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: AATF

Gene summary for AATF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AATF

Gene ID

26574

Gene nameapoptosis antagonizing transcription factor
Gene AliasBFR2
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9NY61


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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
26574AATFLZE2THumanEsophagusESCC1.89e-031.05e+000.082
26574AATFLZE4THumanEsophagusESCC3.84e-104.91e-010.0811
26574AATFLZE7THumanEsophagusESCC4.21e-066.33e-010.0667
26574AATFLZE8THumanEsophagusESCC1.77e-053.55e-010.067
26574AATFLZE20THumanEsophagusESCC1.06e-021.55e-010.0662
26574AATFLZE22THumanEsophagusESCC2.39e-086.61e-010.068
26574AATFLZE24THumanEsophagusESCC4.61e-278.76e-010.0596
26574AATFLZE21THumanEsophagusESCC1.74e-076.26e-010.0655
26574AATFLZE6THumanEsophagusESCC1.00e-054.87e-010.0845
26574AATFP1T-EHumanEsophagusESCC1.99e-064.83e-010.0875
26574AATFP2T-EHumanEsophagusESCC6.16e-376.35e-010.1177
26574AATFP4T-EHumanEsophagusESCC1.77e-359.78e-010.1323
26574AATFP5T-EHumanEsophagusESCC7.17e-296.17e-010.1327
26574AATFP8T-EHumanEsophagusESCC2.34e-355.74e-010.0889
26574AATFP9T-EHumanEsophagusESCC1.04e-276.62e-010.1131
26574AATFP10T-EHumanEsophagusESCC1.14e-172.57e-010.116
26574AATFP11T-EHumanEsophagusESCC4.08e-188.40e-010.1426
26574AATFP12T-EHumanEsophagusESCC1.31e-551.02e+000.1122
26574AATFP15T-EHumanEsophagusESCC2.70e-276.88e-010.1149
26574AATFP16T-EHumanEsophagusESCC1.24e-336.19e-010.1153
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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
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:007259312LiverHCCreactive oxygen species metabolic process124/7958239/187232.05e-031.04e-02124
GO:00329281LiverHCCregulation of superoxide anion generation17/795824/187234.72e-032.02e-0217
GO:2000378LiverHCCnegative regulation of reactive oxygen species metabolic process31/795852/187239.52e-033.60e-0231
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:200123420Oral cavityOSCCnegative regulation of apoptotic signaling pathway148/7305224/187231.71e-161.36e-14148
GO:200037716Oral cavityOSCCregulation of reactive oxygen species metabolic process92/7305157/187234.96e-077.27e-0692
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00429823Oral cavityOSCCamyloid precursor protein metabolic process52/730595/187231.33e-036.62e-0352
GO:00329283Oral cavityOSCCregulation of superoxide anion generation17/730524/187231.59e-037.56e-0317
GO:20003782Oral cavityOSCCnegative regulation of reactive oxygen species metabolic process31/730552/187232.08e-039.59e-0331
GO:0090322Oral cavityOSCCregulation of superoxide metabolic process22/730536/187235.96e-032.27e-0222
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0042254110Oral cavityLPribosome biogenesis173/4623299/187238.97e-351.41e-31173
GO:2001233110Oral cavityLPregulation of apoptotic signaling pathway168/4623356/187231.35e-203.02e-18168
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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
AATFSNVMissense_Mutationnovelc.959N>Ap.Ser320Tyrp.S320YQ9NY61protein_codingdeleterious(0.05)possibly_damaging(0.744)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AATFSNVMissense_Mutationrs370934170c.1189N>Ap.Asp397Asnp.D397NQ9NY61protein_codingdeleterious(0)benign(0.125)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AATFSNVMissense_Mutationnovelc.1020G>Cp.Lys340Asnp.K340NQ9NY61protein_codingdeleterious(0)possibly_damaging(0.841)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AATFSNVMissense_Mutationnovelc.908C>Tp.Thr303Ilep.T303IQ9NY61protein_codingdeleterious(0.05)benign(0.349)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AATFSNVMissense_Mutationnovelc.833N>Ap.Ser278Asnp.S278NQ9NY61protein_codingtolerated(0.15)benign(0.06)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
AATFSNVMissense_Mutationrs199725061c.1546C>Tp.Arg516Trpp.R516WQ9NY61protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
AATFSNVMissense_Mutationrs200375945c.941N>Tp.Ala314Valp.A314VQ9NY61protein_codingtolerated(0.16)benign(0.007)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AATFSNVMissense_Mutationnovelc.1553N>Gp.His518Argp.H518RQ9NY61protein_codingdeleterious(0.01)possibly_damaging(0.788)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AATFSNVMissense_Mutationnovelc.291N>Cp.Glu97Aspp.E97DQ9NY61protein_codingtolerated(0.24)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AATFSNVMissense_Mutationrs770259796c.1241N>Ap.Arg414Hisp.R414HQ9NY61protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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