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: ATP2C2

Gene summary for ATP2C2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP2C2

Gene ID

9914

Gene nameATPase secretory pathway Ca2+ transporting 2
Gene AliasSPCA2
Cytomap16q24.1
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

A0A0A0MSP0


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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
9914ATP2C2HTA11_3410_2000001011HumanColorectumAD6.61e-10-4.29e-010.0155
9914ATP2C2HTA11_2951_2000001011HumanColorectumAD2.32e-07-8.16e-010.0216
9914ATP2C2HTA11_347_2000001011HumanColorectumAD4.68e-281.23e+00-0.1954
9914ATP2C2HTA11_411_2000001011HumanColorectumSER2.35e-079.96e-01-0.2602
9914ATP2C2HTA11_2112_2000001011HumanColorectumSER1.76e-147.85e-01-0.2196
9914ATP2C2HTA11_696_2000001011HumanColorectumAD5.29e-149.70e-01-0.1464
9914ATP2C2HTA11_2992_2000001011HumanColorectumSER1.56e-096.27e-01-0.1706
9914ATP2C2HTA11_546_2000001011HumanColorectumAD3.97e-067.46e-01-0.0842
9914ATP2C2HTA11_866_3004761011HumanColorectumAD4.50e-06-4.72e-010.096
9914ATP2C2HTA11_7663_2000001011HumanColorectumSER4.28e-034.36e-010.0131
9914ATP2C2HTA11_10711_2000001011HumanColorectumAD1.09e-06-5.74e-010.0338
9914ATP2C2HTA11_6818_2000001011HumanColorectumAD1.51e-087.77e-010.0112
9914ATP2C2HTA11_99999970781_79442HumanColorectumMSS6.11e-32-6.96e-010.294
9914ATP2C2HTA11_99999965104_69814HumanColorectumMSS1.97e-118.42e-010.281
9914ATP2C2HTA11_99999973899_84307HumanColorectumMSS2.05e-13-8.59e-010.2585
9914ATP2C2HTA11_99999974143_84620HumanColorectumMSS7.33e-06-4.39e-010.3005
9914ATP2C2F007HumanColorectumFAP9.17e-17-7.61e-010.1176
9914ATP2C2A002-C-010HumanColorectumFAP8.34e-10-4.46e-010.242
9914ATP2C2A001-C-207HumanColorectumFAP7.31e-26-8.45e-010.1278
9914ATP2C2A015-C-203HumanColorectumFAP1.33e-60-1.00e+00-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0030879ColorectumADmammary gland development53/3918137/187231.46e-064.58e-0553
GO:0061180ColorectumADmammary gland epithelium development28/391867/187238.74e-051.35e-0328
GO:0071421ColorectumADmanganese ion transmembrane transport6/391810/187238.03e-034.73e-026
GO:00726591ColorectumSERprotein localization to plasma membrane92/2897284/187236.36e-131.86e-1092
GO:19907781ColorectumSERprotein localization to cell periphery98/2897333/187236.09e-119.57e-0998
GO:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:00611801ColorectumSERmammary gland epithelium development22/289767/187233.11e-045.03e-0322
GO:00308791ColorectumSERmammary gland development37/2897137/187233.61e-045.61e-0337
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:00487322ColorectumMSSgland development143/3467436/187233.85e-138.01e-11143
GO:00308792ColorectumMSSmammary gland development51/3467137/187231.88e-078.26e-0651
GO:00611802ColorectumMSSmammary gland epithelium development28/346767/187238.47e-062.11e-0428
GO:00726594ColorectumFAPprotein localization to plasma membrane95/2622284/187234.86e-179.93e-1495
GO:19907784ColorectumFAPprotein localization to cell periphery100/2622333/187232.19e-142.68e-11100
GO:00487324ColorectumFAPgland development103/2622436/187233.61e-083.12e-06103
GO:0010959ColorectumFAPregulation of metal ion transport83/2622406/187232.06e-042.96e-0383
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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
ATP2C2SNVMissense_Mutationrs373029761c.1657N>Tp.Arg553Trpp.R553Wprotein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
ATP2C2SNVMissense_Mutationc.1009N>Cp.Glu337Glnp.E337Qprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATP2C2SNVMissense_Mutationc.2158N>Cp.Glu720Glnp.E720Qprotein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATP2C2SNVMissense_Mutationrs531822897c.1478C>Tp.Ala493Valp.A493Vprotein_codingdeleterious(0.03)benign(0.218)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP2C2SNVMissense_Mutationc.550N>Gp.Arg184Glyp.R184Gprotein_codingdeleterious(0.05)possibly_damaging(0.859)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATP2C2SNVMissense_Mutationc.2857N>Ap.Glu953Lysp.E953Kprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ATP2C2SNVMissense_Mutationrs772764894c.2005G>Ap.Val669Metp.V669Mprotein_codingdeleterious(0)probably_damaging(0.954)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP2C2SNVMissense_Mutationc.1187C>Tp.Thr396Metp.T396Mprotein_codingdeleterious(0.01)probably_damaging(1)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATP2C2SNVMissense_Mutationc.320T>Cp.Leu107Prop.L107Pprotein_codingdeleterious(0)probably_damaging(0.979)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP2C2insertionIn_Frame_Insnovelc.1078_1079insCACGCTCTCCTCGAATCCAGCCAACCCp.Ile360delinsThrArgSerProArgIleGlnProThrLeup.I360delinsTRSPRIQPTLprotein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
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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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