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: GCDH

Gene summary for GCDH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCDH

Gene ID

2639

Gene nameglutaryl-CoA dehydrogenase
Gene AliasACAD5
Cytomap19p13.13
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A024R7F9


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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
2639GCDHLZE4THumanEsophagusESCC1.86e-031.37e-010.0811
2639GCDHLZE7THumanEsophagusESCC1.02e-053.53e-010.0667
2639GCDHLZE24THumanEsophagusESCC4.44e-122.96e-010.0596
2639GCDHLZE21THumanEsophagusESCC2.86e-034.03e-010.0655
2639GCDHP1T-EHumanEsophagusESCC8.15e-084.02e-010.0875
2639GCDHP2T-EHumanEsophagusESCC1.97e-112.32e-010.1177
2639GCDHP4T-EHumanEsophagusESCC1.99e-204.67e-010.1323
2639GCDHP5T-EHumanEsophagusESCC6.84e-112.18e-010.1327
2639GCDHP8T-EHumanEsophagusESCC1.38e-233.55e-010.0889
2639GCDHP9T-EHumanEsophagusESCC1.37e-133.27e-010.1131
2639GCDHP10T-EHumanEsophagusESCC1.65e-284.53e-010.116
2639GCDHP11T-EHumanEsophagusESCC2.29e-124.57e-010.1426
2639GCDHP12T-EHumanEsophagusESCC1.98e-255.00e-010.1122
2639GCDHP15T-EHumanEsophagusESCC1.83e-102.75e-010.1149
2639GCDHP16T-EHumanEsophagusESCC1.39e-213.05e-010.1153
2639GCDHP17T-EHumanEsophagusESCC1.70e-084.10e-010.1278
2639GCDHP19T-EHumanEsophagusESCC4.67e-065.78e-010.1662
2639GCDHP20T-EHumanEsophagusESCC1.41e-122.90e-010.1124
2639GCDHP21T-EHumanEsophagusESCC1.46e-224.49e-010.1617
2639GCDHP22T-EHumanEsophagusESCC2.02e-203.89e-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:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0046390110EsophagusESCCribose phosphate biosynthetic process119/8552190/187231.73e-062.06e-05119
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:00193958EsophagusESCCfatty acid oxidation69/8552103/187239.95e-069.44e-0569
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:0009260110EsophagusESCCribonucleotide biosynthetic process112/8552182/187231.12e-051.06e-04112
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:00338664EsophagusESCCnucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:00340304EsophagusESCCribonucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:00340334EsophagusESCCpurine nucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:00344407EsophagusESCClipid oxidation71/8552108/187232.00e-051.74e-0471
GO:007252217EsophagusESCCpurine-containing compound biosynthetic process120/8552200/187233.02e-052.51e-04120
GO:00090628EsophagusESCCfatty acid catabolic process66/8552100/187233.21e-052.66e-0466
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
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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
GCDHSNVMissense_Mutationc.773N>Tp.Ala258Valp.A258VQ92947protein_codingdeleterious_low_confidence(0)benign(0.442)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GCDHSNVMissense_Mutationc.233G>Cp.Arg78Thrp.R78TQ92947protein_codingdeleterious_low_confidence(0.01)benign(0.093)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
GCDHinsertionNonsense_Mutationnovelc.616_617insCTTAGCTGGGCAGGGCCCTGTTCTCTATTGTCCTGCTTp.Leu206ProfsTer2p.L206Pfs*2Q92947protein_codingTCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GCDHSNVMissense_Mutationrs759176685c.1009G>Tp.Ala337Serp.A337SQ92947protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.985)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GCDHSNVMissense_Mutationc.1171N>Ap.Gly391Argp.G391RQ92947protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GCDHSNVMissense_Mutationrs201509112c.1210N>Ap.Ala404Thrp.A404TQ92947protein_codingdeleterious_low_confidence(0.02)benign(0.025)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GCDHSNVMissense_Mutationc.1060G>Tp.Gly354Cysp.G354CQ92947protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GCDHSNVMissense_Mutationnovelc.739N>Tp.Ala247Serp.A247SQ92947protein_codingdeleterious_low_confidence(0.03)benign(0.167)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GCDHSNVMissense_Mutationrs748275416c.1064N>Ap.Arg355Hisp.R355HQ92947protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.733)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
GCDHSNVMissense_Mutationc.1174N>Gp.Asn392Aspp.N392DQ92947protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=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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