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: ATAD1

Gene summary for ATAD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATAD1

Gene ID

84896

Gene nameATPase family AAA domain containing 1
Gene AliasAFDC1
Cytomap10q23.31
Gene Typeprotein-coding
GO ID

GO:0002090

UniProtAcc

Q8NBU5


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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
84896ATAD1HTA11_3410_2000001011HumanColorectumAD1.78e-14-5.73e-010.0155
84896ATAD1HTA11_2487_2000001011HumanColorectumSER1.00e-03-4.62e-01-0.1808
84896ATAD1HTA11_696_2000001011HumanColorectumAD3.28e-15-4.76e-01-0.1464
84896ATAD1HTA11_866_2000001011HumanColorectumAD7.84e-12-4.42e-01-0.1001
84896ATAD1HTA11_866_3004761011HumanColorectumAD1.93e-06-4.70e-010.096
84896ATAD1HTA11_10711_2000001011HumanColorectumAD1.05e-04-5.22e-010.0338
84896ATAD1HTA11_7696_3000711011HumanColorectumAD3.86e-14-4.85e-010.0674
84896ATAD1HTA11_6818_2000001011HumanColorectumAD7.76e-03-5.85e-010.0112
84896ATAD1HTA11_6818_2000001021HumanColorectumAD3.21e-03-5.25e-010.0588
84896ATAD1HTA11_99999970781_79442HumanColorectumMSS2.12e-03-2.66e-010.294
84896ATAD1HTA11_99999971662_82457HumanColorectumMSS1.30e-07-3.82e-010.3859
84896ATAD1HTA11_99999973899_84307HumanColorectumMSS2.56e-02-5.27e-010.2585
84896ATAD1HTA11_99999974143_84620HumanColorectumMSS7.90e-16-4.81e-010.3005
84896ATAD1A015-C-203HumanColorectumFAP1.78e-23-4.20e-01-0.1294
84896ATAD1A015-C-204HumanColorectumFAP2.42e-04-3.52e-01-0.0228
84896ATAD1A002-C-201HumanColorectumFAP8.61e-09-3.90e-010.0324
84896ATAD1A002-C-203HumanColorectumFAP6.78e-05-2.06e-010.2786
84896ATAD1A001-C-119HumanColorectumFAP7.39e-05-3.93e-01-0.1557
84896ATAD1A001-C-108HumanColorectumFAP5.02e-13-3.51e-01-0.0272
84896ATAD1A002-C-205HumanColorectumFAP2.94e-16-5.12e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0006898ColorectumADreceptor-mediated endocytosis76/3918244/187231.07e-041.59e-0376
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:0045807ColorectumADpositive regulation of endocytosis35/3918100/187237.78e-047.78e-0335
GO:0048260ColorectumADpositive regulation of receptor-mediated endocytosis20/391852/187232.87e-032.14e-0220
GO:0048259ColorectumADregulation of receptor-mediated endocytosis35/3918110/187234.85e-033.27e-0235
GO:0031623ColorectumADreceptor internalization35/3918113/187237.72e-034.66e-0235
GO:00901501ColorectumSERestablishment of protein localization to membrane68/2897260/187235.55e-062.01e-0468
GO:00301001ColorectumSERregulation of endocytosis48/2897211/187233.29e-032.82e-0248
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00431121ColorectumMSSreceptor metabolic process57/3467166/187238.47e-072.97e-0557
GO:00301002ColorectumMSSregulation of endocytosis63/3467211/187234.05e-057.66e-0463
GO:00068981ColorectumMSSreceptor-mediated endocytosis69/3467244/187231.18e-041.82e-0369
GO:00458071ColorectumMSSpositive regulation of endocytosis33/3467100/187233.73e-044.72e-0333
GO:00482601ColorectumMSSpositive regulation of receptor-mediated endocytosis19/346752/187231.66e-031.49e-0219
GO:00482591ColorectumMSSregulation of receptor-mediated endocytosis33/3467110/187232.33e-031.90e-0233
GO:00316231ColorectumMSSreceptor internalization32/3467113/187237.02e-034.50e-0232
GO:00901504ColorectumFAPestablishment of protein localization to membrane69/2622260/187236.40e-084.54e-0669
GO:00068982ColorectumFAPreceptor-mediated endocytosis62/2622244/187231.47e-066.39e-0562
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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
ATAD1SNVMissense_Mutationnovelc.134G>Ap.Arg45Lysp.R45KQ8NBU5protein_codingtolerated(0.37)benign(0.027)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ATAD1SNVMissense_Mutationc.238N>Tp.Leu80Phep.L80FQ8NBU5protein_codingtolerated(0.08)possibly_damaging(0.533)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATAD1SNVMissense_Mutationnovelc.37N>Tp.Arg13Trpp.R13WQ8NBU5protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A6-6137-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
ATAD1SNVMissense_Mutationnovelc.682N>Gp.Ser228Glyp.S228GQ8NBU5protein_codingtolerated(0.14)benign(0.003)TCGA-AA-3972-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
ATAD1SNVMissense_Mutationrs780964486c.716N>Ap.Arg239Hisp.R239HQ8NBU5protein_codingdeleterious(0.02)possibly_damaging(0.672)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATAD1SNVMissense_Mutationc.188G>Ap.Gly63Glup.G63EQ8NBU5protein_codingdeleterious(0)probably_damaging(0.924)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ATAD1SNVMissense_Mutationnovelc.1026N>Tp.Lys342Asnp.K342NQ8NBU5protein_codingdeleterious(0.03)benign(0.051)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ATAD1SNVMissense_Mutationnovelc.313N>Tp.Asp105Tyrp.D105YQ8NBU5protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ATAD1SNVMissense_Mutationc.490N>Ap.Asp164Asnp.D164NQ8NBU5protein_codingdeleterious(0.05)probably_damaging(0.969)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ATAD1SNVMissense_Mutationnovelc.773A>Cp.Asn258Thrp.N258TQ8NBU5protein_codingtolerated(0.1)benign(0.216)TCGA-AX-A0IS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinPD
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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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