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: ATP1B1

Gene summary for ATP1B1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP1B1

Gene ID

481

Gene nameATPase Na+/K+ transporting subunit beta 1
Gene AliasATP1B
Cytomap1q24.2
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

A3KLL5


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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
481ATP1B1GSM4909281HumanBreastIDC6.15e-104.34e-010.21
481ATP1B1GSM4909285HumanBreastIDC5.18e-20-6.55e-010.21
481ATP1B1GSM4909286HumanBreastIDC1.07e-36-8.68e-010.1081
481ATP1B1GSM4909291HumanBreastIDC2.03e-07-6.04e-010.1753
481ATP1B1GSM4909293HumanBreastIDC7.62e-11-4.72e-010.1581
481ATP1B1GSM4909294HumanBreastIDC2.69e-14-6.76e-010.2022
481ATP1B1GSM4909296HumanBreastIDC1.88e-17-6.24e-010.1524
481ATP1B1GSM4909297HumanBreastIDC1.44e-16-4.23e-010.1517
481ATP1B1GSM4909298HumanBreastIDC5.45e-04-3.44e-010.1551
481ATP1B1GSM4909301HumanBreastIDC2.54e-31-8.16e-010.1577
481ATP1B1GSM4909304HumanBreastIDC7.85e-14-6.11e-010.1636
481ATP1B1GSM4909308HumanBreastIDC7.65e-083.28e-010.158
481ATP1B1GSM4909309HumanBreastIDC8.59e-06-4.73e-010.0483
481ATP1B1GSM4909311HumanBreastIDC7.62e-44-8.53e-010.1534
481ATP1B1GSM4909312HumanBreastIDC1.46e-35-8.18e-010.1552
481ATP1B1GSM4909315HumanBreastIDC6.48e-10-5.30e-010.21
481ATP1B1GSM4909316HumanBreastIDC5.84e-05-6.45e-010.21
481ATP1B1GSM4909318HumanBreastIDC1.91e-02-7.18e-010.2031
481ATP1B1GSM4909319HumanBreastIDC2.57e-41-6.25e-010.1563
481ATP1B1GSM4909320HumanBreastIDC1.78e-22-9.93e-010.1575
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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
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
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
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
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
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:0032409ColorectumSERregulation of transporter activity65/2897310/187235.71e-034.19e-0265
GO:00460342ColorectumMSSATP metabolic process125/3467277/187231.38e-242.15e-21125
GO:00726592ColorectumMSSprotein localization to plasma membrane113/3467284/187233.23e-171.55e-14113
GO:19907782ColorectumMSSprotein localization to cell periphery120/3467333/187232.02e-145.47e-12120
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00508212ColorectumMSSprotein stabilization68/3467191/187231.53e-088.81e-0768
GO:00020282ColorectumMSSregulation of sodium ion transport32/346790/187239.56e-051.50e-0332
GO:19023052ColorectumMSSregulation of sodium ion transmembrane transport26/346768/187231.08e-041.68e-0326
GO:20006492ColorectumMSSregulation of sodium ion transmembrane transporter activity22/346758/187234.06e-044.99e-0322
GO:00107652ColorectumMSSpositive regulation of sodium ion transport15/346735/187237.59e-048.09e-0315
GO:0086001ColorectumMSScardiac muscle cell action potential26/346776/187238.18e-048.59e-0326
GO:0086065ColorectumMSScell communication involved in cardiac conduction21/346758/187231.11e-031.09e-0221
GO:00902572ColorectumMSSregulation of muscle system process66/3467252/187231.55e-031.41e-0266
GO:00324091ColorectumMSSregulation of transporter activity78/3467310/187232.09e-031.78e-0278
GO:0034764ColorectumMSSpositive regulation of transmembrane transport58/3467219/187232.19e-031.83e-0258
GO:19023072ColorectumMSSpositive regulation of sodium ion transmembrane transport10/346721/187232.23e-031.84e-0210
GO:00300042ColorectumMSScellular monovalent inorganic cation homeostasis31/3467103/187232.94e-032.27e-0231
GO:00324112ColorectumMSSpositive regulation of transporter activity35/3467120/187232.95e-032.28e-0235
GO:0086064ColorectumMSScell communication by electrical coupling involved in cardiac conduction11/346725/187232.96e-032.28e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0426016BreastPrecancerCardiac muscle contraction22/68487/84659.72e-071.62e-051.24e-0522
