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: CPQ

Gene summary for CPQ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPQ

Gene ID

10404

Gene namecarboxypeptidase Q
Gene AliasLDP
Cytomap8q22.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A024R9B8


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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
10404CPQHTA11_1938_2000001011HumanColorectumAD7.00e-054.72e-01-0.0811
10404CPQHTA11_347_2000001011HumanColorectumAD5.55e-125.59e-01-0.1954
10404CPQHTA11_411_2000001011HumanColorectumSER6.76e-036.79e-01-0.2602
10404CPQHTA11_696_2000001011HumanColorectumAD6.86e-064.65e-01-0.1464
10404CPQHTA11_2992_2000001011HumanColorectumSER2.83e-078.74e-01-0.1706
10404CPQHTA11_5212_2000001011HumanColorectumAD5.87e-088.04e-01-0.2061
10404CPQHTA11_5216_2000001011HumanColorectumSER2.05e-039.05e-01-0.1462
10404CPQHTA11_546_2000001011HumanColorectumAD9.56e-035.00e-01-0.0842
10404CPQHTA11_866_3004761011HumanColorectumAD2.27e-02-1.72e-010.096
10404CPQHTA11_7696_3000711011HumanColorectumAD4.82e-07-3.21e-010.0674
10404CPQHTA11_99999970781_79442HumanColorectumMSS4.53e-04-1.55e-010.294
10404CPQA002-C-010HumanColorectumFAP1.80e-13-3.53e-010.242
10404CPQA001-C-207HumanColorectumFAP1.59e-03-2.94e-010.1278
10404CPQA015-C-203HumanColorectumFAP8.34e-09-2.47e-01-0.1294
10404CPQA002-C-201HumanColorectumFAP2.51e-08-3.11e-010.0324
10404CPQA002-C-203HumanColorectumFAP3.95e-10-3.41e-010.2786
10404CPQA001-C-108HumanColorectumFAP8.53e-08-3.07e-01-0.0272
10404CPQA002-C-205HumanColorectumFAP2.51e-10-3.47e-01-0.1236
10404CPQA015-C-006HumanColorectumFAP7.93e-04-2.64e-01-0.0994
10404CPQA002-C-114HumanColorectumFAP3.89e-07-3.21e-01-0.1561
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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
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:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
GO:0031099ColorectumMSSregeneration51/3467198/187236.99e-034.49e-0251
GO:003109910EsophagusESCCregeneration122/8552198/187234.26e-064.57e-05122
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00310993LiverNAFLDregeneration35/1882198/187236.67e-048.61e-0335
GO:00424452LiverNAFLDhormone metabolic process36/1882218/187231.98e-031.98e-0236
GO:00065754LiverNAFLDcellular modified amino acid metabolic process31/1882188/187233.98e-033.34e-0231
GO:000657511LiverCirrhoticcellular modified amino acid metabolic process70/4634188/187239.04e-059.69e-0470
GO:003109911LiverCirrhoticregeneration71/4634198/187233.02e-042.65e-0371
GO:004244511LiverCirrhotichormone metabolic process73/4634218/187232.22e-031.36e-0273
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00310992LiverHCCregeneration107/7958198/187236.67e-044.12e-03107
GO:00310999Oral cavityOSCCregeneration114/7305198/187238.54e-081.50e-06114
GO:00422464Oral cavityOSCCtissue regeneration42/730572/187236.89e-043.84e-0342
GO:00065756Oral cavityOSCCcellular modified amino acid metabolic process91/7305188/187235.33e-032.07e-0291
GO:003109916Oral cavityLPregeneration76/4623198/187231.25e-052.24e-0476
GO:00422461Oral cavityLPtissue regeneration30/462372/187231.13e-039.27e-0330
GO:000657512Oral cavityLPcellular modified amino acid metabolic process64/4623188/187232.43e-031.73e-0264
GO:003109923Oral cavityEOLPregeneration50/2218198/187231.30e-074.25e-0650
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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
CPQSNVMissense_Mutationc.1327N>Gp.Met443Valp.M443VQ9Y646protein_codingtolerated(0.17)benign(0.001)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CPQSNVMissense_Mutationc.40N>Tp.Leu14Phep.L14FQ9Y646protein_codingtolerated_low_confidence(0.17)benign(0.005)TCGA-B6-A0RQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPQSNVMissense_Mutationc.185N>Cp.Arg62Thrp.R62TQ9Y646protein_codingtolerated(0.21)benign(0.035)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CPQSNVMissense_Mutationnovelc.1009N>Ap.Glu337Lysp.E337KQ9Y646protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CPQSNVMissense_Mutationc.1297C>Gp.His433Aspp.H433DQ9Y646protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CPQSNVMissense_Mutationrs753340797c.967N>Tp.Arg323Cysp.R323CQ9Y646protein_codingdeleterious(0)probably_damaging(0.956)TCGA-C8-A12L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPQSNVMissense_Mutationrs767066651c.1256N>Ap.Gly419Glup.G419EQ9Y646protein_codingdeleterious(0)probably_damaging(0.973)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
CPQSNVMissense_Mutationrs577356141c.548N>Tp.Thr183Metp.T183MQ9Y646protein_codingdeleterious(0.01)possibly_damaging(0.849)TCGA-E2-A2P5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
CPQSNVMissense_Mutationnovelc.482N>Tp.Arg161Ilep.R161IQ9Y646protein_codingtolerated(0.06)benign(0.122)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CPQSNVMissense_Mutationrs757303134c.563C>Tp.Thr188Metp.T188MQ9Y646protein_codingtolerated(0.24)benign(0.018)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<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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