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: CAPS

Gene summary for CAPS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPS

Gene ID

828

Gene namecalcyphosine
Gene AliasCAPS1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

K7EL21


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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
828CAPSGSM4909286HumanBreastIDC5.78e-184.62e-010.1081
828CAPSGSM4909287HumanBreastIDC3.82e-042.42e-010.2057
828CAPSGSM4909294HumanBreastIDC2.77e-185.62e-010.2022
828CAPSGSM4909297HumanBreastIDC2.67e-114.39e-010.1517
828CAPSGSM4909304HumanBreastIDC1.95e-143.65e-010.1636
828CAPSGSM4909305HumanBreastIDC5.01e-042.23e-010.0436
828CAPSGSM4909306HumanBreastIDC4.67e-113.41e-010.1564
828CAPSGSM4909308HumanBreastIDC2.54e-051.96e-010.158
828CAPSGSM4909309HumanBreastIDC1.05e-042.77e-010.0483
828CAPSGSM4909317HumanBreastIDC7.57e-366.92e-010.1355
828CAPSGSM4909318HumanBreastIDC8.22e-055.30e-010.2031
828CAPSGSM4909319HumanBreastIDC2.86e-051.41e-010.1563
828CAPSGSM4909320HumanBreastIDC1.76e-281.11e+000.1575
828CAPSGSM4909321HumanBreastIDC3.11e-441.02e+000.1559
828CAPSM1HumanBreastIDC2.12e-205.54e-010.1577
828CAPSM2HumanBreastIDC1.48e-261.27e+000.21
828CAPSNCCBC11HumanBreastDCIS6.57e-098.20e-010.1232
828CAPSNCCBC14HumanBreastDCIS6.98e-053.55e-010.2021
828CAPSNCCBC6HumanBreastDCIS4.10e-129.36e-010.2095
828CAPSP1HumanBreastIDC1.88e-064.05e-010.1527
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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
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
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
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
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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
CAPSSNVMissense_Mutationnovelc.396N>Ap.Phe132Leup.F132Lprotein_codingtolerated(0.46)benign(0.001)TCGA-AR-A0TQ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CAPSdeletionIn_Frame_Delc.480_482delCGGp.Ser160_Gly161delinsArgp.S160_G161delinsRprotein_codingTCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CAPSSNVMissense_Mutationrs199545548c.508C>Tp.Arg170Trpp.R170Wprotein_codingdeleterious(0.02)benign(0.033)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
CAPSSNVMissense_Mutationrs147762651c.721N>Ap.Gly241Argp.G241Rprotein_codingdeleterious(0.02)probably_damaging(1)TCGA-D5-6539-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CAPSSNVMissense_Mutationnovelc.569A>Gp.Lys190Argp.K190Rprotein_codingdeleterious(0.02)benign(0.4)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
CAPSdeletionIn_Frame_Delnovelc.307_312delTCCCGCp.Ser103_Arg104delp.S103_R104delprotein_codingTCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
CAPSSNVMissense_Mutationnovelc.213G>Tp.Arg71Serp.R71Sprotein_codingtolerated(0.22)benign(0.001)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CAPSSNVMissense_Mutationc.317C>Ap.Ala106Aspp.A106Dprotein_codingdeleterious(0)benign(0.076)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CAPSSNVMissense_Mutationnovelc.341N>Tp.Arg114Metp.R114Mprotein_codingdeleterious(0)probably_damaging(0.921)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CAPSSNVMissense_Mutationnovelc.476G>Ap.Gly159Aspp.G159Dprotein_codingdeleterious(0.04)probably_damaging(0.955)TCGA-B5-A3FC-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
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