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: CAPRIN2

Gene summary for CAPRIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPRIN2

Gene ID

65981

Gene namecaprin family member 2
Gene AliasC1QDC1
Cytomap12p11.21
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q6IMN6


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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
65981CAPRIN2HCC1_MengHumanLiverHCC3.62e-08-1.38e-020.0246
65981CAPRIN2HCC2_MengHumanLiverHCC7.08e-141.02e-010.0107
65981CAPRIN2HCC1HumanLiverHCC1.31e-021.84e+000.5336
65981CAPRIN2HCC2HumanLiverHCC2.40e-032.59e+000.5341
65981CAPRIN2S014HumanLiverHCC1.36e-021.38e-010.2254
65981CAPRIN2S015HumanLiverHCC1.37e-064.65e-010.2375
65981CAPRIN2S028HumanLiverHCC1.99e-062.42e-010.2503
65981CAPRIN2male-WTAHumanThyroidPTC2.84e-033.84e-020.1037
65981CAPRIN2PTC01HumanThyroidPTC4.11e-031.44e-020.1899
65981CAPRIN2PTC03HumanThyroidPTC3.50e-031.73e-010.1784
65981CAPRIN2PTC04HumanThyroidPTC1.47e-059.05e-020.1927
65981CAPRIN2PTC05HumanThyroidPTC6.14e-082.85e-010.2065
65981CAPRIN2PTC06HumanThyroidPTC2.36e-092.74e-010.2057
65981CAPRIN2PTC07HumanThyroidPTC1.39e-081.25e-010.2044
65981CAPRIN2ATC09HumanThyroidATC2.40e-041.86e-010.2871
65981CAPRIN2ATC11HumanThyroidATC2.61e-064.81e-010.3386
65981CAPRIN2ATC12HumanThyroidATC3.40e-071.99e-010.34
65981CAPRIN2ATC13HumanThyroidATC2.06e-396.74e-010.34
65981CAPRIN2ATC1HumanThyroidATC1.81e-042.10e-010.2878
65981CAPRIN2ATC2HumanThyroidATC1.89e-096.62e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:009706110ThyroidPTCdendritic spine organization47/596884/187234.27e-065.28e-0547
GO:003424916ThyroidPTCnegative regulation of cellular amide metabolic process122/5968273/187235.50e-066.64e-05122
GO:005076716ThyroidPTCregulation of neurogenesis156/5968364/187235.86e-067.05e-05156
GO:009026319ThyroidPTCpositive regulation of canonical Wnt signaling pathway55/5968106/187231.45e-051.55e-0455
GO:00609994ThyroidPTCpositive regulation of dendritic spine development27/596842/187231.58e-051.67e-0427
GO:00610017ThyroidPTCregulation of dendritic spine morphogenesis29/596847/187232.44e-052.40e-0429
GO:00609976ThyroidPTCdendritic spine morphogenesis35/596861/187233.41e-053.22e-0435
GO:001714815ThyroidPTCnegative regulation of translation108/5968245/187233.75e-053.48e-04108
GO:005196214ThyroidPTCpositive regulation of nervous system development117/5968272/187236.72e-055.89e-04117
GO:00488139ThyroidPTCdendrite morphogenesis69/5968146/187237.12e-056.19e-0469
GO:00610033ThyroidPTCpositive regulation of dendritic spine morphogenesis15/596820/187239.35e-057.73e-0415
GO:00991738ThyroidPTCpostsynapse organization77/5968168/187231.01e-048.25e-0477
GO:00109766ThyroidPTCpositive regulation of neuron projection development75/5968163/187231.06e-048.56e-0475
GO:00519608ThyroidPTCregulation of nervous system development177/5968443/187231.72e-041.32e-03177
GO:00991754ThyroidPTCregulation of postsynapse organization45/596890/187232.57e-041.84e-0345
GO:004592614ThyroidPTCnegative regulation of growth105/5968249/187233.76e-042.54e-03105
GO:00507752ThyroidPTCpositive regulation of dendrite morphogenesis22/596837/187234.92e-043.23e-0322
GO:00303087ThyroidPTCnegative regulation of cell growth80/5968188/187231.28e-037.31e-0380
GO:00331356ThyroidPTCregulation of peptidyl-serine phosphorylation62/5968144/187233.05e-031.50e-0262
GO:00488144ThyroidPTCregulation of dendrite morphogenesis32/596867/187234.75e-032.22e-0232
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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
CAPRIN2SNVMissense_Mutationnovelc.1673N>Gp.Ser558Cysp.S558CQ6IMN6protein_codingdeleterious(0.04)possibly_damaging(0.513)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CAPRIN2SNVMissense_Mutationc.588N>Cp.Lys196Asnp.K196NQ6IMN6protein_codingdeleterious(0.02)benign(0.27)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CAPRIN2SNVMissense_Mutationnovelc.409N>Ap.Glu137Lysp.E137KQ6IMN6protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CAPRIN2SNVMissense_Mutationc.587A>Cp.Lys196Thrp.K196TQ6IMN6protein_codingdeleterious(0)possibly_damaging(0.784)TCGA-AR-A0TS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CAPRIN2SNVMissense_Mutationc.554N>Tp.Ser185Phep.S185FQ6IMN6protein_codingtolerated(0.12)probably_damaging(0.992)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
CAPRIN2SNVMissense_Mutationnovelc.1820C>Tp.Ser607Phep.S607FQ6IMN6protein_codingdeleterious(0.04)benign(0.023)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CAPRIN2insertionIn_Frame_Insnovelc.3125_3126insAGGATGTTATTTTATGTATTTTAAp.Leu1042_Gln1043insGlyCysTyrPheMetTyrPheAsnp.L1042_Q1043insGCYFMYFNQ6IMN6protein_codingTCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
CAPRIN2insertionFrame_Shift_Insnovelc.3123_3124insGTGAGCCTTATGATAAp.Leu1042ValfsTer27p.L1042Vfs*27Q6IMN6protein_codingTCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
CAPRIN2deletionFrame_Shift_Delnovelc.1596delNp.Met533CysfsTer27p.M533Cfs*27Q6IMN6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CAPRIN2SNVMissense_Mutationnovelc.1175C>Ap.Ala392Glup.A392EQ6IMN6protein_codingtolerated(0.16)benign(0.003)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
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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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