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: ELMO1

Gene summary for ELMO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ELMO1

Gene ID

9844

Gene nameengulfment and cell motility 1
Gene AliasCED-12
Cytomap7p14.2-p14.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q92556


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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
9844ELMO1LZE7THumanEsophagusESCC6.33e-032.44e-010.0667
9844ELMO1P4T-EHumanEsophagusESCC6.27e-061.27e-010.1323
9844ELMO1P11T-EHumanEsophagusESCC1.72e-042.00e-010.1426
9844ELMO1P12T-EHumanEsophagusESCC5.17e-601.70e+000.1122
9844ELMO1P15T-EHumanEsophagusESCC1.35e-041.06e-010.1149
9844ELMO1P16T-EHumanEsophagusESCC2.25e-173.14e-010.1153
9844ELMO1P17T-EHumanEsophagusESCC1.49e-021.68e-010.1278
9844ELMO1P19T-EHumanEsophagusESCC4.64e-063.83e-010.1662
9844ELMO1P20T-EHumanEsophagusESCC5.73e-031.18e-010.1124
9844ELMO1P22T-EHumanEsophagusESCC7.99e-069.27e-020.1236
9844ELMO1P24T-EHumanEsophagusESCC8.80e-039.69e-020.1287
9844ELMO1P26T-EHumanEsophagusESCC7.46e-051.08e-010.1276
9844ELMO1P27T-EHumanEsophagusESCC6.91e-047.49e-020.1055
9844ELMO1P28T-EHumanEsophagusESCC3.29e-089.77e-020.1149
9844ELMO1P30T-EHumanEsophagusESCC9.20e-051.80e-010.137
9844ELMO1P31T-EHumanEsophagusESCC4.00e-045.87e-020.1251
9844ELMO1P32T-EHumanEsophagusESCC1.64e-051.20e-010.1666
9844ELMO1P36T-EHumanEsophagusESCC2.98e-062.24e-010.1187
9844ELMO1P37T-EHumanEsophagusESCC2.31e-051.37e-010.1371
9844ELMO1P40T-EHumanEsophagusESCC1.70e-031.19e-010.109
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0016601ColorectumADRac protein signal transduction20/391842/187231.02e-041.53e-0320
GO:00070154ColorectumFAPactin filament organization125/2622442/187231.97e-153.03e-12125
GO:00072652ColorectumFAPRas protein signal transduction80/2622337/187239.61e-074.33e-0580
GO:00166012ColorectumFAPRac protein signal transduction14/262242/187231.20e-031.14e-0214
GO:000701516EndometriumAEHactin filament organization98/2100442/187231.99e-112.98e-0998
GO:00072657EndometriumAEHRas protein signal transduction63/2100337/187233.09e-055.66e-0463
GO:00166016EndometriumAEHRac protein signal transduction11/210042/187235.45e-033.37e-0211
GO:000701517EndometriumEECactin filament organization95/2168442/187231.31e-091.09e-0795
GO:000726513EndometriumEECRas protein signal transduction64/2168337/187234.31e-057.10e-0464
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00166019EsophagusESCCRac protein signal transduction33/855242/187231.35e-051.23e-0433
GO:00072654LiverNAFLDRas protein signal transduction66/1882337/187238.43e-087.09e-0666
GO:00070157LiverNAFLDactin filament organization78/1882442/187235.44e-073.21e-0578
GO:00166014LiverNAFLDRac protein signal transduction11/188242/187232.32e-032.19e-0211
GO:000701512LiverCirrhoticactin filament organization171/4634442/187233.93e-112.30e-09171
GO:000726511LiverCirrhoticRas protein signal transduction119/4634337/187238.16e-061.22e-04119
GO:001660111LiverCirrhoticRac protein signal transduction19/463442/187233.00e-031.71e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa05100ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051001ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051351ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa051318ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa051008ColorectumFAPBacterial invasion of epithelial cells33/140477/84654.33e-081.11e-066.77e-0733
hsa051356ColorectumFAPYersinia infection43/1404137/84651.21e-051.62e-049.86e-0543
hsa051328ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa051319ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa051009ColorectumFAPBacterial invasion of epithelial cells33/140477/84654.33e-081.11e-066.77e-0733
hsa051357ColorectumFAPYersinia infection43/1404137/84651.21e-051.62e-049.86e-0543
hsa051329ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa0513126EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0510026EndometriumAEHBacterial invasion of epithelial cells32/119777/84653.28e-095.91e-084.33e-0832
hsa05131111EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
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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
ELMO1SNVMissense_Mutationnovelc.1579N>Cp.Asp527Hisp.D527HQ92556protein_codingdeleterious(0.01)possibly_damaging(0.885)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ELMO1SNVMissense_Mutationc.1219N>Cp.Asp407Hisp.D407HQ92556protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ELMO1SNVMissense_Mutationnovelc.1752A>Cp.Lys584Asnp.K584NQ92556protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ELMO1SNVMissense_Mutationrs537643098c.714A>Cp.Glu238Aspp.E238DQ92556protein_codingtolerated(0.38)benign(0.021)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ELMO1SNVMissense_Mutationrs778770532c.872N>Tp.Ala291Valp.A291VQ92556protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ELMO1SNVMissense_Mutationrs753142024c.788C>Tp.Ala263Valp.A263VQ92556protein_codingtolerated(0.22)possibly_damaging(0.57)TCGA-BH-A0W4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ELMO1SNVMissense_Mutationc.156N>Cp.Gln52Hisp.Q52HQ92556protein_codingdeleterious(0.03)possibly_damaging(0.873)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ELMO1SNVMissense_Mutationrs868556780c.1552N>Tp.Arg518Cysp.R518CQ92556protein_codingdeleterious(0.01)probably_damaging(0.972)TCGA-GM-A2DC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyxelodaCR
ELMO1deletionFrame_Shift_Delc.1888delNp.Ala630ProfsTer23p.A630Pfs*23Q92556protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ELMO1deletionFrame_Shift_Delnovelc.654delNp.Val219TrpfsTer28p.V219Wfs*28Q92556protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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