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: MDH1

Gene summary for MDH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MDH1

Gene ID

4190

Gene namemalate dehydrogenase 1
Gene AliasDEE88
Cytomap2p15
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P40925


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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
4190MDH1HTA11_99999971662_82457HumanColorectumMSS2.00e-146.56e-010.3859
4190MDH1HTA11_99999974143_84620HumanColorectumMSS2.83e-053.61e-010.3005
4190MDH1LZE2DHumanEsophagusHGIN4.28e-023.70e-010.0642
4190MDH1LZE2THumanEsophagusESCC1.64e-051.11e+000.082
4190MDH1LZE4THumanEsophagusESCC9.74e-228.74e-010.0811
4190MDH1LZE7THumanEsophagusESCC7.97e-111.16e+000.0667
4190MDH1LZE8THumanEsophagusESCC3.98e-128.87e-010.067
4190MDH1LZE22D1HumanEsophagusHGIN5.66e-056.87e-020.0595
4190MDH1LZE24D1HumanEsophagusHGIN1.78e-024.57e-010.054
4190MDH1LZE24THumanEsophagusESCC5.06e-208.94e-010.0596
4190MDH1LZE21THumanEsophagusESCC7.78e-051.09e+000.0655
4190MDH1LZE6THumanEsophagusESCC2.08e-067.19e-010.0845
4190MDH1P1T-EHumanEsophagusESCC1.93e-131.12e+000.0875
4190MDH1P2T-EHumanEsophagusESCC1.14e-801.56e+000.1177
4190MDH1P4T-EHumanEsophagusESCC3.33e-541.58e+000.1323
4190MDH1P5T-EHumanEsophagusESCC1.32e-431.12e+000.1327
4190MDH1P8T-EHumanEsophagusESCC7.67e-439.85e-010.0889
4190MDH1P9T-EHumanEsophagusESCC9.37e-289.91e-010.1131
4190MDH1P10T-EHumanEsophagusESCC1.17e-881.75e+000.116
4190MDH1P11T-EHumanEsophagusESCC1.28e-261.40e+000.1426
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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
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:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00067345BreastPrecancerNADH metabolic process6/108029/187235.49e-034.01e-026
GO:000906013BreastIDCaerobic respiration61/1434189/187234.42e-236.27e-2061
GO:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:004533313BreastIDCcellular respiration62/1434230/187235.98e-194.25e-1662
GO:001598013BreastIDCenergy derivation by oxidation of organic compounds73/1434318/187238.70e-183.80e-1573
GO:000906023BreastDCISaerobic respiration61/1390189/187238.72e-241.23e-2061
GO:000609123BreastDCISgeneration of precursor metabolites and energy103/1390490/187231.46e-221.65e-19103
GO:004533323BreastDCIScellular respiration62/1390230/187231.26e-191.02e-1662
GO:001598023BreastDCISenergy derivation by oxidation of organic compounds73/1390318/187231.56e-188.01e-1673
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0009060ColorectumADaerobic respiration108/3918189/187239.14e-281.43e-24108
GO:0045333ColorectumADcellular respiration119/3918230/187233.21e-254.02e-22119
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0006099ColorectumADtricarboxylic acid cycle19/391830/187235.82e-072.09e-0519
GO:0006734ColorectumADNADH metabolic process16/391829/187235.32e-059.01e-0416
GO:0019674ColorectumADNAD metabolic process15/391830/187233.85e-044.39e-0315
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120012BreastPrecancerCarbon metabolism18/684115/84654.79e-032.75e-022.11e-0218
hsa0120013BreastPrecancerCarbon metabolism18/684115/84654.79e-032.75e-022.11e-0218
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00620ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa00020ColorectumADCitrate cycle (TCA cycle)20/209230/84651.43e-061.77e-051.13e-0520
hsa00630ColorectumADGlyoxylate and dicarboxylate metabolism14/209230/84657.25e-032.97e-021.89e-0214
hsa04964ColorectumADProximal tubule bicarbonate reclamation11/209223/84651.35e-024.86e-023.10e-0211
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa006201ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa000201ColorectumADCitrate cycle (TCA cycle)20/209230/84651.43e-061.77e-051.13e-0520
hsa006301ColorectumADGlyoxylate and dicarboxylate metabolism14/209230/84657.25e-032.97e-021.89e-0214
hsa049641ColorectumADProximal tubule bicarbonate reclamation11/209223/84651.35e-024.86e-023.10e-0211
hsa006202ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa000202ColorectumSERCitrate cycle (TCA cycle)16/158030/84652.06e-052.74e-041.99e-0416
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa049642ColorectumSERProximal tubule bicarbonate reclamation10/158023/84655.33e-033.28e-022.38e-0210
hsa006203ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa000203ColorectumSERCitrate cycle (TCA cycle)16/158030/84652.06e-052.74e-041.99e-0416
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa049643ColorectumSERProximal tubule bicarbonate reclamation10/158023/84655.33e-033.28e-022.38e-0210
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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
MDH1SNVMissense_Mutationnovelc.607N>Ap.Gly203Argp.G203RP40925protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MDH1SNVMissense_Mutationnovelc.955N>Ap.Glu319Lysp.E319KP40925protein_codingtolerated(0.15)benign(0.009)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MDH1deletionFrame_Shift_Delnovelc.853delNp.Val285CysfsTer25p.V285Cfs*25P40925protein_codingTCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MDH1SNVMissense_Mutationnovelc.788N>Ap.Ser263Tyrp.S263YP40925protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MDH1SNVMissense_Mutationnovelc.1034N>Ap.Ala345Aspp.A345DP40925protein_codingdeleterious(0)probably_damaging(0.987)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MDH1SNVMissense_Mutationc.557C>Tp.Ala186Valp.A186VP40925protein_codingdeleterious(0.02)benign(0.242)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MDH1SNVMissense_Mutationc.817N>Gp.Arg273Glyp.R273GP40925protein_codingdeleterious(0)benign(0.296)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MDH1SNVMissense_Mutationnovelc.501N>Tp.Lys167Asnp.K167NP40925protein_codingtolerated(0.16)possibly_damaging(0.787)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MDH1SNVMissense_Mutationnovelc.565N>Tp.Leu189Phep.L189FP40925protein_codingtolerated(0.06)possibly_damaging(0.636)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
MDH1SNVMissense_Mutationnovelc.794C>Ap.Ala265Glup.A265EP40925protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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