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: P3H4

Gene summary for P3H4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

P3H4

Gene ID

10609

Gene nameprolyl 3-hydroxylase family member 4 (inactive)
Gene AliasLEPREL4
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q92791


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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
10609P3H4LZE7THumanEsophagusESCC6.33e-031.50e-010.0667
10609P3H4LZE22D1HumanEsophagusHGIN3.26e-021.35e-010.0595
10609P3H4LZE22THumanEsophagusESCC1.48e-053.88e-010.068
10609P3H4LZE24THumanEsophagusESCC1.09e-061.50e-010.0596
10609P3H4P1T-EHumanEsophagusESCC4.62e-031.57e-010.0875
10609P3H4P2T-EHumanEsophagusESCC3.26e-407.44e-010.1177
10609P3H4P4T-EHumanEsophagusESCC3.57e-469.03e-010.1323
10609P3H4P5T-EHumanEsophagusESCC5.54e-163.89e-010.1327
10609P3H4P8T-EHumanEsophagusESCC1.20e-183.85e-010.0889
10609P3H4P9T-EHumanEsophagusESCC1.23e-143.57e-010.1131
10609P3H4P10T-EHumanEsophagusESCC3.65e-152.48e-010.116
10609P3H4P11T-EHumanEsophagusESCC2.96e-186.25e-010.1426
10609P3H4P12T-EHumanEsophagusESCC1.10e-296.55e-010.1122
10609P3H4P15T-EHumanEsophagusESCC4.46e-143.29e-010.1149
10609P3H4P16T-EHumanEsophagusESCC1.06e-448.91e-010.1153
10609P3H4P19T-EHumanEsophagusESCC1.65e-106.46e-010.1662
10609P3H4P20T-EHumanEsophagusESCC2.72e-142.69e-010.1124
10609P3H4P21T-EHumanEsophagusESCC1.90e-223.92e-010.1617
10609P3H4P22T-EHumanEsophagusESCC2.51e-255.22e-010.1236
10609P3H4P23T-EHumanEsophagusESCC7.50e-132.83e-010.108
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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
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:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:00070593EsophagusHGINchromosome segregation71/2587346/187233.47e-045.62e-0371
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00181263EsophagusESCCprotein hydroxylation23/855227/187232.60e-052.19e-0423
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00301993EsophagusESCCcollagen fibril organization40/855261/187231.35e-036.44e-0340
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:0098813LiverHCCnuclear chromosome segregation157/7958281/187233.82e-064.95e-05157
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:0018126LiverHCCprotein hydroxylation18/795827/187239.75e-033.66e-0218
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
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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
P3H4SNVMissense_Mutationc.1156N>Cp.Glu386Glnp.E386QQ92791protein_codingtolerated(0.56)benign(0.027)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
P3H4insertionFrame_Shift_Insnovelc.1188_1189insCACGCCTGTAATCCCAGCACTGAGAGGCp.Ala397HisfsTer13p.A397Hfs*13Q92791protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
P3H4insertionNonsense_Mutationnovelc.968_969insAAAATAAATAAATAAATAATAAAAAATAAACTCp.Asp323delinsGluLysTerIleAsnLysTerTerLysIleAsnSerp.D323delinsEK*INK**KINSQ92791protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
P3H4SNVMissense_Mutationrs782752371c.1025N>Ap.Arg342Hisp.R342HQ92791protein_codingdeleterious(0.01)benign(0.028)TCGA-ZX-AA5X-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
P3H4SNVMissense_Mutationc.615G>Tp.Glu205Aspp.E205DQ92791protein_codingdeleterious(0.03)benign(0.34)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
P3H4SNVMissense_Mutationrs781875731c.1169N>Tp.Pro390Leup.P390LQ92791protein_codingtolerated(0.29)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
P3H4SNVMissense_Mutationrs782149319c.1018N>Tp.Arg340Trpp.R340WQ92791protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
P3H4SNVMissense_Mutationrs551655243c.929N>Ap.Arg310Hisp.R310HQ92791protein_codingdeleterious(0.05)benign(0.003)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
P3H4SNVMissense_Mutationnovelc.518N>Ap.Pro173Glnp.P173QQ92791protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
P3H4SNVMissense_Mutationc.1016N>Gp.His339Argp.H339RQ92791protein_codingdeleterious(0)possibly_damaging(0.731)TCGA-D1-A0ZO-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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