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: CAPRIN1

Gene summary for CAPRIN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPRIN1

Gene ID

4076

Gene namecell cycle associated protein 1
Gene AliasGPIAP1
Cytomap11p13
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q14444


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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
4076CAPRIN1HTA11_99999970781_79442HumanColorectumMSS8.85e-044.44e-010.294
4076CAPRIN1A015-C-203HumanColorectumFAP5.32e-29-4.15e-01-0.1294
4076CAPRIN1A015-C-204HumanColorectumFAP7.39e-05-3.09e-01-0.0228
4076CAPRIN1A014-C-040HumanColorectumFAP9.86e-05-5.67e-01-0.1184
4076CAPRIN1A002-C-201HumanColorectumFAP7.27e-09-2.87e-010.0324
4076CAPRIN1A002-C-203HumanColorectumFAP2.36e-04-1.41e-010.2786
4076CAPRIN1A001-C-119HumanColorectumFAP4.03e-04-2.64e-01-0.1557
4076CAPRIN1A001-C-108HumanColorectumFAP1.45e-11-2.39e-01-0.0272
4076CAPRIN1A002-C-205HumanColorectumFAP9.68e-15-3.12e-01-0.1236
4076CAPRIN1A001-C-104HumanColorectumFAP1.01e-02-1.10e-010.0184
4076CAPRIN1A015-C-006HumanColorectumFAP1.17e-08-3.55e-01-0.0994
4076CAPRIN1A015-C-106HumanColorectumFAP1.26e-09-2.52e-01-0.0511
4076CAPRIN1A002-C-114HumanColorectumFAP1.12e-11-3.20e-01-0.1561
4076CAPRIN1A015-C-104HumanColorectumFAP7.26e-27-3.13e-01-0.1899
4076CAPRIN1A001-C-014HumanColorectumFAP7.92e-15-3.12e-010.0135
4076CAPRIN1A002-C-016HumanColorectumFAP6.21e-19-2.80e-010.0521
4076CAPRIN1A015-C-002HumanColorectumFAP2.14e-07-2.60e-01-0.0763
4076CAPRIN1A001-C-203HumanColorectumFAP8.20e-07-1.77e-01-0.0481
4076CAPRIN1A002-C-116HumanColorectumFAP2.14e-26-3.24e-01-0.0452
4076CAPRIN1A014-C-008HumanColorectumFAP5.82e-08-3.75e-01-0.191
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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
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:00610011ColorectumFAPregulation of dendritic spine morphogenesis14/262247/187233.95e-032.75e-0214
GO:00342491ColorectumFAPnegative regulation of cellular amide metabolic process54/2622273/187235.00e-033.33e-0254
GO:0060998ColorectumFAPregulation of dendritic spine development16/262261/187238.38e-034.89e-0216
GO:00226045ColorectumCRCregulation of cell morphogenesis74/2078309/187239.25e-115.04e-0874
GO:01060274ColorectumCRCneuron projection organization28/207893/187235.17e-073.73e-0528
GO:00109754ColorectumCRCregulation of neuron projection development82/2078445/187232.51e-061.19e-0482
GO:00107204ColorectumCRCpositive regulation of cell development60/2078298/187233.27e-061.47e-0460
GO:00313464ColorectumCRCpositive regulation of cell projection organization67/2078353/187237.45e-062.72e-0467
GO:00970614ColorectumCRCdendritic spine organization24/207884/187239.01e-063.15e-0424
GO:00507673ColorectumCRCregulation of neurogenesis68/2078364/187231.11e-053.62e-0468
GO:00163584ColorectumCRCdendrite development50/2078243/187231.13e-053.67e-0450
GO:00064175ColorectumCRCregulation of translation82/2078468/187231.79e-055.40e-0482
GO:00991734ColorectumCRCpostsynapse organization36/2078168/187237.61e-051.59e-0336
GO:00107695ColorectumCRCregulation of cell morphogenesis involved in differentiation24/207896/187239.80e-051.96e-0324
GO:00488132ColorectumCRCdendrite morphogenesis32/2078146/187231.19e-042.33e-0332
GO:00507692ColorectumCRCpositive regulation of neurogenesis43/2078225/187232.58e-044.19e-0343
GO:00508084ColorectumCRCsynapse organization71/2078426/187233.02e-044.76e-0371
GO:00107705ColorectumCRCpositive regulation of cell morphogenesis involved in differentiation20/207879/187233.03e-044.77e-0320
GO:00609972ColorectumCRCdendritic spine morphogenesis16/207861/187237.76e-049.87e-0316
GO:00519602ColorectumCRCregulation of nervous system development71/2078443/187239.28e-041.14e-0271
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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
CAPRIN1SNVMissense_Mutationrs772325651c.1624C>Gp.Gln542Glup.Q542EQ14444protein_codingtolerated(0.23)possibly_damaging(0.814)TCGA-AO-A12H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CAPRIN1SNVMissense_Mutationnovelc.233A>Gp.Tyr78Cysp.Y78CQ14444protein_codingdeleterious(0.01)benign(0.014)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CAPRIN1SNVMissense_Mutationnovelc.253N>Ap.Gly85Argp.G85RQ14444protein_codingdeleterious(0)probably_damaging(0.963)TCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CAPRIN1SNVMissense_Mutationnovelc.1141N>Ap.Glu381Lysp.E381KQ14444protein_codingdeleterious(0)possibly_damaging(0.828)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CAPRIN1SNVMissense_Mutationrs148571717c.1744N>Gp.Gln582Glup.Q582EQ14444protein_codingtolerated(0.44)possibly_damaging(0.498)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
CAPRIN1SNVMissense_Mutationnovelc.395N>Tp.Arg132Leup.R132LQ14444protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CAPRIN1SNVMissense_Mutationc.370C>Gp.Gln124Glup.Q124EQ14444protein_codingtolerated(0.14)probably_damaging(0.98)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPRIN1SNVMissense_Mutationc.418N>Cp.Glu140Glnp.E140QQ14444protein_codingdeleterious(0)probably_damaging(0.998)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAPRIN1SNVMissense_Mutationc.2054N>Ap.Gly685Glup.G685EQ14444protein_codingdeleterious(0)possibly_damaging(0.617)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAPRIN1SNVMissense_Mutationnovelc.1244C>Gp.Ser415Cysp.S415CQ14444protein_codingdeleterious(0)probably_damaging(0.911)TCGA-VS-A8Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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