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: PRKCSH

Gene summary for PRKCSH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKCSH

Gene ID

5589

Gene nameprotein kinase C substrate 80K-H
Gene AliasAGE-R2
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0001889

UniProtAcc

P14314


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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
5589PRKCSHHTA11_3410_2000001011HumanColorectumAD4.66e-042.02e-010.0155
5589PRKCSHHTA11_2487_2000001011HumanColorectumSER6.92e-114.94e-01-0.1808
5589PRKCSHHTA11_1938_2000001011HumanColorectumAD2.45e-095.43e-01-0.0811
5589PRKCSHHTA11_347_2000001011HumanColorectumAD2.81e-144.82e-01-0.1954
5589PRKCSHHTA11_411_2000001011HumanColorectumSER4.61e-058.12e-01-0.2602
5589PRKCSHHTA11_3361_2000001011HumanColorectumAD1.01e-054.15e-01-0.1207
5589PRKCSHHTA11_696_2000001011HumanColorectumAD2.79e-296.15e-01-0.1464
5589PRKCSHHTA11_866_2000001011HumanColorectumAD3.90e-124.00e-01-0.1001
5589PRKCSHHTA11_1391_2000001011HumanColorectumAD1.03e-085.53e-01-0.059
5589PRKCSHHTA11_546_2000001011HumanColorectumAD6.14e-065.09e-01-0.0842
5589PRKCSHHTA11_866_3004761011HumanColorectumAD5.73e-084.36e-010.096
5589PRKCSHHTA11_7663_2000001011HumanColorectumSER2.41e-023.81e-010.0131
5589PRKCSHHTA11_10623_2000001011HumanColorectumAD3.26e-106.95e-01-0.0177
5589PRKCSHHTA11_10711_2000001011HumanColorectumAD8.19e-156.81e-010.0338
5589PRKCSHHTA11_7696_3000711011HumanColorectumAD1.87e-235.80e-010.0674
5589PRKCSHHTA11_6818_2000001011HumanColorectumAD1.66e-023.94e-010.0112
5589PRKCSHHTA11_7469_2000001011HumanColorectumAD1.21e-068.33e-01-0.0124
5589PRKCSHHTA11_6818_2000001021HumanColorectumAD1.07e-032.25e-010.0588
5589PRKCSHHTA11_99999970781_79442HumanColorectumMSS3.70e-072.29e-010.294
5589PRKCSHHTA11_99999965062_69753HumanColorectumMSI-H3.57e-067.08e-010.3487
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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
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
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:00610081ColorectumSERhepaticobiliary system development45/2897150/187234.98e-061.85e-0445
GO:00018891ColorectumSERliver development44/2897147/187236.73e-062.35e-0444
GO:00487322ColorectumMSSgland development143/3467436/187233.85e-138.01e-11143
GO:00610082ColorectumMSShepaticobiliary system development51/3467150/187234.33e-061.23e-0451
GO:00018892ColorectumMSSliver development50/3467147/187235.28e-061.44e-0450
GO:00018893ColorectumMSI-Hliver development25/1319147/187233.36e-051.31e-0325
GO:00610083ColorectumMSI-Hhepaticobiliary system development25/1319150/187234.76e-051.69e-0325
GO:00487323ColorectumMSI-Hgland development53/1319436/187237.08e-052.35e-0353
GO:004873216EndometriumAEHgland development83/2100436/187238.62e-073.11e-0583
GO:006100810EndometriumAEHhepaticobiliary system development31/2100150/187235.41e-045.45e-0331
GO:000188910EndometriumAEHliver development29/2100147/187231.72e-031.38e-0229
GO:004873217EndometriumEECgland development83/2168436/187233.08e-068.48e-0583
GO:006100815EndometriumEEChepaticobiliary system development31/2168150/187239.24e-048.33e-0331
GO:000188915EndometriumEECliver development29/2168147/187232.77e-031.97e-0229
GO:004873225EsophagusHGINgland development88/2587436/187231.34e-042.71e-0388
GO:006100820EsophagusHGINhepaticobiliary system development37/2587150/187232.58e-044.53e-0337
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa0414126EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa04141111EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa0414127EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414136EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
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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
PRKCSHSNVMissense_Mutationnovelc.1107N>Cp.Gln369Hisp.Q369Hprotein_codingdeleterious(0.02)benign(0.336)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PRKCSHSNVMissense_Mutationnovelc.130G>Tp.Ala44Serp.A44Sprotein_codingtolerated(0.67)benign(0.068)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
PRKCSHSNVMissense_Mutationrs775931511c.1477G>Ap.Gly493Argp.G493Rprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRKCSHSNVMissense_Mutationc.205N>Cp.Ala69Prop.A69Pprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PRKCSHSNVMissense_Mutationc.845N>Tp.Ser282Phep.S282Fprotein_codingtolerated(0.14)possibly_damaging(0.851)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PRKCSHinsertionFrame_Shift_Insnovelc.456_457insAGGTGGATTGAACACAACCAACACACTTCTTTTTTTTTTTp.Glu153ArgfsTer14p.E153Rfs*14protein_codingTCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
PRKCSHSNVMissense_Mutationrs137933137c.1322C>Tp.Ser441Leup.S441Lprotein_codingdeleterious(0)possibly_damaging(0.754)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKCSHSNVMissense_Mutationrs201537803c.1055N>Tp.Pro352Leup.P352Lprotein_codingtolerated(0.08)benign(0)TCGA-AA-3529-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PRKCSHSNVMissense_Mutationrs574529270c.893C>Tp.Thr298Metp.T298Mprotein_codingtolerated(0.29)benign(0.001)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRKCSHSNVMissense_Mutationrs749197925c.313G>Ap.Glu105Lysp.E105Kprotein_codingdeleterious(0)benign(0.139)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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