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: GRPEL1

Gene summary for GRPEL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRPEL1

Gene ID

80273

Gene nameGrpE like 1, mitochondrial
Gene AliasGrpE
Cytomap4p16.1
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q9HAV7


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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
80273GRPEL1C06HumanOral cavityOSCC1.17e-111.86e+000.2699
80273GRPEL1C07HumanOral cavityOSCC2.35e-029.71e-010.2491
80273GRPEL1C08HumanOral cavityOSCC2.07e-215.85e-010.1919
80273GRPEL1C09HumanOral cavityOSCC1.53e-074.11e-010.1431
80273GRPEL1LN22HumanOral cavityOSCC2.11e-079.82e-010.1733
80273GRPEL1LN38HumanOral cavityOSCC3.56e-024.56e-010.168
80273GRPEL1LN46HumanOral cavityOSCC1.10e-127.51e-010.1666
80273GRPEL1LP15HumanOral cavityLP5.73e-081.25e+000.2174
80273GRPEL1SYSMH1HumanOral cavityOSCC7.43e-123.76e-010.1127
80273GRPEL1SYSMH2HumanOral cavityOSCC6.45e-261.22e+000.2326
80273GRPEL1SYSMH3HumanOral cavityOSCC1.65e-371.26e+000.2442
80273GRPEL1SYSMH4HumanOral cavityOSCC4.86e-032.29e-010.1226
80273GRPEL1SYSMH5HumanOral cavityOSCC6.88e-206.64e-010.0647
80273GRPEL1SYSMH6HumanOral cavityOSCC1.20e-064.30e-010.1275
80273GRPEL1GSM5252130_BPH340PrGF_ViaHumanProstateBPH6.89e-135.92e-01-0.1972
80273GRPEL1GSM5252133_BPH389PrSFHumanProstateBPH1.09e-026.84e-01-0.2027
80273GRPEL1047563_1562-all-cellsHumanProstateBPH2.11e-16-2.91e-010.0791
80273GRPEL1052097_1595-all-cellsHumanProstateBPH2.57e-03-2.17e-010.0972
80273GRPEL1052099_1652-all-cellsHumanProstateBPH3.64e-03-2.68e-010.1038
80273GRPEL1Dong_P1HumanProstateTumor3.16e-17-3.25e-010.035
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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
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
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:00718069EsophagusESCCprotein transmembrane transport47/855259/187239.02e-081.51e-0647
GO:1990542110EsophagusESCCmitochondrial transmembrane transport72/8552102/187232.94e-074.23e-0672
GO:00650026EsophagusESCCintracellular protein transmembrane transport40/855251/187231.76e-062.08e-0540
GO:00447433EsophagusESCCprotein transmembrane import into intracellular organelle29/855236/187231.91e-051.67e-0429
GO:00301503EsophagusESCCprotein import into mitochondrial matrix16/855220/187231.85e-038.40e-0316
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:007259412LiverCirrhoticestablishment of protein localization to organelle189/4634422/187231.01e-192.45e-17189
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
GO:00068397LiverCirrhoticmitochondrial transport112/4634254/187231.03e-116.66e-10112
GO:00705857LiverCirrhoticprotein localization to mitochondrion65/4634125/187234.91e-112.77e-0965
GO:00726557LiverCirrhoticestablishment of protein localization to mitochondrion63/4634120/187235.70e-113.19e-0963
GO:00066267LiverCirrhoticprotein targeting to mitochondrion53/4634100/187231.19e-095.27e-0853
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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
GRPEL1SNVMissense_Mutationrs370293338c.511N>Ap.Asp171Asnp.D171NQ9HAV7protein_codingtolerated(0.16)benign(0.123)TCGA-C8-A8HR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
GRPEL1insertionIn_Frame_Insnovelc.374_375insCCTCTCATGGAGATCCTTGCCGCTGAGGCAAGCATGp.Val125_Pro126insLeuSerTrpArgSerLeuProLeuArgGlnAlaCysp.V125_P126insLSWRSLPLRQACQ9HAV7protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
GRPEL1insertionNonsense_Mutationnovelc.226_227insTGCATATTTACAGTAGGAATTAAAGATTTGTTTAGCTACCp.Glu76ValfsTer8p.E76Vfs*8Q9HAV7protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
GRPEL1SNVMissense_Mutationrs766058514c.610C>Tp.Arg204Cysp.R204CQ9HAV7protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GRPEL1SNVMissense_Mutationc.92C>Tp.Thr31Metp.T31MQ9HAV7protein_codingdeleterious(0.02)possibly_damaging(0.569)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
GRPEL1SNVMissense_Mutationc.580N>Tp.Val194Phep.V194FQ9HAV7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GRPEL1SNVMissense_Mutationnovelc.608G>Ap.Gly203Glup.G203EQ9HAV7protein_codingtolerated(0.26)benign(0.163)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GRPEL1SNVMissense_Mutationnovelc.328G>Ap.Asp110Asnp.D110NQ9HAV7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GRPEL1SNVMissense_Mutationnovelc.608G>Tp.Gly203Valp.G203VQ9HAV7protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GRPEL1SNVMissense_Mutationc.132N>Tp.Met44Ilep.M44IQ9HAV7protein_codingtolerated(0.19)benign(0)TCGA-AP-A0LD-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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