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: ENDOD1

Gene summary for ENDOD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENDOD1

Gene ID

23052

Gene nameendonuclease domain containing 1
Gene AliasENDOD1
Cytomap11q21
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O94919


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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
23052ENDOD1P74T-EHumanEsophagusESCC2.62e-278.00e-010.1479
23052ENDOD1P75T-EHumanEsophagusESCC2.07e-222.35e-010.1125
23052ENDOD1P76T-EHumanEsophagusESCC1.02e-325.46e-010.1207
23052ENDOD1P79T-EHumanEsophagusESCC9.33e-448.70e-010.1154
23052ENDOD1P80T-EHumanEsophagusESCC7.73e-112.39e-010.155
23052ENDOD1P82T-EHumanEsophagusESCC3.70e-066.09e-010.1072
23052ENDOD1P83T-EHumanEsophagusESCC8.59e-246.25e-010.1738
23052ENDOD1P89T-EHumanEsophagusESCC4.95e-115.80e-010.1752
23052ENDOD1P107T-EHumanEsophagusESCC2.76e-409.47e-010.171
23052ENDOD1P128T-EHumanEsophagusESCC1.49e-268.10e-010.1241
23052ENDOD1P130T-EHumanEsophagusESCC8.48e-398.33e-010.1676
23052ENDOD1C04HumanOral cavityOSCC1.04e-084.42e-010.2633
23052ENDOD1C21HumanOral cavityOSCC2.06e-411.27e+000.2678
23052ENDOD1C30HumanOral cavityOSCC3.58e-381.32e+000.3055
23052ENDOD1C51HumanOral cavityOSCC3.47e-062.70e-010.2674
23052ENDOD1C08HumanOral cavityOSCC1.10e-031.26e-010.1919
23052ENDOD1C09HumanOral cavityOSCC1.10e-063.16e-010.1431
23052ENDOD1LP15HumanOral cavityLP3.05e-023.16e-010.2174
23052ENDOD1SYSMH1HumanOral cavityOSCC2.43e-551.14e+000.1127
23052ENDOD1SYSMH2HumanOral cavityOSCC3.47e-051.82e-010.2326
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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
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:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:00903051Oral cavityLPnucleic acid phosphodiester bond hydrolysis92/4623261/187238.07e-051.04e-0392
GO:00903054SkincSCCnucleic acid phosphodiester bond hydrolysis97/4864261/187234.08e-054.34e-0497
GO:00903055ThyroidPTCnucleic acid phosphodiester bond hydrolysis105/5968261/187232.53e-031.31e-02105
GO:009030511ThyroidATCnucleic acid phosphodiester bond hydrolysis107/6293261/187237.21e-032.84e-02107
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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
ENDOD1SNVMissense_Mutationnovelc.1188N>Ap.Ser396Argp.S396RO94919protein_codingdeleterious(0)possibly_damaging(0.795)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
ENDOD1SNVMissense_Mutationnovelc.184N>Ap.Ala62Thrp.A62TO94919protein_codingtolerated(0.5)benign(0.138)TCGA-LD-A9QF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxolSD
ENDOD1insertionIn_Frame_Insnovelc.914_915insGGGGACTTCTCCAGAGTCTGGGCAGGATGAp.Leu305_Ser306insGlyThrSerProGluSerGlyGlnAspAspp.L305_S306insGTSPESGQDDO94919protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ENDOD1insertionFrame_Shift_Insnovelc.1223_1224insGGp.Ile409AlafsTer13p.I409Afs*13O94919protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENDOD1insertionNonsense_Mutationnovelc.1225_1226insGTCCCTGAGTTTGTTTGGCTGGCAGCCp.Ile409delinsSerProTerValCysLeuAlaGlySerLeup.I409delinsSP*VCLAGSLO94919protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENDOD1SNVMissense_Mutationnovelc.478N>Gp.Leu160Valp.L160VO94919protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ENDOD1SNVMissense_Mutationc.1152N>Gp.Ile384Metp.I384MO94919protein_codingtolerated(0.18)benign(0.1)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ENDOD1SNVMissense_Mutationnovelc.1055C>Tp.Ala352Valp.A352VO94919protein_codingtolerated(0.24)benign(0.107)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ENDOD1SNVMissense_Mutationnovelc.1385N>Tp.Thr462Ilep.T462IO94919protein_codingtolerated(0.15)benign(0.005)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ENDOD1SNVMissense_Mutationnovelc.841N>Cp.Lys281Glnp.K281QO94919protein_codingtolerated(0.15)probably_damaging(0.939)TCGA-AA-3984-01Colorectumcolon 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
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