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: ATAT1

Gene summary for ATAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATAT1

Gene ID

79969

Gene namealpha tubulin acetyltransferase 1
Gene AliasC6orf134
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A1U9X797


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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
79969ATAT1LZE7THumanEsophagusESCC9.91e-053.69e-010.0667
79969ATAT1LZE8THumanEsophagusESCC2.43e-022.03e-010.067
79969ATAT1LZE22THumanEsophagusESCC1.02e-063.05e-010.068
79969ATAT1LZE24THumanEsophagusESCC5.23e-102.87e-010.0596
79969ATAT1P2T-EHumanEsophagusESCC1.15e-183.46e-010.1177
79969ATAT1P4T-EHumanEsophagusESCC1.38e-173.90e-010.1323
79969ATAT1P5T-EHumanEsophagusESCC3.46e-067.65e-020.1327
79969ATAT1P8T-EHumanEsophagusESCC2.78e-142.63e-010.0889
79969ATAT1P9T-EHumanEsophagusESCC3.44e-041.19e-010.1131
79969ATAT1P10T-EHumanEsophagusESCC1.73e-163.14e-010.116
79969ATAT1P11T-EHumanEsophagusESCC2.85e-032.50e-010.1426
79969ATAT1P12T-EHumanEsophagusESCC2.54e-112.23e-010.1122
79969ATAT1P15T-EHumanEsophagusESCC1.72e-041.10e-010.1149
79969ATAT1P16T-EHumanEsophagusESCC9.56e-233.58e-010.1153
79969ATAT1P20T-EHumanEsophagusESCC3.41e-092.37e-010.1124
79969ATAT1P21T-EHumanEsophagusESCC9.87e-121.36e-010.1617
79969ATAT1P22T-EHumanEsophagusESCC1.20e-192.87e-010.1236
79969ATAT1P23T-EHumanEsophagusESCC3.96e-102.33e-010.108
79969ATAT1P24T-EHumanEsophagusESCC1.94e-101.74e-010.1287
79969ATAT1P26T-EHumanEsophagusESCC1.39e-041.34e-010.1276
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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
∗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:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00705078EsophagusESCCregulation of microtubule cytoskeleton organization99/8552148/187231.43e-072.29e-0699
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:00455984EsophagusESCCregulation of fat cell differentiation79/8552139/187235.23e-031.97e-0279
GO:00215436EsophagusESCCpallium development94/8552169/187235.79e-032.14e-0294
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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
ATAT1insertionFrame_Shift_Insnovelc.739_740insACATACATGATGGAGAATCTCTTGAGAGGGAAAGCCGp.Arg247HisfsTer65p.R247Hfs*65Q5SQI0protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAT1SNVMissense_Mutationc.878N>Ap.Arg293Hisp.R293HQ5SQI0protein_codingtolerated(0.18)possibly_damaging(0.861)TCGA-AA-3495-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATAT1SNVMissense_Mutationc.925C>Tp.Arg309Cysp.R309CQ5SQI0protein_codingdeleterious(0.01)probably_damaging(0.96)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATAT1SNVMissense_Mutationc.827A>Cp.Glu276Alap.E276AQ5SQI0protein_codingtolerated(0.07)probably_damaging(0.999)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATAT1SNVMissense_Mutationnovelc.25N>Gp.Phe9Valp.F9VQ5SQI0protein_codingtolerated_low_confidence(0.26)benign(0.015)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ATAT1SNVMissense_Mutationc.53G>Ap.Gly18Glup.G18EQ5SQI0protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-F4-6854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATAT1SNVMissense_Mutationc.1013G>Ap.Gly338Aspp.G338DQ5SQI0protein_codingtolerated(0.07)probably_damaging(0.934)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATAT1SNVMissense_Mutationc.1108N>Gp.Met370Valp.M370VQ5SQI0protein_codingtolerated(0.94)benign(0)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ATAT1deletionFrame_Shift_Delc.858delNp.Pro288HisfsTer31p.P288Hfs*31Q5SQI0protein_codingTCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ATAT1deletionFrame_Shift_Delc.858delNp.Pro288HisfsTer31p.P288Hfs*31Q5SQI0protein_codingTCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<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
79969ATAT1ENZYMEgemcitabineGEMCITABINE31616045
79969ATAT1ENZYMEcarboplatinCARBOPLATIN31616045
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