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: GDAP2

Gene summary for GDAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GDAP2

Gene ID

54834

Gene nameganglioside induced differentiation associated protein 2
Gene AliasMACROD3
Cytomap1p12
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9NXN4


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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
54834GDAP2P23T-EHumanEsophagusESCC4.43e-245.19e-010.108
54834GDAP2P24T-EHumanEsophagusESCC4.37e-081.22e-010.1287
54834GDAP2P26T-EHumanEsophagusESCC2.42e-111.87e-010.1276
54834GDAP2P27T-EHumanEsophagusESCC6.58e-069.75e-020.1055
54834GDAP2P28T-EHumanEsophagusESCC2.67e-132.46e-010.1149
54834GDAP2P30T-EHumanEsophagusESCC2.64e-093.31e-010.137
54834GDAP2P31T-EHumanEsophagusESCC7.67e-101.92e-010.1251
54834GDAP2P32T-EHumanEsophagusESCC1.01e-162.79e-010.1666
54834GDAP2P36T-EHumanEsophagusESCC6.81e-082.40e-010.1187
54834GDAP2P37T-EHumanEsophagusESCC1.75e-111.25e-010.1371
54834GDAP2P39T-EHumanEsophagusESCC6.77e-192.67e-010.0894
54834GDAP2P40T-EHumanEsophagusESCC4.33e-028.56e-020.109
54834GDAP2P42T-EHumanEsophagusESCC3.75e-051.36e-010.1175
54834GDAP2P44T-EHumanEsophagusESCC1.16e-039.61e-020.1096
54834GDAP2P47T-EHumanEsophagusESCC1.32e-211.20e-010.1067
54834GDAP2P48T-EHumanEsophagusESCC6.30e-171.46e-010.0959
54834GDAP2P49T-EHumanEsophagusESCC7.85e-084.66e-010.1768
54834GDAP2P52T-EHumanEsophagusESCC8.79e-152.52e-010.1555
54834GDAP2P54T-EHumanEsophagusESCC4.07e-041.33e-010.0975
54834GDAP2P56T-EHumanEsophagusESCC8.10e-088.35e-010.1613
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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
∗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:00325261EsophagusESCCresponse to retinoic acid63/8552107/187234.05e-031.62e-0263
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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
GDAP2SNVMissense_Mutationrs766549019c.559C>Tp.Arg187Cysp.R187CQ9NXN4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GDAP2SNVMissense_Mutationnovelc.1159N>Ap.Val387Ilep.V387IQ9NXN4protein_codingtolerated(0.14)probably_damaging(0.997)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GDAP2SNVMissense_Mutationnovelc.1111N>Gp.Leu371Valp.L371VQ9NXN4protein_codingtolerated(0.17)benign(0.306)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GDAP2deletionFrame_Shift_Delnovelc.526delTp.Tyr176IlefsTer3p.Y176Ifs*3Q9NXN4protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GDAP2SNVMissense_Mutationnovelc.1082C>Ap.Pro361Hisp.P361HQ9NXN4protein_codingdeleterious(0)probably_damaging(0.989)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GDAP2SNVMissense_Mutationnovelc.43A>Gp.Thr15Alap.T15AQ9NXN4protein_codingtolerated(0.16)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GDAP2SNVMissense_Mutationrs757285829c.91N>Ap.Asp31Asnp.D31NQ9NXN4protein_codingtolerated(0.34)benign(0.009)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
GDAP2SNVMissense_Mutationnovelc.76G>Ap.Glu26Lysp.E26KQ9NXN4protein_codingtolerated(0.31)benign(0.018)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GDAP2SNVMissense_Mutationnovelc.538N>Ap.Asp180Asnp.D180NQ9NXN4protein_codingtolerated(0.15)possibly_damaging(0.864)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GDAP2SNVMissense_Mutationnovelc.593A>Gp.Glu198Glyp.E198GQ9NXN4protein_codingtolerated(0.06)benign(0.038)TCGA-AA-3494-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPR
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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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