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: ECD

Gene summary for ECD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ECD

Gene ID

11319

Gene nameecdysoneless cell cycle regulator
Gene AliasGCR2
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

O95905


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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
11319ECDLZE4THumanEsophagusESCC2.52e-031.58e-010.0811
11319ECDLZE8THumanEsophagusESCC1.77e-091.95e-010.067
11319ECDLZE20THumanEsophagusESCC1.29e-047.51e-020.0662
11319ECDLZE24THumanEsophagusESCC7.29e-214.39e-010.0596
11319ECDP1T-EHumanEsophagusESCC5.79e-031.91e-010.0875
11319ECDP2T-EHumanEsophagusESCC1.24e-264.33e-010.1177
11319ECDP4T-EHumanEsophagusESCC1.32e-153.64e-010.1323
11319ECDP5T-EHumanEsophagusESCC1.53e-173.08e-010.1327
11319ECDP8T-EHumanEsophagusESCC2.38e-201.77e-010.0889
11319ECDP9T-EHumanEsophagusESCC3.14e-131.74e-010.1131
11319ECDP10T-EHumanEsophagusESCC3.06e-111.15e-010.116
11319ECDP11T-EHumanEsophagusESCC4.70e-134.86e-010.1426
11319ECDP12T-EHumanEsophagusESCC1.44e-346.60e-010.1122
11319ECDP15T-EHumanEsophagusESCC1.67e-224.56e-010.1149
11319ECDP16T-EHumanEsophagusESCC1.63e-244.38e-010.1153
11319ECDP17T-EHumanEsophagusESCC1.99e-062.93e-010.1278
11319ECDP19T-EHumanEsophagusESCC2.28e-052.83e-010.1662
11319ECDP20T-EHumanEsophagusESCC5.05e-204.95e-010.1124
11319ECDP21T-EHumanEsophagusESCC2.43e-214.51e-010.1617
11319ECDP22T-EHumanEsophagusESCC4.65e-192.14e-010.1236
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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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:200004513EsophagusESCCregulation of G1/S transition of mitotic cell cycle82/8552142/187232.49e-031.08e-0282
GO:190280613EsophagusESCCregulation of cell cycle G1/S phase transition95/8552168/187232.91e-031.22e-0295
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:19019905Oral cavityOSCCregulation of mitotic cell cycle phase transition173/7305299/187232.49e-118.35e-10173
GO:19019875Oral cavityOSCCregulation of cell cycle phase transition209/7305390/187232.79e-096.42e-08209
GO:00000826Oral cavityOSCCG1/S transition of mitotic cell cycle120/7305214/187232.86e-074.40e-06120
GO:00448436Oral cavityOSCCcell cycle G1/S phase transition131/7305241/187238.77e-071.20e-05131
GO:20000455Oral cavityOSCCregulation of G1/S transition of mitotic cell cycle74/7305142/187231.01e-035.24e-0374
GO:19028064Oral cavityOSCCregulation of cell cycle G1/S phase transition84/7305168/187232.38e-031.05e-0284
GO:000838025Oral cavityEOLPRNA splicing115/2218434/187232.24e-173.04e-14115
GO:004477222Oral cavityEOLPmitotic cell cycle phase transition81/2218424/187238.32e-061.59e-0481
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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
ECDSNVMissense_Mutationnovelc.763N>Ap.Glu255Lysp.E255KO95905protein_codingdeleterious(0.02)possibly_damaging(0.661)TCGA-A7-A4SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
ECDSNVMissense_Mutationc.1896N>Gp.Asn632Lysp.N632KO95905protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ECDSNVMissense_Mutationc.28N>Cp.Met10Leup.M10LO95905protein_codingtolerated(0.17)benign(0.003)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
ECDSNVMissense_Mutationnovelc.1363N>Gp.Gln455Glup.Q455EO95905protein_codingtolerated(0.65)benign(0.023)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
ECDSNVMissense_Mutationnovelc.1700N>Tp.Ser567Phep.S567FO95905protein_codingdeleterious(0.03)benign(0.086)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ECDSNVMissense_Mutationc.1109C>Tp.Ser370Leup.S370LO95905protein_codingdeleterious(0)possibly_damaging(0.783)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ECDSNVMissense_Mutationc.1000N>Ap.Ala334Thrp.A334TO95905protein_codingtolerated(0.53)benign(0.011)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ECDSNVMissense_Mutationc.1681N>Ap.Glu561Lysp.E561KO95905protein_codingtolerated(0.47)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ECDSNVMissense_Mutationc.713N>Ap.Arg238Glnp.R238QO95905protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6537-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
ECDSNVMissense_Mutationc.1789A>Gp.Thr597Alap.T597AO95905protein_codingtolerated(0.08)benign(0.42)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
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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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