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: EMB

Gene summary for EMB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMB

Gene ID

133418

Gene nameembigin
Gene AliasGP70
Cytomap5q11.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q6PCB8


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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
133418EMBLZE7THumanEsophagusESCC9.52e-062.45e-010.0667
133418EMBLZE24THumanEsophagusESCC1.43e-021.07e-010.0596
133418EMBLZE6THumanEsophagusESCC1.02e-043.89e-010.0845
133418EMBP4T-EHumanEsophagusESCC1.57e-051.88e-010.1323
133418EMBP5T-EHumanEsophagusESCC1.87e-184.03e-010.1327
133418EMBP8T-EHumanEsophagusESCC2.72e-068.21e-020.0889
133418EMBP10T-EHumanEsophagusESCC6.60e-067.61e-020.116
133418EMBP11T-EHumanEsophagusESCC6.08e-063.67e-010.1426
133418EMBP21T-EHumanEsophagusESCC5.44e-031.81e-010.1617
133418EMBP36T-EHumanEsophagusESCC1.32e-114.51e-010.1187
133418EMBP37T-EHumanEsophagusESCC2.27e-092.99e-010.1371
133418EMBP52T-EHumanEsophagusESCC3.47e-041.53e-010.1555
133418EMBP62T-EHumanEsophagusESCC1.25e-092.66e-010.1302
133418EMBP74T-EHumanEsophagusESCC3.02e-021.28e-010.1479
133418EMBP75T-EHumanEsophagusESCC6.05e-062.05e-010.1125
133418EMBP76T-EHumanEsophagusESCC1.81e-031.49e-010.1207
133418EMBP82T-EHumanEsophagusESCC3.27e-042.78e-010.1072
133418EMBP89T-EHumanEsophagusESCC2.64e-095.23e-010.1752
133418EMBP94T-EHumanEsophagusESCC4.51e-024.73e-010.0879
133418EMBP107T-EHumanEsophagusESCC7.38e-174.81e-010.171
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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
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:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:006156410Oral cavityOSCCaxon development207/7305467/187231.01e-023.51e-02207
GO:006156413ProstateTumoraxon development113/3246467/187238.86e-058.74e-04113
GO:000740913ProstateTumoraxonogenesis100/3246418/187233.38e-042.70e-03100
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:00074113ThyroidATCaxon guidance96/6293227/187233.74e-031.63e-0296
GO:00974853ThyroidATCneuron projection guidance96/6293228/187234.36e-031.81e-0296
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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
EMBSNVMissense_Mutationnovelc.861N>Tp.Lys287Asnp.K287NQ6PCB8protein_codingdeleterious(0)probably_damaging(0.917)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EMBSNVMissense_Mutationc.971N>Gp.Ser324Cysp.S324CQ6PCB8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
EMBSNVMissense_Mutationc.371A>Gp.Tyr124Cysp.Y124CQ6PCB8protein_codingtolerated(0.12)benign(0.015)TCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
EMBinsertionNonsense_Mutationnovelc.691_692insTATATGTAACAATTTTTATGTAAAGGTCAp.Asp231ValfsTer8p.D231Vfs*8Q6PCB8protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
EMBSNVMissense_Mutationnovelc.468C>Gp.Phe156Leup.F156LQ6PCB8protein_codingtolerated(1)benign(0.003)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
EMBSNVMissense_Mutationc.641N>Tp.Gly214Valp.G214VQ6PCB8protein_codingtolerated(0.11)benign(0.358)TCGA-AA-3666-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
EMBSNVMissense_Mutationc.596N>Cp.Val199Alap.V199AQ6PCB8protein_codingtolerated(0.7)benign(0.026)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EMBSNVMissense_Mutationc.355A>Tp.Thr119Serp.T119SQ6PCB8protein_codingtolerated(0.16)benign(0.238)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
EMBSNVMissense_Mutationrs769210568c.608N>Cp.Val203Alap.V203AQ6PCB8protein_codingdeleterious(0)benign(0.339)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EMBSNVMissense_Mutationc.897N>Tp.Glu299Aspp.E299DQ6PCB8protein_codingtolerated(0.39)benign(0.045)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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