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: DPM2

Gene summary for DPM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPM2

Gene ID

8818

Gene namedolichyl-phosphate mannosyltransferase subunit 2, regulatory
Gene AliasCDG1U
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

O94777


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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
8818DPM2LZE2THumanEsophagusESCC5.37e-047.75e-010.082
8818DPM2LZE4THumanEsophagusESCC3.40e-164.52e-010.0811
8818DPM2LZE5THumanEsophagusESCC1.20e-043.23e-010.0514
8818DPM2LZE7THumanEsophagusESCC1.14e-064.88e-010.0667
8818DPM2LZE8THumanEsophagusESCC1.82e-093.26e-010.067
8818DPM2LZE20THumanEsophagusESCC3.55e-157.11e-010.0662
8818DPM2LZE22D1HumanEsophagusHGIN3.51e-042.59e-010.0595
8818DPM2LZE22THumanEsophagusESCC1.64e-066.60e-010.068
8818DPM2LZE24THumanEsophagusESCC2.21e-307.07e-010.0596
8818DPM2LZE21THumanEsophagusESCC4.77e-045.40e-010.0655
8818DPM2LZE6THumanEsophagusESCC7.89e-148.55e-010.0845
8818DPM2P1T-EHumanEsophagusESCC4.74e-147.21e-010.0875
8818DPM2P2T-EHumanEsophagusESCC1.13e-561.11e+000.1177
8818DPM2P4T-EHumanEsophagusESCC2.05e-429.08e-010.1323
8818DPM2P5T-EHumanEsophagusESCC3.30e-295.52e-010.1327
8818DPM2P8T-EHumanEsophagusESCC2.17e-631.25e+000.0889
8818DPM2P9T-EHumanEsophagusESCC1.18e-317.74e-010.1131
8818DPM2P10T-EHumanEsophagusESCC1.61e-508.03e-010.116
8818DPM2P11T-EHumanEsophagusESCC6.07e-261.12e+000.1426
8818DPM2P12T-EHumanEsophagusESCC2.43e-275.91e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00064973EsophagusESCCprotein lipidation62/855292/187232.08e-051.80e-0462
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00421583EsophagusESCClipoprotein biosynthetic process64/855296/187232.61e-052.20e-0464
GO:00065063EsophagusESCCGPI anchor biosynthetic process26/855232/187233.97e-053.21e-0426
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00065053EsophagusESCCGPI anchor metabolic process26/855233/187231.06e-047.43e-0426
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa005106EsophagusHGINN-Glycan biosynthesis17/138353/84653.43e-032.54e-022.02e-0217
hsa0051013EsophagusHGINN-Glycan biosynthesis17/138353/84653.43e-032.54e-022.02e-0217
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa005104LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051011LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005105Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa0051012Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa0051022Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
hsa0051032Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
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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
DPM2SNVMissense_Mutationc.21N>Tp.Gln7Hisp.Q7HO94777protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DPM2SNVMissense_Mutationrs147263320c.154N>Ap.Ala52Thrp.A52TO94777protein_codingtolerated(0.29)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DPM2SNVMissense_Mutationc.88N>Ap.Leu30Ilep.L30IO94777protein_codingtolerated(1)benign(0.006)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
DPM2SNVMissense_Mutationc.88N>Ap.Leu30Ilep.L30IO94777protein_codingtolerated(1)benign(0.006)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DPM2SNVMissense_Mutationnovelc.76N>Ap.Ala26Thrp.A26TO94777protein_codingtolerated(0.23)benign(0.001)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DPM2SNVMissense_Mutationnovelc.193G>Ap.Val65Metp.V65MO94777protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-EY-A549-01Endometriumuterine 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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