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: PRODH2

Gene summary for PRODH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRODH2

Gene ID

58510

Gene nameproline dehydrogenase 2
Gene AliasHSPOX1
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9UF12


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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
58510PRODH2S43HumanLiverCirrhotic1.07e-02-5.46e-02-0.0187
58510PRODH2HCC1_MengHumanLiverHCC1.86e-744.17e-010.0246
58510PRODH2HCC2_MengHumanLiverHCC9.14e-03-9.37e-020.0107
58510PRODH2cirrhotic1HumanLiverCirrhotic9.68e-04-6.90e-020.0202
58510PRODH2HCC1HumanLiverHCC1.67e-113.30e+000.5336
58510PRODH2HCC2HumanLiverHCC1.91e-183.45e+000.5341
58510PRODH2S014HumanLiverHCC1.68e-157.57e-010.2254
58510PRODH2S015HumanLiverHCC3.09e-271.80e+000.2375
58510PRODH2S016HumanLiverHCC1.85e-229.18e-010.2243
58510PRODH2S028HumanLiverHCC3.90e-095.20e-010.2503
58510PRODH2S029HumanLiverHCC3.29e-199.50e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:001605411LiverCirrhoticorganic acid catabolic process104/4634240/187231.91e-109.53e-09104
GO:004639511LiverCirrhoticcarboxylic acid catabolic process102/4634236/187233.41e-101.63e-08102
GO:19016051LiverCirrhoticalpha-amino acid metabolic process82/4634195/187237.72e-082.30e-0682
GO:00090631LiverCirrhoticcellular amino acid catabolic process49/4634110/187234.47e-067.42e-0549
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:004364811LiverCirrhoticdicarboxylic acid metabolic process43/463496/187231.42e-051.97e-0443
GO:19016061LiverCirrhoticalpha-amino acid catabolic process36/463487/187234.69e-043.78e-0336
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:00436482LiverHCCdicarboxylic acid metabolic process68/795896/187231.73e-084.14e-0768
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:19016062LiverHCCalpha-amino acid catabolic process53/795887/187234.01e-042.71e-0353
GO:0009064LiverHCCglutamine family amino acid metabolic process47/795878/187231.17e-036.54e-0347
GO:0006536LiverHCCglutamate metabolic process21/795833/187231.16e-024.28e-0221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa003308LiverCirrhoticArginine and proline metabolism25/253050/84652.18e-039.41e-035.80e-0325
hsa0033011LiverCirrhoticArginine and proline metabolism25/253050/84652.18e-039.41e-035.80e-0325
hsa0033021LiverHCCArginine and proline metabolism33/402050/84656.28e-031.77e-029.83e-0333
hsa0033031LiverHCCArginine and proline metabolism33/402050/84656.28e-031.77e-029.83e-0333
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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
PRODH2SNVMissense_Mutationc.1493N>Cp.Leu498Prop.L498PQ9UF12protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRODH2SNVMissense_Mutationnovelc.1050N>Tp.Gln350Hisp.Q350HQ9UF12protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRODH2SNVMissense_Mutationrs145296462c.257N>Gp.Ser86Cysp.S86CQ9UF12protein_codingdeleterious_low_confidence(0.05)possibly_damaging(0.781)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PRODH2SNVMissense_Mutationnovelc.13N>Cp.Val5Leup.V5LQ9UF12protein_codingbenign(0)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PRODH2SNVMissense_Mutationrs370209287c.236N>Ap.Arg79Glnp.R79QQ9UF12protein_codingtolerated_low_confidence(0.24)benign(0)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRODH2SNVMissense_Mutationrs780775017c.655C>Tp.Arg219Trpp.R219WQ9UF12protein_codingdeleterious(0)benign(0.424)TCGA-VS-A9UI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PRODH2SNVMissense_Mutationc.131N>Ap.Cys44Tyrp.C44YQ9UF12protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
PRODH2SNVMissense_Mutationc.48N>Gp.Ser16Argp.S16RQ9UF12protein_codingbenign(0.007)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRODH2SNVMissense_Mutationnovelc.94N>Cp.Asn32Hisp.N32HQ9UF12protein_codingtolerated_low_confidence(0.09)benign(0.094)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRODH2SNVMissense_Mutationrs182628111c.1013N>Tp.Pro338Leup.P338LQ9UF12protein_codingdeleterious(0.03)benign(0.146)TCGA-AZ-6600-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycpt-11PD
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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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