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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ENG

Gene summary for ENG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENG

Gene ID

2022

Gene nameendoglin
Gene AliasEND
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P17813


Top

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
2022ENGP2T-EHumanEsophagusESCC3.59e-142.65e-010.1177
2022ENGP4T-EHumanEsophagusESCC3.79e-032.74e-010.1323
2022ENGP8T-EHumanEsophagusESCC1.95e-042.27e-010.0889
2022ENGP9T-EHumanEsophagusESCC1.61e-035.56e-010.1131
2022ENGP11T-EHumanEsophagusESCC4.66e-095.38e-010.1426
2022ENGP16T-EHumanEsophagusESCC1.34e-041.20e-010.1153
2022ENGP19T-EHumanEsophagusESCC1.02e-071.32e+000.1662
2022ENGP23T-EHumanEsophagusESCC1.07e-026.68e-010.108
2022ENGP24T-EHumanEsophagusESCC1.54e-116.48e-010.1287
2022ENGP32T-EHumanEsophagusESCC1.11e-056.31e-010.1666
2022ENGP36T-EHumanEsophagusESCC4.07e-026.81e-010.1187
2022ENGP42T-EHumanEsophagusESCC2.99e-045.52e-010.1175
2022ENGP44T-EHumanEsophagusESCC7.94e-064.45e-010.1096
2022ENGP75T-EHumanEsophagusESCC4.72e-112.31e-010.1125
2022ENGP76T-EHumanEsophagusESCC5.05e-101.57e-010.1207
2022ENGP79T-EHumanEsophagusESCC8.55e-042.62e-010.1154
2022ENGP80T-EHumanEsophagusESCC1.93e-074.01e-010.155
2022ENGP130T-EHumanEsophagusESCC1.46e-031.23e-010.1676
2022ENGC07HumanOral cavityOSCC1.05e-027.07e-010.2491
2022ENGEOLP-1HumanOral cavityEOLP3.43e-031.13e-01-0.0202
Page: 1 2 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00018377Oral cavityOSCCepithelial to mesenchymal transition82/7305157/187235.09e-042.98e-0382
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
GO:003196018Oral cavityOSCCresponse to corticosteroid86/7305167/187236.79e-043.79e-0386
GO:00107173Oral cavityOSCCregulation of epithelial to mesenchymal transition54/730599/187231.21e-036.10e-0354
GO:0031952Oral cavityOSCCregulation of protein autophosphorylation27/730543/187231.35e-036.62e-0327
GO:00434916Oral cavityOSCCprotein kinase B signaling103/7305211/187232.29e-031.02e-02103
GO:00071789Oral cavityOSCCtransmembrane receptor protein serine/threonine kinase signaling pathway165/7305355/187232.31e-031.02e-02165
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00603484Oral cavityOSCCbone development99/7305205/187234.13e-031.68e-0299
GO:00426927Oral cavityOSCCmuscle cell differentiation175/7305384/187234.79e-031.92e-02175
GO:0032963Oral cavityOSCCcollagen metabolic process54/7305104/187235.00e-031.96e-0254
GO:00518976Oral cavityOSCCpositive regulation of protein kinase B signaling61/7305120/187235.52e-032.14e-0261
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
GO:00605629Oral cavityOSCCepithelial tube morphogenesis149/7305325/187236.73e-032.50e-02149
GO:0097084Oral cavityOSCCvascular associated smooth muscle cell development8/730510/187231.03e-023.53e-028
GO:00518967Oral cavityOSCCregulation of protein kinase B signaling88/7305185/187231.07e-023.64e-0288
GO:00487627Oral cavityOSCCmesenchymal cell differentiation109/7305236/187231.43e-024.69e-02109
GO:004593625Oral cavityEOLPnegative regulation of phosphate metabolic process105/2218441/187231.05e-122.46e-10105
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ENGSNVMissense_Mutationc.1123N>Ap.Glu375Lysp.E375KP17813protein_codingtolerated(0.25)benign(0.001)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ENGSNVMissense_Mutationc.95N>Cp.Leu32Prop.L32PP17813protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENGSNVMissense_Mutationrs199675436c.121N>Ap.Glu41Lysp.E41KP17813protein_codingtolerated(0.73)benign(0.006)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENGdeletionFrame_Shift_Delnovelc.1166delNp.Phe389SerfsTer32p.F389Sfs*32P17813protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ENGSNVMissense_Mutationc.1678N>Gp.Gln560Glup.Q560EP17813protein_codingtolerated(0.62)benign(0.149)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ENGSNVMissense_Mutationrs143054595c.1133N>Tp.Ala378Valp.A378VP17813protein_codingtolerated(0.22)benign(0.245)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ENGSNVMissense_Mutationc.189N>Cp.Glu63Aspp.E63DP17813protein_codingdeleterious(0.02)benign(0.011)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ENGSNVMissense_Mutationc.852G>Tp.Glu284Aspp.E284DP17813protein_codingtolerated(0.37)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ENGSNVMissense_Mutationrs761827492c.727G>Ap.Ala243Thrp.A243TP17813protein_codingtolerated(0.73)benign(0.001)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ENGSNVMissense_Mutationc.176N>Tp.Asn59Ilep.N59IP17813protein_codingdeleterious(0.01)possibly_damaging(0.641)TCGA-CM-4744-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
2022ENGCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, TRANSCRIPTION FACTORantibody315661183CAROTUXIMAB
2022ENGCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, TRANSCRIPTION FACTORinhibitorCHEMBL2109321CAROTUXIMAB
2022ENGCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, TRANSCRIPTION FACTORTRC105
2022ENGCLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, TRANSCRIPTION FACTORTRC105
Page: 1