hsa0496110BreastPrecancerEndocrine and other factor-regulated calcium reabsorption11/68453/84652.92e-031.81e-021.39e-0211
hsa0497114BreastPrecancerGastric acid secretion13/68476/84657.35e-034.07e-023.12e-0213
hsa0426017BreastPrecancerCardiac muscle contraction22/68487/84659.72e-071.62e-051.24e-0522
hsa0496111BreastPrecancerEndocrine and other factor-regulated calcium reabsorption11/68453/84652.92e-031.81e-021.39e-0211
hsa0497115BreastPrecancerGastric acid secretion13/68476/84657.35e-034.07e-023.12e-0213
hsa0491916BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0497122BreastIDCGastric acid secretion16/86776/84653.80e-032.33e-021.74e-0216
hsa0496121BreastIDCEndocrine and other factor-regulated calcium reabsorption12/86753/84656.29e-033.30e-022.47e-0212
hsa0497812BreastIDCMineral absorption13/86760/84656.73e-033.42e-022.56e-0213
hsa0491917BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0497132BreastIDCGastric acid secretion16/86776/84653.80e-032.33e-021.74e-0216
hsa0496131BreastIDCEndocrine and other factor-regulated calcium reabsorption12/86753/84656.29e-033.30e-022.47e-0212
hsa0497813BreastIDCMineral absorption13/86760/84656.73e-033.42e-022.56e-0213
hsa0426042BreastDCISCardiac muscle contraction22/84687/84653.08e-053.43e-042.53e-0422
hsa0491922BreastDCISThyroid hormone signaling pathway23/846121/84651.78e-031.22e-029.00e-0323
hsa0497142BreastDCISGastric acid secretion16/84676/84652.97e-031.81e-021.33e-0216
hsa0496141BreastDCISEndocrine and other factor-regulated calcium reabsorption12/84653/84655.17e-032.69e-021.98e-0212
hsa0497821BreastDCISMineral absorption13/84660/84655.48e-032.81e-022.07e-0213
hsa0426052BreastDCISCardiac muscle contraction22/84687/84653.08e-053.43e-042.53e-0422
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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
ATP1B1SNVMissense_Mutationrs758593381c.650G>Ap.Arg217Glnp.R217QP05026protein_codingdeleterious(0.03)possibly_damaging(0.821)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP1B1SNVMissense_Mutationc.237N>Tp.Gln79Hisp.Q79HP05026protein_codingtolerated(0.56)benign(0.015)TCGA-E9-A1NF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
ATP1B1insertionFrame_Shift_Insnovelc.228_229insTp.Leu77PhefsTer11p.L77Ffs*11P05026protein_codingTCGA-BH-A0H3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATP1B1deletionFrame_Shift_Delnovelc.339delAp.Asp114IlefsTer8p.D114Ifs*8P05026protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ATP1B1SNVMissense_Mutationrs369488918c.794A>Gp.Asn265Serp.N265SP05026protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ATP1B1SNVMissense_Mutationc.407N>Ap.Arg136Glnp.R136QP05026protein_codingtolerated(0.17)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ATP1B1insertionFrame_Shift_Insnovelc.550_551insAp.Leu184HisfsTer6p.L184Hfs*6P05026protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATP1B1insertionIn_Frame_Insnovelc.551_552insGATTAAp.Leu184_Gly185insIleLysp.L184_G185insIKP05026protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATP1B1insertionIn_Frame_Insnovelc.752_753insTCACTATGTp.Gln251delinsHisHisTyrValp.Q251delinsHHYVP05026protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATP1B1SNVMissense_Mutationnovelc.4G>Ap.Ala2Thrp.A2TP05026protein_codingdeleterious(0.05)probably_damaging(0.947)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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
481ATP1B1DRUGGABLE GENOME, TRANSPORTER, ENZYMEinhibitorCHEMBL1751DIGOXIN
481ATP1B1DRUGGABLE GENOME, TRANSPORTER, ENZYMEinhibitorCHEMBL3545057ACETYLDIGITOXIN
481ATP1B1DRUGGABLE GENOME, TRANSPORTER, ENZYMEinhibitorCHEMBL1614DESLANOSIDE
481ATP1B1DRUGGABLE GENOME, TRANSPORTER, ENZYMEinhibitorCHEMBL254219DIGITOXIN
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