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: ATP9A

Gene summary for ATP9A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP9A

Gene ID

10079

Gene nameATPase phospholipid transporting 9A (putative)
Gene AliasATPIIA
Cytomap20q13.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

B4DR18


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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
10079ATP9ACCI_1HumanCervixCC1.76e-045.23e-010.528
10079ATP9ACCI_3HumanCervixCC2.33e-116.78e-010.516
10079ATP9AHTA11_1938_2000001011HumanColorectumAD5.61e-087.10e-01-0.0811
10079ATP9AHTA11_347_2000001011HumanColorectumAD5.07e-136.64e-01-0.1954
10079ATP9AHTA11_411_2000001011HumanColorectumSER8.68e-048.07e-01-0.2602
10079ATP9AHTA11_696_2000001011HumanColorectumAD6.27e-033.83e-01-0.1464
10079ATP9AHTA11_866_2000001011HumanColorectumAD8.15e-054.35e-01-0.1001
10079ATP9AHTA11_1391_2000001011HumanColorectumAD5.01e-035.00e-01-0.059
10079ATP9AHTA11_866_3004761011HumanColorectumAD1.29e-066.06e-010.096
10079ATP9AHTA11_6818_2000001011HumanColorectumAD5.41e-058.07e-010.0112
10079ATP9AHTA11_6818_2000001021HumanColorectumAD8.16e-066.01e-010.0588
10079ATP9AHTA11_99999965104_69814HumanColorectumMSS3.97e-211.09e+000.281
10079ATP9AHTA11_99999971662_82457HumanColorectumMSS6.78e-181.05e+000.3859
10079ATP9AHTA11_99999973899_84307HumanColorectumMSS2.92e-111.16e+000.2585
10079ATP9AF007HumanColorectumFAP1.84e-032.89e-010.1176
10079ATP9AA015-C-203HumanColorectumFAP8.40e-26-6.13e-02-0.1294
10079ATP9AA015-C-204HumanColorectumFAP1.30e-031.77e-02-0.0228
10079ATP9AA014-C-040HumanColorectumFAP5.66e-03-5.52e-02-0.1184
10079ATP9AA002-C-201HumanColorectumFAP2.14e-103.69e-020.0324
10079ATP9AA001-C-119HumanColorectumFAP2.99e-113.87e-01-0.1557
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00988767CervixCCvesicle-mediated transport to the plasma membrane34/2311136/187233.75e-055.91e-0434
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00068907CervixCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/231152/187231.15e-039.39e-0315
GO:00171574CervixCCregulation of exocytosis39/2311202/187232.90e-031.93e-0239
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:19901827CervixCCexosomal secretion7/231120/187237.78e-034.10e-027
GO:00068873CervixCCexocytosis59/2311352/187238.74e-034.48e-0259
GO:00977347CervixCCextracellular exosome biogenesis7/231121/187231.04e-024.97e-027
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:1990182ColorectumADexosomal secretion16/391820/187232.67e-081.47e-0616
GO:0097734ColorectumADextracellular exosome biogenesis16/391821/187239.02e-084.52e-0616
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0140112ColorectumADextracellular vesicle biogenesis16/391823/187237.04e-072.49e-0516
GO:0006890ColorectumADretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/391852/187237.67e-072.70e-0527
GO:1903541ColorectumADregulation of exosomal secretion13/391817/187231.46e-064.58e-0513
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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
ATP9ASNVMissense_Mutationc.2140N>Tp.Leu714Phep.L714FO75110protein_codingtolerated(0.05)probably_damaging(0.949)TCGA-A2-A0SV-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonate therapyzometaPD
ATP9ASNVMissense_Mutationrs764422261c.1480N>Ap.Val494Ilep.V494IO75110protein_codingtolerated(0.06)benign(0.041)TCGA-A2-A0SX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
ATP9ASNVMissense_Mutationc.2092N>Ap.Gln698Lysp.Q698KO75110protein_codingdeleterious(0.02)possibly_damaging(0.555)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
ATP9ASNVMissense_Mutationc.760A>Tp.Ile254Leup.I254LO75110protein_codingtolerated(0.27)benign(0.044)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ATP9ASNVMissense_Mutationc.148G>Cp.Asp50Hisp.D50HO75110protein_codingtolerated(0.1)benign(0)TCGA-BH-A0DI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ATP9ASNVMissense_Mutationc.827N>Gp.Thr276Serp.T276SO75110protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATP9ASNVMissense_Mutationc.1546C>Ap.Leu516Metp.L516MO75110protein_codingdeleterious(0)probably_damaging(0.983)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP9ASNVMissense_Mutationc.2018N>Ap.Val673Aspp.V673DO75110protein_codingdeleterious(0)probably_damaging(0.965)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
ATP9ASNVMissense_Mutationc.1209C>Gp.Phe403Leup.F403LO75110protein_codingtolerated(0.63)benign(0.074)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ATP9ASNVMissense_Mutationnovelc.1834C>Ap.Gln612Lysp.Q612KO75110protein_codingtolerated(0.39)benign(0.216)TCGA-E2-A1L7-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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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