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: ATAD2B

Gene summary for ATAD2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATAD2B

Gene ID

54454

Gene nameATPase family AAA domain containing 2B
Gene AliasATAD2B
Cytomap2p24.1-p23.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9ULI0


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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
54454ATAD2BCCI_1HumanCervixCC1.02e-028.10e-010.528
54454ATAD2BCCI_2HumanCervixCC2.62e-101.08e+000.5249
54454ATAD2BCCI_3HumanCervixCC4.99e-067.66e-010.516
54454ATAD2BHTA11_3410_2000001011HumanColorectumAD5.71e-13-5.98e-010.0155
54454ATAD2BHTA11_2951_2000001011HumanColorectumAD3.09e-02-7.45e-010.0216
54454ATAD2BHTA11_3361_2000001011HumanColorectumAD4.97e-05-4.11e-01-0.1207
54454ATAD2BHTA11_696_2000001011HumanColorectumAD1.38e-04-3.20e-01-0.1464
54454ATAD2BHTA11_866_3004761011HumanColorectumAD1.71e-06-5.21e-010.096
54454ATAD2BHTA11_8622_2000001021HumanColorectumSER1.92e-02-6.10e-010.0528
54454ATAD2BHTA11_10711_2000001011HumanColorectumAD3.70e-03-5.06e-010.0338
54454ATAD2BHTA11_7696_3000711011HumanColorectumAD9.50e-10-4.75e-010.0674
54454ATAD2BHTA11_6818_2000001011HumanColorectumAD1.82e-02-5.16e-010.0112
54454ATAD2BHTA11_6818_2000001021HumanColorectumAD1.08e-05-6.23e-010.0588
54454ATAD2BHTA11_99999970781_79442HumanColorectumMSS4.31e-18-5.47e-010.294
54454ATAD2BHTA11_99999971662_82457HumanColorectumMSS6.41e-22-5.56e-010.3859
54454ATAD2BHTA11_99999973899_84307HumanColorectumMSS8.33e-03-6.08e-010.2585
54454ATAD2BHTA11_99999974143_84620HumanColorectumMSS3.65e-08-4.47e-010.3005
54454ATAD2BF007HumanColorectumFAP2.68e-03-3.68e-010.1176
54454ATAD2BA015-C-203HumanColorectumFAP6.05e-30-4.03e-01-0.1294
54454ATAD2BA015-C-204HumanColorectumFAP2.66e-05-2.61e-01-0.0228
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00063381CervixCCchromatin remodeling45/2311255/187238.33e-034.30e-0245
GO:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00063255LiverNAFLDchromatin organization64/1882409/187232.31e-043.89e-0364
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00063256LungIACchromatin organization69/2061409/187232.01e-043.53e-0369
GO:000632512LungAISchromatin organization62/1849409/187234.24e-047.29e-0362
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:00063383Oral cavityEOLPchromatin remodeling46/2218255/187232.34e-031.44e-0246
GO:000632521Oral cavityNEOLPchromatin organization70/2005409/187234.97e-056.83e-0470
GO:00063259ProstateBPHchromatin organization101/3107409/187231.52e-051.94e-04101
GO:00063382ProstateBPHchromatin remodeling62/3107255/187239.47e-045.97e-0362
GO:000632514ProstateTumorchromatin organization104/3246409/187232.02e-052.62e-04104
GO:000633811ProstateTumorchromatin remodeling63/3246255/187231.73e-031.02e-0263
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
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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
ATAD2BSNVMissense_Mutationc.3967N>Ap.Glu1323Lysp.E1323KQ9ULI0protein_codingtolerated(0.4)benign(0.274)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
ATAD2BSNVMissense_Mutationc.1040G>Tp.Arg347Ilep.R347IQ9ULI0protein_codingdeleterious(0.02)probably_damaging(1)TCGA-A7-A13F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ATAD2BSNVMissense_Mutationnovelc.4027N>Gp.Leu1343Valp.L1343VQ9ULI0protein_codingtolerated(0.57)benign(0.003)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD2BSNVMissense_Mutationnovelc.4034N>Ap.Pro1345Hisp.P1345HQ9ULI0protein_codingtolerated(0.69)benign(0.012)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD2BSNVMissense_Mutationc.1523N>Gp.Asp508Glyp.D508GQ9ULI0protein_codingdeleterious(0)probably_damaging(0.93)TCGA-AO-A12F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapypaclitaxelSD
ATAD2BSNVMissense_Mutationc.2740N>Gp.Gln914Glup.Q914EQ9ULI0protein_codingdeleterious(0.03)benign(0.012)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
ATAD2BSNVMissense_Mutationc.3438A>Tp.Lys1146Asnp.K1146NQ9ULI0protein_codingtolerated(0.47)possibly_damaging(0.71)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATAD2BSNVMissense_Mutationnovelc.1019N>Tp.Ser340Phep.S340FQ9ULI0protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A5J0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATAD2BSNVMissense_Mutationc.2018N>Tp.His673Leup.H673LQ9ULI0protein_codingdeleterious(0.01)possibly_damaging(0.543)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD2BSNVMissense_Mutationc.335N>Tp.Arg112Leup.R112LQ9ULI0protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.915)TCGA-E2-A15K-06Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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
54454ATAD2BENZYMEinhibitor336446907
54454ATAD2BENZYMEinhibitor385612205
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