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: DERA

Gene summary for DERA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DERA

Gene ID

51071

Gene namedeoxyribose-phosphate aldolase
Gene AliasCGI-26
Cytomap12p12.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

E9PPM8


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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
51071DERACCI_1HumanCervixCC2.35e-025.71e-010.528
51071DERACCI_2HumanCervixCC4.67e-046.65e-010.5249
51071DERACCI_3HumanCervixCC8.73e-087.48e-010.516
51071DERAsample3HumanCervixCC4.94e-042.10e-010.1387
51071DERALZE2THumanEsophagusESCC1.44e-035.40e-010.082
51071DERALZE3DHumanEsophagusHGIN6.52e-035.66e-010.0668
51071DERALZE4THumanEsophagusESCC5.76e-113.03e-010.0811
51071DERALZE5THumanEsophagusESCC1.31e-054.02e-010.0514
51071DERALZE7THumanEsophagusESCC5.73e-076.37e-010.0667
51071DERALZE8THumanEsophagusESCC4.91e-237.27e-010.067
51071DERALZE20THumanEsophagusESCC4.12e-093.06e-010.0662
51071DERALZE22D1HumanEsophagusHGIN1.25e-031.44e-010.0595
51071DERALZE22THumanEsophagusESCC2.40e-024.26e-010.068
51071DERALZE24THumanEsophagusESCC2.65e-205.32e-010.0596
51071DERALZE21THumanEsophagusESCC2.19e-065.62e-010.0655
51071DERALZE6THumanEsophagusESCC1.64e-082.84e-010.0845
51071DERAP2T-EHumanEsophagusESCC1.86e-418.39e-010.1177
51071DERAP4T-EHumanEsophagusESCC3.05e-411.09e+000.1323
51071DERAP5T-EHumanEsophagusESCC6.42e-255.95e-010.1327
51071DERAP8T-EHumanEsophagusESCC1.85e-366.69e-010.0889
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00060919CervixCCgeneration of precursor metabolites and energy105/2311490/187237.40e-096.61e-07105
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:00442709CervixCCcellular nitrogen compound catabolic process79/2311451/187237.80e-046.91e-0379
GO:00194398CervixCCaromatic compound catabolic process79/2311467/187232.14e-031.54e-0279
GO:19013618CervixCCorganic cyclic compound catabolic process80/2311495/187236.77e-033.72e-0280
GO:000911710CervixCCnucleotide metabolic process79/2311489/187237.16e-033.85e-0279
GO:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
GO:003465519EsophagusHGINnucleobase-containing compound catabolic process98/2587407/187231.44e-088.94e-0798
GO:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
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:00196924EsophagusHGINdeoxyribose phosphate metabolic process16/258742/187237.90e-051.76e-0316
GO:00092624EsophagusHGINdeoxyribonucleotide metabolic process16/258744/187231.51e-042.97e-0316
GO:00092643EsophagusHGINdeoxyribonucleotide catabolic process12/258730/187233.62e-045.68e-0312
GO:00463863EsophagusHGINdeoxyribose phosphate catabolic process12/258731/187235.17e-047.46e-0312
GO:000911720EsophagusHGINnucleotide metabolic process92/2587489/187231.11e-031.36e-0292
GO:000675320EsophagusHGINnucleoside phosphate metabolic process93/2587497/187231.25e-031.49e-0293
GO:00060983EsophagusHGINpentose-phosphate shunt7/258715/187232.22e-032.28e-027
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00030LiverCirrhoticPentose phosphate pathway16/253030/84656.04e-032.12e-021.30e-0216
hsa000301LiverCirrhoticPentose phosphate pathway16/253030/84656.04e-032.12e-021.30e-0216
hsa000302LiverHCCPentose phosphate pathway21/402030/84651.06e-022.71e-021.51e-0221
hsa000303LiverHCCPentose phosphate pathway21/402030/84651.06e-022.71e-021.51e-0221
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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
DERASNVMissense_Mutationrs775272940c.416N>Ap.Arg139Glnp.R139QQ9Y315protein_codingdeleterious(0)probably_damaging(0.915)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DERASNVMissense_Mutationrs778363116c.536G>Ap.Arg179Hisp.R179HQ9Y315protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A6-5667-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
DERASNVMissense_Mutationrs760703237c.712N>Tp.Arg238Trpp.R238WQ9Y315protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DERASNVMissense_Mutationc.634G>Ap.Ala212Thrp.A212TQ9Y315protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
DERASNVMissense_Mutationc.766G>Ap.Ala256Thrp.A256TQ9Y315protein_codingdeleterious(0)probably_damaging(0.993)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DERASNVMissense_Mutationc.860N>Ap.Arg287Glnp.R287QQ9Y315protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DERASNVMissense_Mutationc.860G>Ap.Arg287Glnp.R287QQ9Y315protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DERASNVMissense_Mutationnovelc.893N>Gp.Glu298Glyp.E298GQ9Y315protein_codingdeleterious(0)probably_damaging(1)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DERASNVMissense_Mutationc.457G>Ap.Glu153Lysp.E153KQ9Y315protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DERASNVMissense_Mutationnovelc.292G>Ap.Ala98Thrp.A98TQ9Y315protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A1OF-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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