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
26574AATFP17T-EHumanEsophagusESCC2.50e-158.74e-010.1278
26574AATFP19T-EHumanEsophagusESCC2.40e-101.07e+000.1662
26574AATFP20T-EHumanEsophagusESCC4.39e-307.13e-010.1124
26574AATFP21T-EHumanEsophagusESCC1.23e-491.06e+000.1617
26574AATFP22T-EHumanEsophagusESCC3.31e-489.60e-010.1236
26574AATFP23T-EHumanEsophagusESCC1.25e-381.11e+000.108
26574AATFP24T-EHumanEsophagusESCC7.48e-378.28e-010.1287
26574AATFP26T-EHumanEsophagusESCC2.41e-386.55e-010.1276
26574AATFP27T-EHumanEsophagusESCC5.92e-376.48e-010.1055
26574AATFP28T-EHumanEsophagusESCC7.00e-477.67e-010.1149
26574AATFP30T-EHumanEsophagusESCC2.75e-199.37e-010.137
26574AATFP31T-EHumanEsophagusESCC1.09e-428.33e-010.1251
26574AATFP32T-EHumanEsophagusESCC8.89e-551.07e+000.1666
26574AATFP36T-EHumanEsophagusESCC1.41e-259.06e-010.1187
26574AATFP37T-EHumanEsophagusESCC6.99e-338.98e-010.1371
26574AATFP38T-EHumanEsophagusESCC7.04e-187.50e-010.127
26574AATFP39T-EHumanEsophagusESCC3.82e-204.08e-010.0894
26574AATFP40T-EHumanEsophagusESCC4.71e-165.50e-010.109
26574AATFP42T-EHumanEsophagusESCC9.83e-197.61e-010.1175
26574AATFP44T-EHumanEsophagusESCC4.98e-155.04e-010.1096
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:20003783EsophagusESCCnegative regulation of reactive oxygen species metabolic process34/855252/187233.26e-031.35e-0234
GO:00226137LiverNAFLDribonucleoprotein complex biogenesis76/1882463/187231.19e-053.67e-0476
GO:00422547LiverNAFLDribosome biogenesis52/1882299/187236.03e-051.32e-0352
GO:20012337LiverNAFLDregulation of apoptotic signaling pathway57/1882356/187232.73e-044.41e-0357
GO:20003777LiverNAFLDregulation of reactive oxygen species metabolic process28/1882157/187231.91e-031.93e-0228
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:200123412LiverHCCnegative regulation of apoptotic signaling pathway145/7958224/187231.33e-115.36e-10145
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:200037722LiverHCCregulation of reactive oxygen species metabolic process92/7958157/187233.34e-053.35e-0492
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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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