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: CDS2

Gene summary for CDS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDS2

Gene ID

8760

Gene nameCDP-diacylglycerol synthase 2
Gene AliasCDS2
Cytomap20p12.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

O95674


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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
8760CDS2LZE4THumanEsophagusESCC6.75e-164.43e-010.0811
8760CDS2LZE7THumanEsophagusESCC1.43e-032.56e-010.0667
8760CDS2LZE24THumanEsophagusESCC5.68e-245.89e-010.0596
8760CDS2P1T-EHumanEsophagusESCC4.49e-074.90e-010.0875
8760CDS2P2T-EHumanEsophagusESCC3.04e-183.08e-010.1177
8760CDS2P4T-EHumanEsophagusESCC3.31e-337.04e-010.1323
8760CDS2P5T-EHumanEsophagusESCC3.26e-253.38e-010.1327
8760CDS2P8T-EHumanEsophagusESCC1.79e-293.15e-010.0889
8760CDS2P9T-EHumanEsophagusESCC1.25e-122.78e-010.1131
8760CDS2P10T-EHumanEsophagusESCC6.85e-263.93e-010.116
8760CDS2P11T-EHumanEsophagusESCC2.25e-104.67e-010.1426
8760CDS2P12T-EHumanEsophagusESCC2.11e-335.10e-010.1122
8760CDS2P15T-EHumanEsophagusESCC6.99e-408.59e-010.1149
8760CDS2P16T-EHumanEsophagusESCC1.35e-253.74e-010.1153
8760CDS2P17T-EHumanEsophagusESCC7.19e-114.01e-010.1278
8760CDS2P19T-EHumanEsophagusESCC4.49e-033.68e-010.1662
8760CDS2P20T-EHumanEsophagusESCC5.36e-174.66e-010.1124
8760CDS2P21T-EHumanEsophagusESCC1.42e-468.14e-010.1617
8760CDS2P22T-EHumanEsophagusESCC2.82e-212.80e-010.1236
8760CDS2P23T-EHumanEsophagusESCC2.93e-266.19e-010.108
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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:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:00463411EsophagusESCCCDP-diacylglycerol metabolic process11/855214/187231.30e-024.27e-0211
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:005123521LiverHCCmaintenance of location185/7958327/187231.70e-073.12e-06185
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:004501711LiverHCCglycerolipid biosynthetic process143/7958252/187233.27e-064.31e-05143
GO:00066504LiverHCCglycerophospholipid metabolic process168/7958306/187237.27e-068.62e-05168
GO:004647411LiverHCCglycerophospholipid biosynthetic process121/7958211/187239.12e-061.06e-04121
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:00199152LiverHCClipid storage53/795887/187234.01e-042.71e-0353
GO:0046341LiverHCCCDP-diacylglycerol metabolic process11/795814/187236.81e-032.73e-0211
GO:0016024LiverHCCCDP-diacylglycerol biosynthetic process10/795813/187231.28e-024.61e-0210
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CDS2SNVMissense_Mutationrs576280057c.346N>Ap.Val116Ilep.V116IO95674protein_codingtolerated(0.05)possibly_damaging(0.786)TCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CDS2SNVMissense_Mutationc.582N>Gp.Phe194Leup.F194LO95674protein_codingdeleterious(0.01)probably_damaging(0.914)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CDS2SNVMissense_Mutationc.472N>Tp.Pro158Serp.P158SO95674protein_codingtolerated(0.4)benign(0.017)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CDS2insertionNonsense_Mutationnovelc.132_133insTCCCCTCTTCCTCTTTGAACTGCACTTCCTAGTp.Leu44_Pro45insSerProLeuProLeuTerThrAlaLeuProSerp.L44_P45insSPLPL*TALPSO95674protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
CDS2SNVMissense_Mutationrs749586772c.112N>Tp.Arg38Trpp.R38WO95674protein_codingdeleterious(0)possibly_damaging(0.654)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDS2SNVMissense_Mutationnovelc.427G>Ap.Glu143Lysp.E143KO95674protein_codingdeleterious(0)probably_damaging(0.991)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDS2SNVMissense_Mutationc.724N>Gp.Phe242Valp.F242VO95674protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDS2SNVMissense_Mutationc.1192G>Ap.Ala398Thrp.A398TO95674protein_codingtolerated(0.77)benign(0.022)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDS2SNVMissense_Mutationc.784G>Tp.Gly262Cysp.G262CO95674protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CDS2SNVMissense_Mutationrs576280057c.346N>Ap.Val116Ilep.V116IO95674protein_codingtolerated(0.05)possibly_damaging(0.786)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=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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