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: ATP9B

Gene summary for ATP9B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP9B

Gene ID

374868

Gene nameATPase phospholipid transporting 9B (putative)
Gene AliasATPASEP
Cytomap18q23
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O43861


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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
374868ATP9BRNA-P6T2-P6T2-3HumanLungIAC4.48e-093.50e-01-0.013
374868ATP9BRNA-P6T2-P6T2-4HumanLungIAC6.55e-063.17e-01-0.0121
374868ATP9BRNA-P7T1-P7T1-2HumanLungAIS5.55e-035.01e-01-0.0876
374868ATP9BRNA-P7T1-P7T1-3HumanLungAIS1.76e-035.22e-01-0.0822
374868ATP9BHTA12-15-2HumanPancreasPDAC2.52e-054.95e-010.2315
374868ATP9BHTA12-25-1HumanPancreasPDAC1.99e-056.11e-010.313
374868ATP9BHTA12-26-1HumanPancreasPDAC3.16e-188.39e-010.3728
374868ATP9BHTA12-29-1HumanPancreasPDAC1.12e-377.97e-010.3722
374868ATP9BHTA12-32-1HumanPancreasPDAC5.44e-051.05e+000.3624
374868ATP9Bmale-WTAHumanThyroidPTC2.96e-101.06e-010.1037
374868ATP9BPTC01HumanThyroidPTC4.36e-051.22e-010.1899
374868ATP9BPTC03HumanThyroidPTC7.01e-033.27e-010.1784
374868ATP9BPTC04HumanThyroidPTC8.41e-101.81e-010.1927
374868ATP9BPTC05HumanThyroidPTC8.88e-072.52e-010.2065
374868ATP9BPTC06HumanThyroidPTC6.64e-274.73e-010.2057
374868ATP9BPTC07HumanThyroidPTC2.52e-233.18e-010.2044
374868ATP9BATC12HumanThyroidATC1.38e-049.62e-020.34
374868ATP9BATC13HumanThyroidATC4.09e-213.55e-010.34
374868ATP9BATC1HumanThyroidATC2.43e-021.35e-010.2878
374868ATP9BATC3HumanThyroidATC2.62e-052.85e-010.338
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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
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
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: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:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:00068908EndometriumAEHretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/210052/187234.20e-044.46e-0315
GO:004819313EndometriumEECGolgi vesicle transport60/2168296/187239.91e-062.17e-0460
GO:000689013EndometriumEECretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/216852/187235.90e-045.87e-0315
GO:00481937LungIACGolgi vesicle transport49/2061296/187232.35e-032.28e-0249
GO:00159142LungIACphospholipid transport20/206196/187233.58e-033.00e-0220
GO:00157482LungIACorganophosphate ester transport26/2061140/187235.22e-033.97e-0226
GO:004819312LungAISGolgi vesicle transport46/1849296/187231.32e-031.64e-0246
GO:001591411LungAISphospholipid transport18/184996/187235.64e-034.76e-0218
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:000689019ThyroidPTCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum37/596852/187236.98e-091.75e-0737
GO:0048193111ThyroidATCGolgi vesicle transport189/6293296/187239.58e-275.05e-24189
GO:0006890110ThyroidATCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum37/629352/187233.45e-086.43e-0737
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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
ATP9BSNVMissense_Mutationnovelc.442N>Tp.Gly148Trpp.G148WO43861protein_codingtolerated(0.18)possibly_damaging(0.571)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ATP9BSNVMissense_Mutationc.3389T>Gp.Leu1130Argp.L1130RO43861protein_codingtolerated(0.15)possibly_damaging(0.895)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
ATP9BSNVMissense_Mutationnovelc.1466N>Tp.Ser489Phep.S489FO43861protein_codingdeleterious(0)probably_damaging(0.932)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
ATP9BSNVMissense_Mutationc.1527N>Ap.Met509Ilep.M509IO43861protein_codingtolerated(0.2)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP9BSNVMissense_Mutationnovelc.1993N>Tp.Pro665Serp.P665SO43861protein_codingtolerated(1)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP9BSNVMissense_Mutationc.1324N>Cp.Asp442Hisp.D442HO43861protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATP9BSNVMissense_Mutationrs200396916c.1073G>Ap.Arg358Glnp.R358QO43861protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP9BinsertionNonsense_Mutationnovelc.1467_1468insAGCTAAAAAGACTTAATTTTTp.Ser489_Tyr490insSerTerLysAspLeuIlePhep.S489_Y490insS*KDLIFO43861protein_codingTCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
ATP9BinsertionFrame_Shift_Insnovelc.1313_1314insTTGTCATATCATATCCCATTTGTTCTGTTTTCCAp.Met438IlefsTer17p.M438Ifs*17O43861protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATP9BdeletionFrame_Shift_Delnovelc.2123delNp.Thr708IlefsTer5p.T708Ifs*5O43861protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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