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: EIF3H

Gene summary for EIF3H

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF3H

Gene ID

8667

Gene nameeukaryotic translation initiation factor 3 subunit H
Gene AliasEIF3S3
Cytomap8q23.3-q24.11
Gene Typeprotein-coding
GO ID

GO:0001732

UniProtAcc

O15372


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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
8667EIF3HGSM4909281HumanBreastIDC8.81e-264.78e-010.21
8667EIF3HGSM4909282HumanBreastIDC1.96e-031.85e-01-0.0288
8667EIF3HGSM4909285HumanBreastIDC1.18e-365.55e-010.21
8667EIF3HGSM4909286HumanBreastIDC1.35e-295.27e-010.1081
8667EIF3HGSM4909288HumanBreastIDC2.51e-03-1.30e-010.0988
8667EIF3HGSM4909290HumanBreastIDC4.64e-657.72e-010.2096
8667EIF3HGSM4909291HumanBreastIDC5.82e-163.93e-010.1753
8667EIF3HGSM4909294HumanBreastIDC1.33e-131.72e-020.2022
8667EIF3HGSM4909296HumanBreastIDC1.80e-343.66e-010.1524
8667EIF3HGSM4909297HumanBreastIDC2.48e-32-2.23e-010.1517
8667EIF3HGSM4909301HumanBreastIDC2.25e-22-5.47e-010.1577
8667EIF3HGSM4909305HumanBreastIDC2.13e-093.80e-010.0436
8667EIF3HGSM4909306HumanBreastIDC6.40e-093.12e-010.1564
8667EIF3HGSM4909307HumanBreastIDC5.68e-335.15e-010.1569
8667EIF3HGSM4909308HumanBreastIDC1.07e-1048.68e-010.158
8667EIF3HGSM4909309HumanBreastIDC3.16e-07-9.62e-020.0483
8667EIF3HGSM4909311HumanBreastIDC2.50e-597.91e-020.1534
8667EIF3HGSM4909312HumanBreastIDC1.70e-1079.46e-010.1552
8667EIF3HGSM4909313HumanBreastIDC2.72e-04-1.84e-020.0391
8667EIF3HGSM4909315HumanBreastIDC8.24e-324.37e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
GO:200005827EsophagusHGINregulation of ubiquitin-dependent protein catabolic process53/2587164/187239.89e-108.13e-0853
GO:003243427EsophagusHGINregulation of proteasomal ubiquitin-dependent protein catabolic process45/2587134/187234.64e-093.12e-0745
GO:000218320EsophagusHGINcytoplasmic translational initiation19/258734/187231.01e-086.44e-0719
GO:004217720EsophagusHGINnegative regulation of protein catabolic process37/2587121/187231.47e-065.56e-0537
GO:000173220EsophagusHGINformation of cytoplasmic translation initiation complex10/258716/187238.99e-062.64e-0410
GO:190336319EsophagusHGINnegative regulation of cellular protein catabolic process22/258775/187233.62e-045.68e-0322
GO:200005920EsophagusHGINnegative regulation of ubiquitin-dependent protein catabolic process16/258748/187234.73e-046.93e-0316
GO:190305119EsophagusHGINnegative regulation of proteolysis involved in cellular protein catabolic process18/258764/187232.03e-032.13e-0218
GO:004586126EsophagusHGINnegative regulation of proteolysis68/2587351/187232.21e-032.28e-0268
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa051628Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa0516212Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa0516221Oral cavityLPMeasles59/2418139/84652.90e-041.60e-031.03e-0359
hsa0516231Oral cavityLPMeasles59/2418139/84652.90e-041.60e-031.03e-0359
hsa0516241Oral cavityEOLPMeasles42/1218139/84651.11e-069.96e-065.87e-0642
hsa051625Oral cavityEOLPMeasles42/1218139/84651.11e-069.96e-065.87e-0642
hsa051626Oral cavityNEOLPMeasles35/1112139/84658.30e-056.14e-043.86e-0435
hsa051627Oral cavityNEOLPMeasles35/1112139/84658.30e-056.14e-043.86e-0435
hsa051624ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa0516211ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa051622ProstateTumorMeasles44/1791139/84652.33e-038.85e-035.49e-0344
hsa051623ProstateTumorMeasles44/1791139/84652.33e-038.85e-035.49e-0344
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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
EIF3HSNVMissense_Mutationrs765673805c.947N>Tp.Ser316Leup.S316LO15372protein_codingdeleterious(0.02)benign(0.062)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF3HSNVMissense_Mutationc.685N>Ap.Glu229Lysp.E229KO15372protein_codingtolerated(0.27)benign(0.095)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
EIF3HSNVMissense_Mutationnovelc.150N>Gp.Ile50Metp.I50MO15372protein_codingdeleterious(0)probably_damaging(0.981)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
EIF3HSNVMissense_Mutationc.101N>Tp.Ser34Leup.S34LO15372protein_codingtolerated(0.05)benign(0.034)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF3HSNVMissense_Mutationrs776462055c.550C>Ap.Pro184Thrp.P184TO15372protein_codingtolerated(0.22)benign(0.039)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EIF3HSNVMissense_Mutationnovelc.766N>Ap.Asp256Asnp.D256NO15372protein_codingdeleterious(0)benign(0.042)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EIF3HSNVMissense_Mutationnovelc.7N>Cp.Ser3Prop.S3PO15372protein_codingdeleterious_low_confidence(0.01)benign(0.027)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
EIF3HSNVMissense_Mutationc.85N>Tp.Gly29Cysp.G29CO15372protein_codingdeleterious(0.02)probably_damaging(0.979)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EIF3HSNVMissense_Mutationc.314N>Ap.Arg105Glnp.R105QO15372protein_codingdeleterious(0.03)benign(0.266)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF3HSNVMissense_Mutationrs367787019c.340N>Tp.His114Tyrp.H114YO15372protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-A023-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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