419Glnp.E419QQ12894protein_codingdeleterious(0)probably_damaging(0.994)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFRD2SNVMissense_Mutationnovelc.386N>Gp.Asp129Glyp.D129GQ12894protein_codingdeleterious(0.01)possibly_damaging(0.589)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IFRD2SNVMissense_Mutationrs782161246c.1361G>Ap.Arg454Hisp.R454HQ12894protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3678-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
IFRD2SNVMissense_Mutationrs369995042c.1484N>Ap.Arg495Glnp.R495QQ12894protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IFRD2SNVMissense_Mutationnovelc.580N>Tp.Gly194Trpp.G194WQ12894protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IFRD2SNVMissense_Mutationc.1426N>Tp.Pro476Serp.P476SQ12894protein_codingtolerated(1)benign(0)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
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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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