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: CADPS2

Gene summary for CADPS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CADPS2

Gene ID

93664

Gene namecalcium dependent secretion activator 2
Gene AliasCAPS2
Cytomap7q31.32
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

Q86UW7


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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
93664CADPS2RNA-P17T-P17T-8HumanLungIAC6.60e-111.17e+000.3329
93664CADPS2RNA-P23T2-P23T2-2HumanLungMIAC9.58e-081.39e+00-0.028
93664CADPS2RNA-P23T2-P23T2-4HumanLungMIAC1.45e-031.26e+00-0.0272
93664CADPS2RNA-P25T1-P25T1-1HumanLungAIS1.08e-291.15e+00-0.2116
93664CADPS2RNA-P25T1-P25T1-2HumanLungAIS3.91e-101.20e+00-0.1941
93664CADPS2RNA-P25T1-P25T1-3HumanLungAIS1.12e-151.15e+00-0.2107
93664CADPS2RNA-P25T1-P25T1-4HumanLungAIS1.35e-231.16e+00-0.2119
93664CADPS2RNA-P3T-P3T-1HumanLungIAC3.07e-077.65e-010.1829
93664CADPS2RNA-P3T-P3T-2HumanLungIAC6.77e-055.39e-010.1835
93664CADPS2RNA-P3T-P3T-4HumanLungIAC2.44e-066.08e-010.1859
93664CADPS2RNA-P6T1-P6T1-1HumanLungMIAC6.00e-051.03e+00-0.0238
93664CADPS2RNA-P6T1-P6T1-2HumanLungMIAC1.25e-081.23e+00-0.0186
93664CADPS2RNA-P6T1-P6T1-3HumanLungMIAC3.72e-061.19e+00-0.0296
93664CADPS2RNA-P6T1-P6T1-4HumanLungMIAC8.95e-101.21e+00-0.0263
93664CADPS2RNA-P6T2-P6T2-1HumanLungIAC4.48e-631.44e+00-0.0166
93664CADPS2RNA-P6T2-P6T2-2HumanLungIAC3.75e-611.40e+00-0.0132
93664CADPS2RNA-P6T2-P6T2-3HumanLungIAC1.46e-661.43e+00-0.013
93664CADPS2RNA-P6T2-P6T2-4HumanLungIAC1.42e-571.37e+00-0.0121
93664CADPS2RNA-P7T1-P7T1-1HumanLungAIS3.85e-131.24e+00-0.0961
93664CADPS2RNA-P7T1-P7T1-2HumanLungAIS3.01e-151.23e+00-0.0876
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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
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
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:00171574CervixCCregulation of exocytosis39/2311202/187232.90e-031.93e-0239
GO:00068873CervixCCexocytosis59/2311352/187238.74e-034.48e-0259
GO:0045921ColorectumADpositive regulation of exocytosis33/391886/187231.58e-042.20e-0333
GO:0051047ColorectumADpositive regulation of secretion90/3918310/187234.11e-044.66e-0390
GO:1903532ColorectumADpositive regulation of secretion by cell82/3918282/187236.85e-047.00e-0382
GO:0006887ColorectumADexocytosis96/3918352/187232.48e-031.90e-0296
GO:0017157ColorectumADregulation of exocytosis59/3918202/187233.20e-032.36e-0259
GO:0099003ColorectumADvesicle-mediated transport in synapse57/3918200/187236.53e-034.06e-0257
GO:00459211ColorectumSERpositive regulation of exocytosis25/289786/187239.88e-041.17e-0225
GO:00068871ColorectumSERexocytosis75/2897352/187232.05e-032.03e-0275
GO:00510471ColorectumSERpositive regulation of secretion65/2897310/187235.71e-034.19e-0265
GO:00171571ColorectumSERregulation of exocytosis45/2897202/187236.46e-034.63e-0245
GO:19035321ColorectumMSSpositive regulation of secretion by cell74/3467282/187237.93e-048.36e-0374
GO:00510472ColorectumMSSpositive regulation of secretion80/3467310/187238.55e-048.75e-0380
GO:00990031ColorectumMSSvesicle-mediated transport in synapse54/3467200/187231.94e-031.67e-0254
GO:00459212ColorectumMSSpositive regulation of exocytosis27/346786/187232.76e-032.17e-0227
GO:0099504ColorectumMSSsynaptic vesicle cycle48/3467181/187234.85e-033.39e-0248
GO:00990032ColorectumFAPvesicle-mediated transport in synapse51/2622200/187231.09e-053.08e-0451
GO:00995041ColorectumFAPsynaptic vesicle cycle45/2622181/187236.73e-051.28e-0345
GO:0023061ColorectumFAPsignal release94/2622463/187231.06e-041.76e-0394
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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
CADPS2SNVMissense_Mutationnovelc.582N>Cp.Leu194Phep.L194FQ86UW7protein_codingdeleterious(0)probably_damaging(0.994)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CADPS2SNVMissense_Mutationnovelc.676N>Ap.Leu226Ilep.L226IQ86UW7protein_codingtolerated(0.42)benign(0.388)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
CADPS2SNVMissense_Mutationc.2339N>Tp.Ser780Leup.S780LQ86UW7protein_codingdeleterious(0.03)possibly_damaging(0.454)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CADPS2SNVMissense_Mutationnovelc.2371G>Tp.Ala791Serp.A791SQ86UW7protein_codingtolerated(0.35)benign(0.15)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
CADPS2SNVMissense_Mutationnovelc.3880N>Ap.Glu1294Lysp.E1294KQ86UW7protein_codingtolerated_low_confidence(0.06)benign(0.067)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
CADPS2SNVMissense_Mutationnovelc.1039N>Cp.Asp347Hisp.D347HQ86UW7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CADPS2SNVMissense_Mutationnovelc.1151G>Ap.Arg384Glnp.R384QQ86UW7protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CADPS2SNVMissense_Mutationc.1522N>Tp.Arg508Cysp.R508CQ86UW7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CADPS2SNVMissense_Mutationc.1885G>Cp.Gly629Argp.G629RQ86UW7protein_codingdeleterious(0)possibly_damaging(0.67)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CADPS2SNVMissense_Mutationc.769N>Tp.Leu257Phep.L257FQ86UW7protein_codingdeleterious(0)possibly_damaging(0.476)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
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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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