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: ATP2B4

Gene summary for ATP2B4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP2B4

Gene ID

493

Gene nameATPase plasma membrane Ca2+ transporting 4
Gene AliasATP2B2
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P23634


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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
493ATP2B4CA_HPV_3HumanCervixCC8.73e-031.06e-010.0414
493ATP2B4CCI_1HumanCervixCC9.10e-111.25e+000.528
493ATP2B4CCI_2HumanCervixCC9.36e-056.87e-010.5249
493ATP2B4CCI_3HumanCervixCC3.77e-181.09e+000.516
493ATP2B4sample3HumanCervixCC5.05e-062.51e-010.1387
493ATP2B4T3HumanCervixCC4.11e-022.10e-010.1389
493ATP2B4LZE2DHumanEsophagusHGIN3.16e-033.68e-010.0642
493ATP2B4LZE2THumanEsophagusESCC1.96e-036.19e-010.082
493ATP2B4LZE4THumanEsophagusESCC2.68e-175.77e-010.0811
493ATP2B4LZE7THumanEsophagusESCC7.24e-126.07e-010.0667
493ATP2B4LZE8THumanEsophagusESCC1.59e-043.16e-010.067
493ATP2B4LZE20THumanEsophagusESCC2.09e-033.46e-010.0662
493ATP2B4LZE24THumanEsophagusESCC1.41e-103.09e-010.0596
493ATP2B4LZE21THumanEsophagusESCC1.26e-091.09e+000.0655
493ATP2B4P1T-EHumanEsophagusESCC6.74e-054.08e-010.0875
493ATP2B4P2T-EHumanEsophagusESCC2.03e-306.00e-010.1177
493ATP2B4P4T-EHumanEsophagusESCC8.46e-246.64e-010.1323
493ATP2B4P5T-EHumanEsophagusESCC2.18e-501.11e+000.1327
493ATP2B4P8T-EHumanEsophagusESCC2.72e-162.63e-010.0889
493ATP2B4P9T-EHumanEsophagusESCC7.13e-113.88e-010.1131
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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
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
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:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:00448432LiverHCCcell cycle G1/S phase transition134/7958241/187232.60e-052.70e-04134
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:190437712LiverHCCpositive regulation of protein localization to cell periphery45/795869/187231.16e-049.80e-0445
GO:000110111LiverHCCresponse to acid chemical79/7958135/187231.24e-041.03e-0379
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
GO:00105652LiverHCCregulation of cellular ketone metabolic process77/7958133/187232.41e-041.80e-0377
GO:200105722LiverHCCreactive nitrogen species metabolic process51/795882/187232.50e-041.86e-0351
GO:004620922LiverHCCnitric oxide metabolic process50/795881/187233.72e-042.56e-0350
GO:190307812LiverHCCpositive regulation of protein localization to plasma membrane40/795862/187233.84e-042.62e-0340
GO:19016062LiverHCCalpha-amino acid catabolic process53/795887/187234.01e-042.71e-0353
GO:008016422LiverHCCregulation of nitric oxide metabolic process41/795864/187234.06e-042.74e-0341
GO:004542822LiverHCCregulation of nitric oxide biosynthetic process39/795862/187239.46e-045.50e-0339
GO:000680922LiverHCCnitric oxide biosynthetic process46/795876/187231.15e-036.53e-0346
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:0009064LiverHCCglutamine family amino acid metabolic process47/795878/187231.17e-036.54e-0347
GO:1902806LiverHCCregulation of cell cycle G1/S phase transition91/7958168/187231.47e-037.79e-0391
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:015010411LiverHCCtransport across blood-brain barrier50/795887/187233.42e-031.55e-0250
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040224Oral cavityEOLPcGMP-PKG signaling pathway36/1218167/84657.34e-032.12e-021.25e-0236
hsa0402211Oral cavityEOLPcGMP-PKG signaling pathway36/1218167/84657.34e-032.12e-021.25e-0236
hsa0402221Oral cavityNEOLPcGMP-PKG signaling pathway35/1112167/84653.02e-031.25e-027.85e-0335
hsa0402231Oral cavityNEOLPcGMP-PKG signaling pathway35/1112167/84653.02e-031.25e-027.85e-0335
hsa0497814ProstateBPHMineral absorption20/171860/84651.22e-023.61e-022.23e-0220
hsa0496112ProstateBPHEndocrine and other factor-regulated calcium reabsorption18/171853/84651.39e-024.05e-022.51e-0218
hsa0497815ProstateBPHMineral absorption20/171860/84651.22e-023.61e-022.23e-0220
hsa0496113ProstateBPHEndocrine and other factor-regulated calcium reabsorption18/171853/84651.39e-024.05e-022.51e-0218
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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
ATP2B4SNVMissense_Mutationnovelc.2582N>Cp.Gly861Alap.G861AP23634protein_codingdeleterious(0)probably_damaging(0.993)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ATP2B4SNVMissense_Mutationnovelc.1003N>Ap.Glu335Lysp.E335KP23634protein_codingtolerated(0.1)benign(0.093)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ATP2B4SNVMissense_Mutationc.587G>Cp.Gly196Alap.G196AP23634protein_codingdeleterious(0.04)possibly_damaging(0.682)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATP2B4SNVMissense_Mutationc.691G>Ap.Asp231Asnp.D231NP23634protein_codingtolerated(0.08)possibly_damaging(0.763)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATP2B4SNVMissense_Mutationc.922G>Ap.Glu308Lysp.E308KP23634protein_codingtolerated(0.37)benign(0.105)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATP2B4SNVMissense_Mutationnovelc.2966N>Tp.Ser989Leup.S989LP23634protein_codingdeleterious(0.03)benign(0.116)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ATP2B4SNVMissense_Mutationrs373440876c.2506N>Ap.Val836Ilep.V836IP23634protein_codingdeleterious(0.03)possibly_damaging(0.845)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATP2B4SNVMissense_Mutationc.2644N>Gp.Met882Valp.M882VP23634protein_codingdeleterious(0)probably_damaging(0.976)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ATP2B4SNVMissense_Mutationc.2023N>Tp.Arg675Cysp.R675CP23634protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A1R7-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfarestonSD
ATP2B4SNVMissense_Mutationrs762956558c.1592T>Gp.Val531Glyp.V531GP23634protein_codingdeleterious(0)possibly_damaging(0.732)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
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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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