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: LDHD

Gene summary for LDHD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LDHD

Gene ID

197257

Gene namelactate dehydrogenase D
Gene AliasDLACD
Cytomap16q23.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q86WU2


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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
197257LDHDHTA11_2487_2000001011HumanColorectumSER1.00e-053.27e-01-0.1808
197257LDHDHTA11_347_2000001011HumanColorectumAD2.81e-124.12e-01-0.1954
197257LDHDHTA11_1391_2000001011HumanColorectumAD2.43e-021.32e-01-0.059
197257LDHDHTA11_5212_2000001011HumanColorectumAD4.19e-075.13e-01-0.2061
197257LDHDHCC1_MengHumanLiverHCC4.17e-10-1.86e-030.0246
197257LDHDHCC1HumanLiverHCC2.29e-022.44e+000.5336
197257LDHDHCC2HumanLiverHCC3.16e-102.55e+000.5341
197257LDHDS016HumanLiverHCC2.31e-025.78e-020.2243
197257LDHDS027HumanLiverHCC3.31e-021.72e-010.2446
197257LDHDS028HumanLiverHCC4.77e-042.19e-010.2503
197257LDHDS029HumanLiverHCC6.26e-053.25e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0072329ColorectumADmonocarboxylic acid catabolic process44/3918122/187238.05e-051.28e-0344
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00723291ColorectumSERmonocarboxylic acid catabolic process34/2897122/187233.27e-045.22e-0334
GO:00160541ColorectumSERorganic acid catabolic process53/2897240/187234.04e-033.30e-0253
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:007232921LiverHCCmonocarboxylic acid catabolic process80/7958122/187232.18e-073.91e-0680
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00620ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa006201ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa006202ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa006203ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa0062021LiverHCCPyruvate metabolism37/402047/84651.10e-058.03e-054.46e-0537
hsa0062031LiverHCCPyruvate metabolism37/402047/84651.10e-058.03e-054.46e-0537
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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
LDHDSNVMissense_Mutationc.1312N>Tp.Ala438Serp.A438SQ86WU2protein_codingtolerated(0.06)benign(0.209)TCGA-A2-A3XV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
LDHDdeletionFrame_Shift_Delnovelc.981delGp.Glu327AspfsTer19p.E327Dfs*19Q86WU2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
LDHDSNVMissense_Mutationnovelc.1492N>Ap.Gln498Lysp.Q498KQ86WU2protein_codingtolerated(1)benign(0)TCGA-A6-2683-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyirinotecanPD
LDHDSNVMissense_Mutationrs771707660c.1081N>Ap.Glu361Lysp.E361KQ86WU2protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-CA-6715-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
LDHDSNVMissense_Mutationc.1280N>Cp.Phe427Serp.F427SQ86WU2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LDHDSNVMissense_Mutationc.880N>Tp.Val294Leup.V294LQ86WU2protein_codingtolerated(0.13)possibly_damaging(0.447)TCGA-D5-6932-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LDHDSNVMissense_Mutationrs758295578c.814N>Ap.Ala272Thrp.A272TQ86WU2protein_codingdeleterious(0.02)possibly_damaging(0.87)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LDHDSNVMissense_Mutationnovelc.443N>Ap.Arg148Glnp.R148QQ86WU2protein_codingdeleterious(0)probably_damaging(0.979)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LDHDSNVMissense_Mutationrs375943140c.695N>Ap.Arg232Hisp.R232HQ86WU2protein_codingdeleterious(0.01)benign(0)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LDHDSNVMissense_Mutationnovelc.515N>Tp.Ala172Valp.A172VQ86WU2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0VP-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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