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: IFRD1

Gene summary for IFRD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFRD1

Gene ID

3475

Gene nameinterferon related developmental regulator 1
Gene AliasPC4
Cytomap7q31.1
Gene Typeprotein-coding
GO ID

GO:0001709

UniProtAcc

A4D0U1


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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
3475IFRD1GSM4909277HumanBreastPrecancer1.01e-027.03e-010.0177
3475IFRD1GSM4909282HumanBreastIDC4.23e-03-2.70e-01-0.0288
3475IFRD1GSM4909285HumanBreastIDC8.82e-03-2.30e-010.21
3475IFRD1GSM4909290HumanBreastIDC1.86e-09-4.75e-010.2096
3475IFRD1GSM4909294HumanBreastIDC1.81e-18-5.29e-010.2022
3475IFRD1GSM4909296HumanBreastIDC8.73e-14-3.92e-010.1524
3475IFRD1GSM4909297HumanBreastIDC1.10e-11-3.28e-010.1517
3475IFRD1GSM4909301HumanBreastIDC4.14e-20-5.29e-010.1577
3475IFRD1GSM4909302HumanBreastIDC4.75e-11-4.11e-010.1545
3475IFRD1GSM4909304HumanBreastIDC9.94e-13-4.27e-010.1636
3475IFRD1GSM4909306HumanBreastIDC7.11e-04-3.51e-010.1564
3475IFRD1GSM4909307HumanBreastIDC2.80e-12-4.68e-010.1569
3475IFRD1GSM4909308HumanBreastIDC5.06e-05-2.86e-010.158
3475IFRD1GSM4909311HumanBreastIDC8.28e-35-6.19e-010.1534
3475IFRD1GSM4909312HumanBreastIDC1.34e-22-5.30e-010.1552
3475IFRD1GSM4909315HumanBreastIDC1.16e-05-3.71e-010.21
3475IFRD1GSM4909316HumanBreastIDC2.56e-03-4.64e-010.21
3475IFRD1GSM4909319HumanBreastIDC1.56e-33-6.03e-010.1563
3475IFRD1GSM4909320HumanBreastIDC1.23e-09-5.94e-010.1575
3475IFRD1GSM4909321HumanBreastIDC7.86e-23-5.07e-010.1559
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:0045445CervixCCmyoblast differentiation21/231184/187231.08e-038.94e-0321
GO:00454451CervixHSIL_HPVmyoblast differentiation10/73784/187231.67e-031.80e-0210
GO:00454454EsophagusESCCmyoblast differentiation52/855284/187231.98e-038.90e-0352
GO:00454453Oral cavityOSCCmyoblast differentiation46/730584/187232.43e-031.07e-0246
GO:004544512Oral cavityLPmyoblast differentiation35/462384/187234.56e-044.33e-0335
GO:004544521Oral cavityNEOLPmyoblast differentiation19/200584/187231.20e-038.85e-0319
GO:00454452ProstateBPHmyoblast differentiation24/310784/187234.13e-032.04e-0224
GO:004544511ProstateTumormyoblast differentiation24/324684/187237.23e-033.24e-0224
GO:00454455SkinAKmyoblast differentiation16/191084/187231.01e-024.84e-0216
GO:004544513SkincSCCmyoblast differentiation35/486484/187231.23e-037.97e-0335
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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
IFRD1SNVMissense_Mutationnovelc.980N>Tp.Arg327Leup.R327LO00458protein_codingdeleterious(0)probably_damaging(0.949)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
IFRD1SNVMissense_Mutationrs771235895c.1187G>Ap.Arg396Glnp.R396QO00458protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFRD1SNVMissense_Mutationnovelc.1345G>Ap.Glu449Lysp.E449KO00458protein_codingdeleterious_low_confidence(0.01)benign(0.158)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFRD1SNVMissense_Mutationc.1057N>Gp.Thr353Alap.T353AO00458protein_codingtolerated(0.23)benign(0.07)TCGA-B6-A0WT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
IFRD1SNVMissense_Mutationnovelc.491N>Tp.Glu164Valp.E164VO00458protein_codingdeleterious(0)probably_damaging(0.983)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
IFRD1SNVMissense_Mutationnovelc.1340T>Cp.Val447Alap.V447AO00458protein_codingtolerated(0.06)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFRD1SNVMissense_Mutationc.795N>Tp.Glu265Aspp.E265DO00458protein_codingtolerated(1)benign(0.015)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IFRD1SNVMissense_Mutationc.107N>Ap.Arg36Glnp.R36QO00458protein_codingtolerated(0.31)benign(0.011)TCGA-AA-3851-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IFRD1SNVMissense_Mutationc.1298N>Ap.Arg433Glnp.R433QO00458protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
IFRD1SNVMissense_Mutationc.1007G>Ap.Arg336Glnp.R336QO00458protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
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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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