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: PEX14

Gene summary for PEX14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEX14

Gene ID

5195

Gene nameperoxisomal biogenesis factor 14
Gene AliasNAPP2
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

O75381


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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
5195PEX14CCI_1HumanCervixCC8.68e-086.24e-010.528
5195PEX14CCI_2HumanCervixCC8.16e-131.12e+000.5249
5195PEX14CCI_3HumanCervixCC1.84e-137.37e-010.516
5195PEX14HTA11_3410_2000001011HumanColorectumAD9.74e-08-3.70e-010.0155
5195PEX14HTA11_2487_2000001011HumanColorectumSER8.66e-03-3.61e-01-0.1808
5195PEX14HTA11_866_3004761011HumanColorectumAD7.67e-03-2.56e-010.096
5195PEX14HTA11_99999970781_79442HumanColorectumMSS1.39e-06-3.45e-010.294
5195PEX14HTA11_99999974143_84620HumanColorectumMSS4.03e-05-3.01e-010.3005
5195PEX14F007HumanColorectumFAP1.43e-03-3.70e-010.1176
5195PEX14A001-C-207HumanColorectumFAP2.69e-04-3.07e-010.1278
5195PEX14A015-C-203HumanColorectumFAP4.14e-23-4.71e-01-0.1294
5195PEX14A015-C-204HumanColorectumFAP5.05e-07-3.69e-01-0.0228
5195PEX14A014-C-040HumanColorectumFAP6.05e-04-3.44e-01-0.1184
5195PEX14A002-C-201HumanColorectumFAP1.38e-15-3.94e-010.0324
5195PEX14A002-C-203HumanColorectumFAP2.24e-03-2.62e-010.2786
5195PEX14A001-C-119HumanColorectumFAP1.27e-08-4.07e-01-0.1557
5195PEX14A001-C-108HumanColorectumFAP1.05e-15-4.04e-01-0.0272
5195PEX14A002-C-205HumanColorectumFAP6.75e-21-4.83e-01-0.1236
5195PEX14A001-C-104HumanColorectumFAP1.17e-04-3.70e-010.0184
5195PEX14A015-C-005HumanColorectumFAP8.44e-09-3.86e-01-0.0336
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:00170388CervixCCprotein import48/2311206/187238.62e-061.98e-0448
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00433939CervixCCregulation of protein binding42/2311196/187232.27e-042.55e-0342
GO:00307057CervixCCcytoskeleton-dependent intracellular transport40/2311195/187237.92e-046.99e-0340
GO:00511009CervixCCnegative regulation of binding34/2311162/187231.25e-031.00e-0234
GO:00329847CervixCCprotein-containing complex disassembly41/2311224/187236.13e-033.48e-0241
GO:00320916CervixCCnegative regulation of protein binding20/231194/187239.92e-034.86e-0220
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0043393ColorectumADregulation of protein binding68/3918196/187235.17e-061.34e-0468
GO:0017038ColorectumADprotein import67/3918206/187236.34e-051.05e-0367
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa041466Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414611Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414621Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
hsa0414631Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
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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
PEX14SNVMissense_Mutationnovelc.228N>Tp.Glu76Aspp.E76DO75381protein_codingtolerated(0.07)benign(0.111)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
PEX14SNVMissense_Mutationrs758492014c.331N>Ap.Ala111Thrp.A111TO75381protein_codingdeleterious(0.03)possibly_damaging(0.789)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
PEX14SNVMissense_Mutationc.898N>Ap.Glu300Lysp.E300KO75381protein_codingtolerated_low_confidence(0.73)benign(0)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PEX14SNVMissense_Mutationrs778315559c.233C>Tp.Ser78Leup.S78LO75381protein_codingtolerated(0.41)benign(0)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PEX14SNVMissense_Mutationc.901G>Cp.Gly301Argp.G301RO75381protein_codingdeleterious_low_confidence(0.03)benign(0)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PEX14SNVMissense_Mutationrs149265608c.761C>Tp.Ala254Valp.A254VO75381protein_codingtolerated(0.38)benign(0.003)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PEX14SNVMissense_Mutationrs758492014c.331N>Ap.Ala111Thrp.A111TO75381protein_codingdeleterious(0.03)possibly_damaging(0.789)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PEX14SNVMissense_Mutationnovelc.265G>Ap.Val89Ilep.V89IO75381protein_codingtolerated(0.21)benign(0.059)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PEX14SNVMissense_Mutationrs778315559c.233N>Tp.Ser78Leup.S78LO75381protein_codingtolerated(0.41)benign(0)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PEX14SNVMissense_Mutationnovelc.279N>Ap.His93Glnp.H93QO75381protein_codingtolerated(0.65)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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