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: DEDD2

Gene summary for DEDD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DEDD2

Gene ID

162989

Gene namedeath effector domain containing 2
Gene AliasFLAME-3
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8WXF8


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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
162989DEDD2LZE4THumanEsophagusESCC3.39e-134.06e-010.0811
162989DEDD2LZE7THumanEsophagusESCC2.37e-082.74e-010.0667
162989DEDD2LZE8THumanEsophagusESCC4.02e-042.04e-020.067
162989DEDD2LZE20THumanEsophagusESCC1.06e-053.83e-010.0662
162989DEDD2LZE22D1HumanEsophagusHGIN1.91e-033.57e-020.0595
162989DEDD2LZE22THumanEsophagusESCC1.29e-037.98e-010.068
162989DEDD2LZE24THumanEsophagusESCC3.18e-144.37e-010.0596
162989DEDD2LZE6THumanEsophagusESCC3.82e-021.38e-010.0845
162989DEDD2P1T-EHumanEsophagusESCC1.40e-045.99e-010.0875
162989DEDD2P2T-EHumanEsophagusESCC1.28e-366.04e-010.1177
162989DEDD2P4T-EHumanEsophagusESCC1.10e-288.28e-010.1323
162989DEDD2P5T-EHumanEsophagusESCC1.35e-327.54e-010.1327
162989DEDD2P8T-EHumanEsophagusESCC3.06e-196.50e-010.0889
162989DEDD2P9T-EHumanEsophagusESCC4.97e-151.42e-010.1131
162989DEDD2P10T-EHumanEsophagusESCC6.53e-174.08e-010.116
162989DEDD2P11T-EHumanEsophagusESCC1.40e-251.64e+000.1426
162989DEDD2P12T-EHumanEsophagusESCC5.76e-401.15e+000.1122
162989DEDD2P15T-EHumanEsophagusESCC1.86e-247.85e-010.1149
162989DEDD2P16T-EHumanEsophagusESCC6.33e-175.72e-010.1153
162989DEDD2P19T-EHumanEsophagusESCC5.68e-062.03e-010.1662
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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
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:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
GO:001607219EsophagusHGINrRNA metabolic process72/2587236/187232.26e-112.56e-0972
GO:000640120EsophagusHGINRNA catabolic process77/2587278/187237.63e-106.36e-0877
GO:003465519EsophagusHGINnucleobase-containing compound catabolic process98/2587407/187231.44e-088.94e-0798
GO:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
GO:200123519EsophagusHGINpositive regulation of apoptotic signaling pathway41/2587126/187236.06e-083.22e-0641
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:004427018EsophagusHGINcellular nitrogen compound catabolic process103/2587451/187231.10e-075.56e-06103
GO:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:009719126EsophagusHGINextrinsic apoptotic signaling pathway56/2587219/187232.48e-068.80e-0556
GO:000862518EsophagusHGINextrinsic apoptotic signaling pathway via death domain receptors23/258782/187235.47e-047.73e-0323
GO:200123626EsophagusHGINregulation of extrinsic apoptotic signaling pathway36/2587151/187236.20e-048.58e-0336
GO:200123810EsophagusHGINpositive regulation of extrinsic apoptotic signaling pathway15/258748/187231.49e-031.73e-0215
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
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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
DEDD2insertionNonsense_Mutationnovelc.394_395insAAGCAATTCTCCTGCCTCAGCCTCCCAAGTAGCTGGAACTACAGp.Arg132GlnfsTer11p.R132Qfs*11Q8WXF8protein_codingTCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
DEDD2SNVMissense_Mutationnovelc.795C>Gp.Asp265Glup.D265EQ8WXF8protein_codingdeleterious(0)benign(0.151)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DEDD2SNVMissense_Mutationrs376459217c.881N>Ap.Arg294Hisp.R294HQ8WXF8protein_codingdeleterious(0)possibly_damaging(0.454)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DEDD2SNVMissense_Mutationc.743N>Ap.Val248Aspp.V248DQ8WXF8protein_codingdeleterious(0)possibly_damaging(0.796)TCGA-CM-6676-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DEDD2SNVMissense_Mutationrs535277377c.398N>Ap.Arg133Hisp.R133HQ8WXF8protein_codingtolerated(0.61)possibly_damaging(0.865)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DEDD2SNVMissense_Mutationrs781250383c.556N>Ap.Ala186Thrp.A186TQ8WXF8protein_codingtolerated(0.57)benign(0.003)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DEDD2SNVMissense_Mutationc.569N>Gp.Ser190Cysp.S190CQ8WXF8protein_codingtolerated(0.19)benign(0.21)TCGA-A5-A0G5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DEDD2SNVMissense_Mutationnovelc.709N>Ap.Ala237Thrp.A237TQ8WXF8protein_codingtolerated(1)benign(0.007)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DEDD2SNVMissense_Mutationrs750217130c.395G>Ap.Arg132Hisp.R132HQ8WXF8protein_codingtolerated(0.15)benign(0.007)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DEDD2SNVMissense_Mutationrs781250383c.556N>Ap.Ala186Thrp.A186TQ8WXF8protein_codingtolerated(0.57)benign(0.003)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<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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