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: ATAD2

Gene summary for ATAD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATAD2

Gene ID

29028

Gene nameATPase family AAA domain containing 2
Gene AliasANCCA
Cytomap8q24.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R9G7


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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
29028ATAD2GSM4909281HumanBreastIDC1.71e-134.07e-010.21
29028ATAD2GSM4909282HumanBreastIDC3.81e-185.38e-01-0.0288
29028ATAD2GSM4909285HumanBreastIDC1.50e-031.85e-010.21
29028ATAD2GSM4909287HumanBreastIDC9.94e-062.89e-010.2057
29028ATAD2GSM4909291HumanBreastIDC1.08e-074.38e-010.1753
29028ATAD2GSM4909293HumanBreastIDC2.21e-021.27e-010.1581
29028ATAD2GSM4909302HumanBreastIDC1.25e-063.30e-010.1545
29028ATAD2GSM4909303HumanBreastIDC2.01e-022.45e-010.0438
29028ATAD2GSM4909304HumanBreastIDC4.45e-427.51e-010.1636
29028ATAD2GSM4909319HumanBreastIDC1.22e-031.35e-010.1563
29028ATAD2M5HumanBreastIDC8.39e-034.77e-010.1598
29028ATAD2DCIS2HumanBreastDCIS4.76e-143.18e-020.0085
29028ATAD2CA_HPV_2HumanCervixCC3.95e-022.18e-010.0391
29028ATAD2CCI_1HumanCervixCC1.09e-067.75e-010.528
29028ATAD2CCI_2HumanCervixCC4.86e-091.50e+000.5249
29028ATAD2CCI_3HumanCervixCC5.61e-088.36e-010.516
29028ATAD2H2HumanCervixHSIL_HPV4.53e-063.10e-010.0632
29028ATAD2LZE2THumanEsophagusESCC2.21e-056.26e-010.082
29028ATAD2LZE4THumanEsophagusESCC3.68e-063.63e-010.0811
29028ATAD2LZE24THumanEsophagusESCC1.24e-062.72e-010.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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: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:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
GO:00063255LiverNAFLDchromatin organization64/1882409/187232.31e-043.89e-0364
GO:0043414LiverNAFLDmacromolecule methylation47/1882316/187234.08e-033.41e-0247
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
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:00434142Oral cavityOSCCmacromolecule methylation149/7305316/187231.82e-038.60e-03149
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:00063383Oral cavityEOLPchromatin remodeling46/2218255/187232.34e-031.44e-0246
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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
ATAD2SNVMissense_Mutationc.2833N>Gp.Pro945Alap.P945AQ6PL18protein_codingdeleterious(0.01)possibly_damaging(0.636)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATAD2SNVMissense_Mutationc.467N>Ap.Arg156Glnp.R156QQ6PL18protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD2SNVMissense_Mutationrs149531312c.825T>Ap.Asp275Glup.D275EQ6PL18protein_codingtolerated(0.75)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD2SNVMissense_Mutationc.2481T>Gp.Ile827Metp.I827MQ6PL18protein_codingtolerated(0.2)benign(0.011)TCGA-B6-A0X4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ATAD2SNVMissense_Mutationc.2189N>Ap.Arg730Lysp.R730KQ6PL18protein_codingtolerated(0.33)benign(0)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD2SNVMissense_Mutationc.3245N>Cp.Arg1082Thrp.R1082TQ6PL18protein_codingdeleterious(0)possibly_damaging(0.736)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
ATAD2SNVMissense_Mutationc.607N>Ap.Glu203Lysp.E203KQ6PL18protein_codingdeleterious(0.02)benign(0.272)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD2SNVMissense_Mutationc.1243N>Cp.Asp415Hisp.D415HQ6PL18protein_codingdeleterious(0)possibly_damaging(0.642)TCGA-D8-A1JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
ATAD2SNVMissense_Mutationnovelc.2392N>Ap.Val798Ilep.V798IQ6PL18protein_codingtolerated(0.28)benign(0.148)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATAD2SNVMissense_Mutationc.1762N>Ap.Gly588Serp.G588SQ6PL18protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
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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
29028ATAD2NUCLEAR HORMONE RECEPTOR, ENZYMEinhibitor252827390
29028ATAD2NUCLEAR HORMONE RECEPTOR, ENZYMEinhibitor252166841
29028ATAD2NUCLEAR HORMONE RECEPTOR, ENZYMEinhibitor336446907
29028ATAD2NUCLEAR HORMONE RECEPTOR, ENZYMEinhibitor252166840
29028ATAD2NUCLEAR HORMONE RECEPTOR, ENZYMEinhibitor385612205
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