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: GDAP1

Gene summary for GDAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GDAP1

Gene ID

54332

Gene nameganglioside induced differentiation associated protein 1
Gene AliasCMT4
Cytomap8q21.11
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

Q8TB36


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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
54332GDAP1LZE4THumanEsophagusESCC9.92e-113.54e-010.0811
54332GDAP1LZE24THumanEsophagusESCC9.34e-051.55e-010.0596
54332GDAP1P4T-EHumanEsophagusESCC8.78e-102.83e-010.1323
54332GDAP1P5T-EHumanEsophagusESCC6.56e-153.00e-010.1327
54332GDAP1P8T-EHumanEsophagusESCC4.17e-051.29e-010.0889
54332GDAP1P9T-EHumanEsophagusESCC4.96e-051.54e-010.1131
54332GDAP1P10T-EHumanEsophagusESCC5.79e-162.63e-010.116
54332GDAP1P12T-EHumanEsophagusESCC3.58e-284.93e-010.1122
54332GDAP1P15T-EHumanEsophagusESCC3.50e-133.12e-010.1149
54332GDAP1P16T-EHumanEsophagusESCC7.61e-162.56e-010.1153
54332GDAP1P20T-EHumanEsophagusESCC2.42e-051.94e-010.1124
54332GDAP1P22T-EHumanEsophagusESCC1.96e-051.28e-010.1236
54332GDAP1P23T-EHumanEsophagusESCC1.00e-103.86e-010.108
54332GDAP1P26T-EHumanEsophagusESCC4.12e-112.44e-010.1276
54332GDAP1P27T-EHumanEsophagusESCC4.16e-223.50e-010.1055
54332GDAP1P28T-EHumanEsophagusESCC7.98e-132.19e-010.1149
54332GDAP1P30T-EHumanEsophagusESCC1.12e-063.47e-010.137
54332GDAP1P31T-EHumanEsophagusESCC1.88e-049.76e-020.1251
54332GDAP1P32T-EHumanEsophagusESCC1.78e-031.03e-010.1666
54332GDAP1P36T-EHumanEsophagusESCC3.28e-043.02e-010.1187
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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
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:000758410EsophagusESCCresponse to nutrient114/8552174/187239.43e-081.56e-06114
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00332734EsophagusESCCresponse to vitamin60/855293/187231.89e-041.21e-0360
GO:000674912EsophagusESCCglutathione metabolic process42/855264/187231.01e-035.12e-0342
GO:0033280EsophagusESCCresponse to vitamin D25/855235/187231.82e-038.35e-0325
GO:00080532EsophagusESCCmitochondrial fusion20/855227/187232.61e-031.11e-0220
GO:00316701EsophagusESCCcellular response to nutrient30/855245/187233.63e-031.48e-0230
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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
GDAP1SNVMissense_Mutationnovelc.829N>Ap.Glu277Lysp.E277KQ8TB36protein_codingdeleterious(0.01)benign(0.262)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
GDAP1SNVMissense_Mutationc.919N>Gp.Thr307Alap.T307AQ8TB36protein_codingtolerated(0.22)benign(0.146)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
GDAP1SNVMissense_Mutationrs778105019c.754N>Ap.Ala252Thrp.A252TQ8TB36protein_codingtolerated(0.24)possibly_damaging(0.781)TCGA-A8-A082-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GDAP1SNVMissense_Mutationc.919N>Gp.Thr307Alap.T307AQ8TB36protein_codingtolerated(0.22)benign(0.146)TCGA-D8-A27F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
GDAP1SNVMissense_Mutationnovelc.194N>Gp.Glu65Glyp.E65GQ8TB36protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GDAP1SNVMissense_Mutationc.886N>Ap.Val296Ilep.V296IQ8TB36protein_codingtolerated(0.65)benign(0.052)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GDAP1SNVMissense_Mutationnovelc.994N>Ap.Val332Metp.V332MQ8TB36protein_codingtolerated(1)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GDAP1SNVMissense_Mutationrs772722746c.572N>Ap.Arg191Glnp.R191QQ8TB36protein_codingtolerated(0.25)benign(0.183)TCGA-AA-A03J-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GDAP1SNVMissense_Mutationnovelc.989N>Tp.Ala330Valp.A330VQ8TB36protein_codingtolerated(0.1)benign(0)TCGA-F4-6459-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
GDAP1SNVMissense_Mutationc.490A>Tp.Ile164Phep.I164FQ8TB36protein_codingtolerated(0.21)benign(0.131)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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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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