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: UGDH

Gene summary for UGDH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UGDH

Gene ID

7358

Gene nameUDP-glucose 6-dehydrogenase
Gene AliasDEE84
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0001702

UniProtAcc

O60701


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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
7358UGDHGSM4909282HumanBreastIDC1.01e-03-2.89e-01-0.0288
7358UGDHGSM4909286HumanBreastIDC5.42e-04-2.79e-010.1081
7358UGDHGSM4909287HumanBreastIDC1.09e-05-2.90e-010.2057
7358UGDHGSM4909288HumanBreastIDC4.06e-02-3.22e-010.0988
7358UGDHGSM4909290HumanBreastIDC4.86e-02-2.62e-010.2096
7358UGDHGSM4909293HumanBreastIDC2.14e-174.05e-010.1581
7358UGDHGSM4909296HumanBreastIDC3.65e-07-3.15e-010.1524
7358UGDHGSM4909297HumanBreastIDC4.64e-04-2.45e-020.1517
7358UGDHGSM4909301HumanBreastIDC1.70e-033.06e-010.1577
7358UGDHGSM4909302HumanBreastIDC2.03e-044.32e-010.1545
7358UGDHGSM4909304HumanBreastIDC2.93e-821.13e+000.1636
7358UGDHGSM4909306HumanBreastIDC8.81e-032.42e-010.1564
7358UGDHGSM4909309HumanBreastIDC4.33e-07-3.10e-010.0483
7358UGDHGSM4909311HumanBreastIDC1.38e-16-4.17e-020.1534
7358UGDHGSM4909312HumanBreastIDC2.89e-154.14e-010.1552
7358UGDHGSM4909319HumanBreastIDC9.04e-18-3.23e-010.1563
7358UGDHGSM4909321HumanBreastIDC4.00e-092.44e-010.1559
7358UGDHbrca2HumanBreastPrecancer2.15e-022.48e-01-0.024
7358UGDHNCCBC5HumanBreastDCIS6.17e-06-2.25e-010.2046
7358UGDHP1HumanBreastIDC1.65e-11-3.09e-010.1527
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:001605313BreastIDCorganic acid biosynthetic process39/1434316/187232.13e-031.99e-0239
GO:004639413BreastIDCcarboxylic acid biosynthetic process38/1434314/187233.39e-032.83e-0238
GO:001605322BreastDCISorganic acid biosynthetic process38/1390316/187232.22e-032.04e-0238
GO:004639422BreastDCIScarboxylic acid biosynthetic process37/1390314/187233.56e-032.92e-0237
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0009225ColorectumADnucleotide-sugar metabolic process16/391836/187231.27e-031.12e-0216
GO:0007369ColorectumADgastrulation53/3918185/187237.60e-034.60e-0253
GO:00067901ColorectumSERsulfur compound metabolic process73/2897339/187231.75e-031.81e-0273
GO:00073691ColorectumSERgastrulation43/2897185/187233.44e-032.92e-0243
GO:00092251ColorectumSERnucleotide-sugar metabolic process12/289736/187236.11e-034.42e-0212
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:00092252ColorectumMSSnucleotide-sugar metabolic process14/346736/187233.40e-032.56e-0214
GO:0046394ColorectumMSScarboxylic acid biosynthetic process76/3467314/187236.71e-034.38e-0276
GO:0016053ColorectumMSSorganic acid biosynthetic process76/3467316/187237.88e-034.84e-0276
GO:00463941ColorectumMSI-Hcarboxylic acid biosynthetic process36/1319314/187232.68e-033.48e-0236
GO:00160531ColorectumMSI-Horganic acid biosynthetic process36/1319316/187232.98e-033.78e-0236
GO:00073692ColorectumFAPgastrulation42/2622185/187238.97e-049.10e-0342
GO:0009101ColorectumFAPglycoprotein biosynthetic process63/2622317/187232.31e-031.86e-0263
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01250ColorectumFAPBiosynthesis of nucleotide sugars13/140437/84654.79e-031.91e-021.16e-0213
hsa012501ColorectumFAPBiosynthesis of nucleotide sugars13/140437/84654.79e-031.91e-021.16e-0213
hsa012502ColorectumCRCBiosynthesis of nucleotide sugars12/109137/84651.66e-031.20e-028.16e-0312
hsa012503ColorectumCRCBiosynthesis of nucleotide sugars12/109137/84651.66e-031.20e-028.16e-0312
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012505EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa005202EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0125012EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa0052011EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa00520Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa012504Oral cavityOSCCBiosynthesis of nucleotide sugars25/370437/84652.93e-037.49e-033.81e-0325
hsa005201Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0125011Oral cavityOSCCBiosynthesis of nucleotide sugars25/370437/84652.93e-037.49e-033.81e-0325
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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
UGDHSNVMissense_Mutationc.1336G>Ap.Asp446Asnp.D446NO60701protein_codingtolerated(0.21)benign(0.017)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
UGDHinsertionIn_Frame_Insnovelc.685_686insTAAAAAp.Gln229delinsLeuLysLysp.Q229delinsLKKO60701protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UGDHSNVMissense_Mutationnovelc.938G>Tp.Arg313Metp.R313MO60701protein_codingdeleterious(0)probably_damaging(0.985)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UGDHSNVMissense_Mutationc.397N>Tp.Pro133Serp.P133SO60701protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UGDHSNVMissense_Mutationc.213N>Gp.Phe71Leup.F71LO60701protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UGDHSNVMissense_Mutationrs140219602c.205N>Ap.Leu69Ilep.L69IO60701protein_codingdeleterious(0)possibly_damaging(0.739)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
UGDHdeletionFrame_Shift_Delc.1110delAp.Val371TyrfsTer6p.V371Yfs*6O60701protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
UGDHdeletionFrame_Shift_Delrs765734647c.214delNp.Ser72LeufsTer18p.S72Lfs*18O60701protein_codingTCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UGDHdeletionFrame_Shift_Delrs765734647c.214delTp.Ser72LeufsTer18p.S72Lfs*18O60701protein_codingTCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
UGDHSNVMissense_Mutationnovelc.11T>Ap.Ile4Asnp.I4NO60701protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A23O-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
7358UGDHENZYMEACETYLSALICYLIC ACID8014943
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