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: ATP6AP2

Gene summary for ATP6AP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6AP2

Gene ID

10159

Gene nameATPase H+ transporting accessory protein 2
Gene AliasAPT6M8-9
CytomapXp11.4
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O75787


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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
10159ATP6AP2AEH-subject1HumanEndometriumAEH6.07e-22-4.79e-01-0.3059
10159ATP6AP2AEH-subject2HumanEndometriumAEH8.51e-16-4.00e-01-0.2525
10159ATP6AP2AEH-subject3HumanEndometriumAEH1.22e-16-3.18e-01-0.2576
10159ATP6AP2AEH-subject4HumanEndometriumAEH6.82e-11-3.10e-01-0.2657
10159ATP6AP2AEH-subject5HumanEndometriumAEH6.45e-16-4.28e-01-0.2953
10159ATP6AP2EEC-subject1HumanEndometriumEEC7.48e-15-3.68e-01-0.2682
10159ATP6AP2EEC-subject2HumanEndometriumEEC5.58e-30-5.48e-01-0.2607
10159ATP6AP2EEC-subject3HumanEndometriumEEC5.89e-39-4.97e-01-0.2525
10159ATP6AP2EEC-subject4HumanEndometriumEEC5.07e-10-2.39e-01-0.2571
10159ATP6AP2EEC-subject5HumanEndometriumEEC1.60e-08-2.93e-01-0.249
10159ATP6AP2GSM5276934HumanEndometriumEEC2.93e-04-1.42e-01-0.0913
10159ATP6AP2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.48e-39-3.67e-01-0.1869
10159ATP6AP2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.29e-36-4.19e-01-0.1875
10159ATP6AP2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.09e-50-3.68e-01-0.1883
10159ATP6AP2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC6.99e-38-1.19e-01-0.1934
10159ATP6AP2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.54e-55-4.94e-01-0.1917
10159ATP6AP2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.29e-51-4.36e-01-0.1916
10159ATP6AP2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC7.90e-06-4.37e-02-0.1269
10159ATP6AP2LZE4THumanEsophagusESCC1.54e-228.56e-010.0811
10159ATP6AP2LZE5THumanEsophagusESCC1.58e-035.73e-010.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:019873820ThyroidHTcell-cell signaling by wnt48/1272446/187231.07e-031.07e-0248
GO:00070338ThyroidHTvacuole organization24/1272180/187231.17e-031.15e-0224
GO:00716349ThyroidHTregulation of transforming growth factor beta production9/127241/187231.45e-031.36e-029
GO:00716048ThyroidHTtransforming growth factor beta production9/127243/187232.06e-031.82e-029
GO:006007019ThyroidHTcanonical Wnt signaling pathway34/1272303/187232.76e-032.27e-0234
GO:006082820ThyroidHTregulation of canonical Wnt signaling pathway29/1272253/187234.01e-032.96e-0229
GO:003011120ThyroidHTregulation of Wnt signaling pathway35/1272328/187235.41e-033.58e-0235
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
GO:0030111110ThyroidPTCregulation of Wnt signaling pathway163/5968328/187231.05e-114.29e-10163
GO:000703315ThyroidPTCvacuole organization96/5968180/187231.80e-095.13e-0896
GO:0060828110ThyroidPTCregulation of canonical Wnt signaling pathway123/5968253/187231.83e-084.26e-07123
GO:0060070110ThyroidPTCcanonical Wnt signaling pathway141/5968303/187235.71e-081.21e-06141
GO:003017719ThyroidPTCpositive regulation of Wnt signaling pathway72/5968140/187231.16e-061.69e-0572
GO:005160420ThyroidPTCprotein maturation132/5968294/187231.71e-062.39e-05132
GO:002191514ThyroidPTCneural tube development76/5968152/187232.40e-063.17e-0576
GO:009026319ThyroidPTCpositive regulation of canonical Wnt signaling pathway55/5968106/187231.45e-051.55e-0455
GO:00070405ThyroidPTClysosome organization38/596874/187233.84e-042.58e-0338
GO:00801715ThyroidPTClytic vacuole organization38/596874/187233.84e-042.58e-0338
GO:00164859ThyroidPTCprotein processing95/5968225/187236.60e-044.15e-0395
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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
ATP6AP2SNVMissense_Mutationrs745734335c.454N>Tp.Arg152Cysp.R152CO75787protein_codingdeleterious(0)possibly_damaging(0.644)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6AP2SNVMissense_Mutationc.515C>Ap.Ser172Tyrp.S172YO75787protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6AP2SNVMissense_Mutationc.1017T>Gp.Ile339Metp.I339MO75787protein_codingdeleterious(0)probably_damaging(0.991)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATP6AP2SNVMissense_Mutationrs375148460c.262N>Gp.Leu88Valp.L88VO75787protein_codingdeleterious(0.01)benign(0.05)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATP6AP2SNVMissense_Mutationc.133N>Ap.Val45Metp.V45MO75787protein_codingdeleterious(0.02)benign(0.054)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATP6AP2SNVMissense_Mutationc.152G>Cp.Gly51Alap.G51AO75787protein_codingdeleterious(0.02)probably_damaging(0.966)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ATP6AP2SNVMissense_Mutationnovelc.406A>Gp.Met136Valp.M136VO75787protein_codingtolerated(0.36)benign(0.046)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ATP6AP2SNVMissense_Mutationc.739N>Cp.Phe247Leup.F247LO75787protein_codingdeleterious(0.03)benign(0.028)TCGA-NH-A50T-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATP6AP2SNVMissense_Mutationc.1043N>Ap.Arg348Glnp.R348QO75787protein_codingtolerated(0.05)possibly_damaging(0.756)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ATP6AP2SNVMissense_Mutationnovelc.662N>Tp.Glu221Valp.E221VO75787protein_codingtolerated(0.05)benign(0.034)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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