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: ATF1

Gene summary for ATF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATF1

Gene ID

466

Gene nameactivating transcription factor 1
Gene AliasEWS-ATF1
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P18846


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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
466ATF1LZE2THumanEsophagusESCC2.60e-032.58e-010.082
466ATF1LZE4THumanEsophagusESCC5.61e-031.05e-010.0811
466ATF1LZE7THumanEsophagusESCC1.77e-021.94e-010.0667
466ATF1LZE24THumanEsophagusESCC2.14e-174.62e-010.0596
466ATF1LZE21THumanEsophagusESCC3.99e-024.99e-020.0655
466ATF1LZE6THumanEsophagusESCC4.95e-041.09e-010.0845
466ATF1P1T-EHumanEsophagusESCC3.59e-064.57e-010.0875
466ATF1P2T-EHumanEsophagusESCC1.19e-275.90e-010.1177
466ATF1P4T-EHumanEsophagusESCC6.07e-184.92e-010.1323
466ATF1P5T-EHumanEsophagusESCC1.14e-121.46e-010.1327
466ATF1P8T-EHumanEsophagusESCC7.11e-204.62e-010.0889
466ATF1P9T-EHumanEsophagusESCC8.09e-192.73e-010.1131
466ATF1P10T-EHumanEsophagusESCC1.25e-204.23e-010.116
466ATF1P11T-EHumanEsophagusESCC2.64e-073.58e-010.1426
466ATF1P12T-EHumanEsophagusESCC2.87e-234.58e-010.1122
466ATF1P15T-EHumanEsophagusESCC1.32e-255.61e-010.1149
466ATF1P16T-EHumanEsophagusESCC3.92e-212.72e-010.1153
466ATF1P17T-EHumanEsophagusESCC2.49e-082.86e-010.1278
466ATF1P19T-EHumanEsophagusESCC1.60e-023.89e-010.1662
466ATF1P20T-EHumanEsophagusESCC4.08e-255.62e-010.1124
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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
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00109764EsophagusESCCpositive regulation of neuron projection development91/8552163/187235.72e-032.13e-0291
GO:00457406EsophagusESCCpositive regulation of DNA replication26/855240/187231.08e-023.66e-0226
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:0010976LiverHCCpositive regulation of neuron projection development88/7958163/187231.98e-031.00e-0288
GO:00062751LiverHCCregulation of DNA replication60/7958107/187233.15e-031.46e-0260
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:001003820Oral cavityOSCCresponse to metal ion188/7305373/187234.34e-065.00e-05188
GO:003134610Oral cavityOSCCpositive regulation of cell projection organization176/7305353/187231.94e-051.87e-04176
GO:00062753Oral cavityOSCCregulation of DNA replication62/7305107/187235.49e-054.54e-0462
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:00109763Oral cavityOSCCpositive regulation of neuron projection development80/7305163/187235.54e-032.14e-0280
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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
ATF1ICAFColorectumCRCNFYB,ZNF337-AS1,MORN1, etc.2.87e-02The 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.
ATF1MVAColorectumHealthyNFYB,ZNF337-AS1,MORN1, etc.5.20e-03The 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.
∗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
ATF1SNVMissense_Mutationc.305N>Gp.Tyr102Cysp.Y102CP18846protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A1XA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATF1SNVMissense_Mutationrs781155610c.425N>Tp.Thr142Ilep.T142IP18846protein_codingtolerated(0.36)benign(0.03)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
ATF1SNVMissense_Mutationc.540G>Cp.Gln180Hisp.Q180HP18846protein_codingdeleterious(0)probably_damaging(0.986)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
ATF1insertionFrame_Shift_Insnovelc.652_653insATAGCTATTGp.Ile218AsnfsTer39p.I218Nfs*39P18846protein_codingTCGA-A8-A08C-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
ATF1deletionIn_Frame_Delnovelc.728_796delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Arg244_Tyr266delp.R244_Y266delP18846protein_codingTCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATF1SNVMissense_Mutationrs763994606c.65N>Ap.Gly22Glup.G22EP18846protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATF1SNVMissense_Mutationc.26C>Tp.Thr9Metp.T9MP18846protein_codingdeleterious_low_confidence(0.02)benign(0.09)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATF1SNVMissense_Mutationnovelc.329N>Gp.Ile110Serp.I110SP18846protein_codingtolerated(0.05)possibly_damaging(0.723)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ATF1SNVMissense_Mutationc.136G>Ap.Asp46Asnp.D46NP18846protein_codingdeleterious(0)probably_damaging(0.994)TCGA-F4-6461-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
ATF1SNVMissense_Mutationc.88N>Ap.Gln30Lysp.Q30KP18846protein_codingtolerated(0.24)benign(0.01)TCGA-AG-4015-01Colorectumrectum 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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