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: PCLO

Gene summary for PCLO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCLO

Gene ID

27445

Gene namepiccolo presynaptic cytomatrix protein
Gene AliasACZ
Cytomap7q21.11
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

Q9Y6V0


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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
27445PCLOHTA11_3410_2000001011HumanColorectumAD1.61e-04-3.06e-010.0155
27445PCLOHTA11_347_2000001011HumanColorectumAD6.10e-074.87e-01-0.1954
27445PCLOHTA11_866_3004761011HumanColorectumAD2.93e-04-3.55e-010.096
27445PCLOHTA11_10711_2000001011HumanColorectumAD2.37e-02-3.55e-010.0338
27445PCLOHTA11_7696_3000711011HumanColorectumAD2.12e-06-3.06e-010.0674
27445PCLOHTA11_99999970781_79442HumanColorectumMSS7.85e-16-4.36e-010.294
27445PCLOHTA11_99999965104_69814HumanColorectumMSS2.66e-025.33e-010.281
27445PCLOA015-C-203HumanColorectumFAP1.60e-09-1.04e-01-0.1294
27445PCLOA002-C-201HumanColorectumFAP7.33e-03-9.02e-020.0324
27445PCLOA001-C-108HumanColorectumFAP4.46e-033.11e-02-0.0272
27445PCLOA002-C-205HumanColorectumFAP6.02e-077.51e-02-0.1236
27445PCLOA015-C-006HumanColorectumFAP1.63e-03-2.59e-02-0.0994
27445PCLOA015-C-106HumanColorectumFAP5.64e-03-6.35e-02-0.0511
27445PCLOA002-C-114HumanColorectumFAP3.97e-04-1.29e-01-0.1561
27445PCLOA015-C-104HumanColorectumFAP4.38e-08-6.65e-02-0.1899
27445PCLOA002-C-016HumanColorectumFAP8.50e-08-6.14e-030.0521
27445PCLOA002-C-116HumanColorectumFAP3.76e-09-2.58e-01-0.0452
27445PCLOA014-C-008HumanColorectumFAP1.54e-041.04e-01-0.191
27445PCLOA018-E-020HumanColorectumFAP1.00e-04-1.28e-01-0.2034
27445PCLOF034HumanColorectumFAP5.30e-063.76e-02-0.0665
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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
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
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:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0051648ColorectumADvesicle localization59/3918177/187237.83e-051.25e-0359
GO:0043954ColorectumADcellular component maintenance26/391861/187231.04e-041.56e-0326
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0030073ColorectumADinsulin secretion61/3918195/187234.28e-044.81e-0361
GO:0015833ColorectumADpeptide transport77/3918264/187238.90e-048.60e-0377
GO:0030072ColorectumADpeptide hormone secretion68/3918236/187232.39e-031.85e-0268
GO:0006887ColorectumADexocytosis96/3918352/187232.48e-031.90e-0296
GO:0034331ColorectumADcell junction maintenance15/391835/187232.78e-032.09e-0215
GO:0002790ColorectumADpeptide secretion69/3918242/187232.97e-032.22e-0269
GO:0017157ColorectumADregulation of exocytosis59/3918202/187233.20e-032.36e-0259
GO:0042886ColorectumADamide transport83/3918301/187233.37e-032.46e-0283
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:1902414ColorectumADprotein localization to cell junction31/391894/187234.30e-032.95e-0231
GO:0099003ColorectumADvesicle-mediated transport in synapse57/3918200/187236.53e-034.06e-0257
GO:00343292ColorectumMSScell junction assembly120/3467420/187232.51e-071.07e-05120
GO:00093062ColorectumMSSprotein secretion98/3467359/187232.43e-055.09e-0498
GO:00355922ColorectumMSSestablishment of protein localization to extracellular region98/3467360/187232.75e-055.58e-0498
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04911ColorectumFAPInsulin secretion23/140486/84651.12e-023.92e-022.38e-0223
hsa049111ColorectumFAPInsulin secretion23/140486/84651.12e-023.92e-022.38e-0223
hsa049112ColorectumCRCInsulin secretion20/109186/84655.61e-032.88e-021.95e-0220
hsa049113ColorectumCRCInsulin secretion20/109186/84655.61e-032.88e-021.95e-0220
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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
PCLOSNVMissense_Mutationc.15101N>Ap.Arg5034Lysp.R5034KQ9Y6V0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PCLOSNVMissense_Mutationrs750875114c.12861N>Gp.Ser4287Argp.S4287RQ9Y6V0protein_codingdeleterious(0.01)possibly_damaging(0.788)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PCLOSNVMissense_Mutationc.12059G>Tp.Ser4020Ilep.S4020IQ9Y6V0protein_codingdeleterious(0)probably_damaging(0.962)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCLOSNVMissense_Mutationrs201095081c.12058A>Gp.Ser4020Glyp.S4020GQ9Y6V0protein_codingtolerated(0.07)benign(0.083)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCLOSNVMissense_Mutationrs368056917c.2860N>Ap.Pro954Thrp.P954TQ9Y6V0protein_codingtolerated(0.13)benign(0.003)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCLOSNVMissense_Mutationc.7667C>Tp.Ser2556Phep.S2556FQ9Y6V0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
PCLOSNVMissense_Mutationc.15227G>Ap.Arg5076Glnp.R5076QQ9Y6V0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PCLOSNVMissense_Mutationc.12700G>Cp.Ala4234Prop.A4234PQ9Y6V0protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
PCLOSNVMissense_Mutationnovelc.2623T>Cp.Ser875Prop.S875PQ9Y6V0protein_codingtolerated(0.12)benign(0.003)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCLOSNVMissense_Mutationrs371995456c.13316N>Ap.Arg4439Hisp.R4439HQ9Y6V0protein_codingtolerated(0.07)possibly_damaging(0.643)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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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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