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: ATAD5

Gene summary for ATAD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATAD5

Gene ID

79915

Gene nameATPase family AAA domain containing 5
Gene AliasC17orf41
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0006260

UniProtAcc

Q96QE3


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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
79915ATAD5HTA11_1938_2000001011HumanColorectumAD3.99e-023.18e-01-0.0811
79915ATAD5HTA11_347_2000001011HumanColorectumAD6.58e-094.89e-01-0.1954
79915ATAD5HTA11_411_2000001011HumanColorectumSER2.86e-036.84e-01-0.2602
79915ATAD5HTA11_696_2000001011HumanColorectumAD5.45e-033.14e-01-0.1464
79915ATAD5HTA11_866_2000001011HumanColorectumAD8.07e-063.42e-01-0.1001
79915ATAD5HTA11_1391_2000001011HumanColorectumAD4.25e-044.25e-01-0.059
79915ATAD5HTA11_546_2000001011HumanColorectumAD2.64e-034.12e-01-0.0842
79915ATAD5HTA11_7696_3000711011HumanColorectumAD4.46e-022.37e-010.0674
79915ATAD5HTA11_99999971662_82457HumanColorectumMSS4.40e-054.69e-010.3859
79915ATAD5HTA11_99999974143_84620HumanColorectumMSS1.12e-073.68e-010.3005
79915ATAD5A002-C-116HumanColorectumFAP1.91e-02-3.04e-02-0.0452
79915ATAD5GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.16e-049.23e-03-0.1883
79915ATAD5GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.49e-04-4.61e-03-0.1916
79915ATAD5LZE7THumanEsophagusESCC2.55e-084.26e-010.0667
79915ATAD5LZE24THumanEsophagusESCC1.91e-021.52e-010.0596
79915ATAD5P1T-EHumanEsophagusESCC2.46e-053.77e-010.0875
79915ATAD5P2T-EHumanEsophagusESCC6.38e-316.32e-010.1177
79915ATAD5P4T-EHumanEsophagusESCC5.71e-082.43e-010.1323
79915ATAD5P5T-EHumanEsophagusESCC3.60e-132.74e-010.1327
79915ATAD5P8T-EHumanEsophagusESCC4.41e-071.46e-010.0889
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
∗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:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:00457871ColorectumMSSpositive regulation of cell cycle80/3467313/187231.15e-031.12e-0280
GO:0090068ColorectumMSSpositive regulation of cell cycle process60/3467236/187235.01e-033.46e-0260
GO:00457872ColorectumFAPpositive regulation of cell cycle66/2622313/187233.66e-044.63e-0366
GO:00900681ColorectumFAPpositive regulation of cell cycle process48/2622236/187234.53e-033.08e-0248
GO:004578713EndometriumEECpositive regulation of cell cycle59/2168313/187231.04e-041.44e-0359
GO:009006812EndometriumEECpositive regulation of cell cycle process44/2168236/187239.39e-048.42e-0344
GO:000627511EndometriumEECregulation of DNA replication22/2168107/187235.09e-033.20e-0222
GO:19019893EndometriumEECpositive regulation of cell cycle phase transition23/2168115/187236.04e-033.57e-0223
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:19019896EsophagusESCCpositive regulation of cell cycle phase transition77/8552115/187233.20e-063.58e-0577
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:19027491EsophagusESCCregulation of cell cycle G2/M phase transition68/8552102/187231.48e-051.33e-0468
GO:19027511EsophagusESCCpositive regulation of cell cycle G2/M phase transition22/855230/187231.98e-038.90e-0322
GO:00457406EsophagusESCCpositive regulation of DNA replication26/855240/187231.08e-023.66e-0226
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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
ATAD5SNVMissense_Mutationc.1648C>Gp.Leu550Valp.L550VQ96QE3protein_codingtolerated(0.18)benign(0.01)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ATAD5SNVMissense_Mutationc.5176A>Gp.Lys1726Glup.K1726EQ96QE3protein_codingdeleterious(0.02)benign(0.057)TCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ATAD5SNVMissense_Mutationc.4674N>Cp.Leu1558Phep.L1558FQ96QE3protein_codingtolerated(0.7)benign(0.011)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATAD5SNVMissense_Mutationc.5485N>Gp.Leu1829Valp.L1829VQ96QE3protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ATAD5SNVMissense_Mutationc.5216N>Tp.Arg1739Ilep.R1739IQ96QE3protein_codingdeleterious(0.02)benign(0.143)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD5SNVMissense_Mutationc.4984N>Tp.Leu1662Phep.L1662FQ96QE3protein_codingtolerated(0.24)benign(0.026)TCGA-D8-A1XY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytamoxiphenSD
ATAD5SNVMissense_Mutationc.1576N>Cp.Glu526Glnp.E526QQ96QE3protein_codingdeleterious(0.05)benign(0.261)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ATAD5SNVMissense_Mutationc.4243N>Gp.Pro1415Alap.P1415AQ96QE3protein_codingtolerated(0.24)benign(0.191)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ATAD5SNVMissense_Mutationc.2606N>Ap.Arg869Lysp.R869KQ96QE3protein_codingtolerated(0.68)benign(0.024)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ATAD5SNVMissense_Mutationc.2319G>Cp.Leu773Phep.L773FQ96QE3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
79915ATAD5NADOMPERIDONEDOMPERIDONE
79915ATAD5NADNDI1417132CHEMBL1492017
79915ATAD5NAEMETINEEMETINE
79915ATAD5NAGNF-PF-4418CHEMBL604321
79915ATAD5NAGNF-PF-5159CHEMBL1493528
79915ATAD5NAGNF-PF-5183CHEMBL577660
79915ATAD5NADICHLORORIBOBENZIMIDAZOLEDICHLORORIBOBENZIMIDAZOLE
79915ATAD5NADNDI1417195CHEMBL1303948
79915ATAD5NA4,5,6,7-TETRABROMOBENZIMIDAZOLECHEMBL373937
79915ATAD5NA4'-HYDROXYPHENYL-BENZO[D]THIAZOLECHEMBL47875
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