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: ADIRF

Gene summary for ADIRF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADIRF

Gene ID

10974

Gene nameadipogenesis regulatory factor
Gene AliasAFRO
Cytomap10q23.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q15847


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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
10974ADIRFGSM4909281HumanBreastIDC3.66e-14-5.67e-010.21
10974ADIRFGSM4909282HumanBreastIDC1.83e-03-3.29e-01-0.0288
10974ADIRFGSM4909285HumanBreastIDC5.82e-24-6.82e-010.21
10974ADIRFGSM4909286HumanBreastIDC5.93e-07-6.45e-020.1081
10974ADIRFGSM4909287HumanBreastIDC1.03e-09-5.27e-010.2057
10974ADIRFGSM4909288HumanBreastIDC7.52e-08-8.11e-010.0988
10974ADIRFGSM4909292HumanBreastIDC5.23e-03-8.41e-010.1236
10974ADIRFGSM4909293HumanBreastIDC1.50e-336.90e-010.1581
10974ADIRFGSM4909294HumanBreastIDC3.13e-022.41e-010.2022
10974ADIRFGSM4909297HumanBreastIDC1.59e-366.96e-010.1517
10974ADIRFGSM4909298HumanBreastIDC8.79e-032.64e-010.1551
10974ADIRFGSM4909299HumanBreastIDC5.89e-074.37e-010.035
10974ADIRFGSM4909301HumanBreastIDC5.22e-09-5.67e-010.1577
10974ADIRFGSM4909302HumanBreastIDC7.64e-125.39e-010.1545
10974ADIRFGSM4909304HumanBreastIDC1.61e-931.01e+000.1636
10974ADIRFGSM4909305HumanBreastIDC1.13e-084.63e-010.0436
10974ADIRFGSM4909306HumanBreastIDC5.12e-609.38e-010.1564
10974ADIRFGSM4909307HumanBreastIDC3.30e-226.23e-010.1569
10974ADIRFGSM4909308HumanBreastIDC6.97e-235.63e-010.158
10974ADIRFGSM4909311HumanBreastIDC5.25e-169.64e-020.1534
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
GO:00712147BreastPrecancercellular response to abiotic stimulus37/1080331/187239.12e-051.73e-0337
GO:01040047BreastPrecancercellular response to environmental stimulus37/1080331/187239.12e-051.73e-0337
GO:00714785BreastPrecancercellular response to radiation24/1080186/187231.83e-042.96e-0324
GO:00094108BreastPrecancerresponse to xenobiotic stimulus45/1080462/187234.17e-045.56e-0345
GO:00454444BreastPrecancerfat cell differentiation26/1080229/187237.60e-049.04e-0326
GO:00456003BreastPrecancerpositive regulation of fat cell differentiation10/108066/187234.34e-033.39e-0210
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:007121413BreastIDCcellular response to abiotic stimulus48/1434331/187231.37e-053.53e-0448
GO:010400413BreastIDCcellular response to environmental stimulus48/1434331/187231.37e-053.53e-0448
GO:007147813BreastIDCcellular response to radiation29/1434186/187231.91e-043.15e-0329
GO:004544412BreastIDCfat cell differentiation30/1434229/187232.72e-032.41e-0230
GO:004560011BreastIDCpositive regulation of fat cell differentiation12/143466/187233.99e-033.23e-0212
GO:000931422BreastDCISresponse to radiation62/1390456/187232.56e-068.87e-0562
GO:007121423BreastDCIScellular response to abiotic stimulus47/1390331/187231.32e-053.31e-0447
GO:010400423BreastDCIScellular response to environmental stimulus47/1390331/187231.32e-053.31e-0447
GO:000941023BreastDCISresponse to xenobiotic stimulus59/1390462/187233.00e-056.61e-0459
GO:007147822BreastDCIScellular response to radiation29/1390186/187231.12e-042.00e-0329
GO:004544421BreastDCISfat cell differentiation30/1390229/187231.70e-031.68e-0230
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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
ADIRFSNVMissense_Mutationnovelc.164N>Tp.Asp55Valp.D55VQ15847protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
ADIRFSNVMissense_Mutationrs143202580c.65N>Tp.Ser22Leup.S22LQ15847protein_codingdeleterious(0.02)benign(0.027)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ADIRFSNVMissense_Mutationnovelc.76N>Ap.Ala26Thrp.A26TQ15847protein_codingtolerated(0.36)benign(0.001)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
ADIRFSNVMissense_Mutationc.104N>Tp.Ala35Valp.A35VQ15847protein_codingtolerated(1)benign(0.289)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ADIRFSNVMissense_Mutationc.49N>Ap.Ala17Thrp.A17TQ15847protein_codingtolerated(0.18)benign(0.018)TCGA-CG-5721-01Stomachstomach adenocarcinomaMale<65III/IVUnknownUnknownSD
ADIRFSNVMissense_Mutationnovelc.14N>Ap.Gly5Aspp.G5DQ15847protein_codingdeleterious(0.05)possibly_damaging(0.873)TCGA-HF-7132-01Stomachstomach adenocarcinomaMaleUnknownI/IIChemotherapyfluorouracilSD
ADIRFSNVMissense_Mutationc.41N>Tp.Glu14Valp.E14VQ15847protein_codingdeleterious(0)possibly_damaging(0.529)TCGA-HU-A4G9-01Stomachstomach adenocarcinomaFemale>=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
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