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: PORCN

Gene summary for PORCN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PORCN

Gene ID

64840

Gene nameporcupine O-acyltransferase
Gene AliasDHOF
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9H237


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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
64840PORCNLZE4THumanEsophagusESCC2.52e-041.95e-010.0811
64840PORCNLZE7THumanEsophagusESCC8.74e-042.66e-010.0667
64840PORCNLZE20THumanEsophagusESCC4.71e-021.35e-010.0662
64840PORCNLZE24THumanEsophagusESCC8.88e-051.67e-010.0596
64840PORCNLZE6THumanEsophagusESCC1.10e-041.70e-010.0845
64840PORCNP1T-EHumanEsophagusESCC3.30e-049.38e-010.0875
64840PORCNP2T-EHumanEsophagusESCC2.79e-112.17e-010.1177
64840PORCNP4T-EHumanEsophagusESCC1.40e-092.11e-010.1323
64840PORCNP5T-EHumanEsophagusESCC6.56e-152.82e-010.1327
64840PORCNP8T-EHumanEsophagusESCC9.78e-304.85e-010.0889
64840PORCNP9T-EHumanEsophagusESCC1.28e-031.11e-010.1131
64840PORCNP10T-EHumanEsophagusESCC2.06e-081.92e-010.116
64840PORCNP11T-EHumanEsophagusESCC3.31e-126.34e-010.1426
64840PORCNP12T-EHumanEsophagusESCC9.53e-091.66e-010.1122
64840PORCNP15T-EHumanEsophagusESCC1.78e-123.08e-010.1149
64840PORCNP16T-EHumanEsophagusESCC3.60e-132.19e-010.1153
64840PORCNP17T-EHumanEsophagusESCC2.73e-031.73e-010.1278
64840PORCNP20T-EHumanEsophagusESCC1.76e-112.84e-010.1124
64840PORCNP21T-EHumanEsophagusESCC5.95e-296.22e-010.1617
64840PORCNP22T-EHumanEsophagusESCC1.25e-264.17e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00064973EsophagusESCCprotein lipidation62/855292/187232.08e-051.80e-0462
GO:00421583EsophagusESCClipoprotein biosynthetic process64/855296/187232.61e-052.20e-0464
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:00421572Oral cavityOSCClipoprotein metabolic process77/7305135/187231.61e-051.60e-0477
GO:00064972Oral cavityOSCCprotein lipidation56/730592/187231.77e-051.72e-0456
GO:00421582Oral cavityOSCClipoprotein biosynthetic process57/730596/187234.17e-053.61e-0457
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:006007010Oral cavityOSCCcanonical Wnt signaling pathway148/7305303/187232.89e-041.82e-03148
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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
PORCNSNVMissense_Mutationc.388N>Ap.Val130Metp.V130MQ9H237protein_codingdeleterious(0)possibly_damaging(0.475)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PORCNSNVMissense_Mutationrs782086023c.269G>Ap.Arg90Glnp.R90QQ9H237protein_codingtolerated(0.09)benign(0.133)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PORCNSNVMissense_Mutationc.1322N>Tp.Glu441Valp.E441VQ9H237protein_codingdeleterious(0.01)benign(0.412)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PORCNinsertionNonsense_Mutationnovelc.751_752insGTAGTCGCTGAGTCAGGTTAGAGCATTGCAAGGCTGGGAGp.Phe251CysfsTer4p.F251Cfs*4Q9H237protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PORCNSNVMissense_Mutationc.1168N>Tp.Arg390Cysp.R390CQ9H237protein_codingdeleterious(0)possibly_damaging(0.892)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PORCNSNVMissense_Mutationrs148060082c.695N>Ap.Arg232Hisp.R232HQ9H237protein_codingtolerated_low_confidence(0.16)benign(0.013)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
PORCNSNVMissense_Mutationc.670N>Cp.Asp224Hisp.D224HQ9H237protein_codingdeleterious(0.02)possibly_damaging(0.793)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PORCNSNVMissense_Mutationrs398124616c.1093N>Tp.Arg365Trpp.R365WQ9H237protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PORCNSNVMissense_Mutationc.496N>Ap.Val166Ilep.V166IQ9H237protein_codingtolerated(1)benign(0.003)TCGA-VS-A952-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PORCNSNVMissense_Mutationrs782273836c.443N>Tp.Thr148Metp.T148MQ9H237protein_codingtolerated(0.05)benign(0.009)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<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
64840PORCNENZYME, DRUGGABLE GENOME, TRANSPORTERETC-1922159ETC-159
64840PORCNENZYME, DRUGGABLE GENOME, TRANSPORTERLGK974WNT-974
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