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: PTDSS2

Gene summary for PTDSS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTDSS2

Gene ID

81490

Gene namephosphatidylserine synthase 2
Gene AliasPSS2
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0006575

UniProtAcc

A0A024RC97


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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
81490PTDSS2HCC1_MengHumanLiverHCC5.52e-268.98e-020.0246
81490PTDSS2HCC1HumanLiverHCC4.11e-083.87e+000.5336
81490PTDSS2HCC2HumanLiverHCC1.15e-042.13e+000.5341
81490PTDSS2S014HumanLiverHCC1.88e-185.21e-010.2254
81490PTDSS2S015HumanLiverHCC3.84e-104.23e-010.2375
81490PTDSS2S016HumanLiverHCC1.69e-154.60e-010.2243
81490PTDSS2S027HumanLiverHCC5.15e-065.54e-010.2446
81490PTDSS2S028HumanLiverHCC6.61e-205.70e-010.2503
81490PTDSS2S029HumanLiverHCC3.94e-196.77e-010.2581
81490PTDSS2C04HumanOral cavityOSCC5.09e-042.74e-010.2633
81490PTDSS2C21HumanOral cavityOSCC2.07e-104.52e-010.2678
81490PTDSS2C30HumanOral cavityOSCC5.74e-095.21e-010.3055
81490PTDSS2C43HumanOral cavityOSCC2.95e-072.50e-010.1704
81490PTDSS2C46HumanOral cavityOSCC1.77e-021.63e-010.1673
81490PTDSS2C51HumanOral cavityOSCC6.60e-136.01e-010.2674
81490PTDSS2LN38HumanOral cavityOSCC1.69e-035.16e-010.168
81490PTDSS2SYSMH2HumanOral cavityOSCC1.56e-062.33e-010.2326
81490PTDSS2SYSMH3HumanOral cavityOSCC1.61e-154.15e-010.2442
81490PTDSS2SYSMH5HumanOral cavityOSCC9.34e-052.03e-010.0647
81490PTDSS2male-WTAHumanThyroidPTC4.68e-039.82e-020.1037
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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
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
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:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
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:004239821LiverHCCcellular modified amino acid biosynthetic process34/795846/187231.53e-051.67e-0434
GO:00086543Oral cavityOSCCphospholipid biosynthetic process130/7305253/187233.96e-053.46e-04130
GO:00423985Oral cavityOSCCcellular modified amino acid biosynthetic process31/730546/187239.03e-056.88e-0431
GO:00464743Oral cavityOSCCglycerophospholipid biosynthetic process102/7305211/187233.50e-031.48e-02102
GO:00066445Oral cavityOSCCphospholipid metabolic process175/7305383/187234.21e-031.71e-02175
GO:00065756Oral cavityOSCCcellular modified amino acid metabolic process91/7305188/187235.33e-032.07e-0291
GO:000657513ThyroidPTCcellular modified amino acid metabolic process85/5968188/187238.29e-057.01e-0485
GO:004239813ThyroidPTCcellular modified amino acid biosynthetic process25/596846/187231.31e-037.43e-0325
GO:000657522ThyroidATCcellular modified amino acid metabolic process82/6293188/187232.60e-031.20e-0282
GO:004239822ThyroidATCcellular modified amino acid biosynthetic process25/629346/187233.00e-031.36e-0225
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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
PTDSS2SNVMissense_Mutationnovelc.1230C>Gp.Phe410Leup.F410LQ9BVG9protein_codingtolerated(0.45)benign(0.003)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PTDSS2SNVMissense_Mutationc.937N>Tp.Arg313Cysp.R313CQ9BVG9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PTDSS2SNVMissense_Mutationc.286N>Tp.Gly96Cysp.G96CQ9BVG9protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PTDSS2SNVMissense_Mutationrs777043477c.1069G>Ap.Val357Metp.V357MQ9BVG9protein_codingtolerated(0.11)benign(0.223)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
PTDSS2SNVMissense_Mutationnovelc.874N>Ap.Ala292Thrp.A292TQ9BVG9protein_codingtolerated(0.18)benign(0.356)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTDSS2SNVMissense_Mutationrs140991730c.1408N>Ap.Glu470Lysp.E470KQ9BVG9protein_codingdeleterious_low_confidence(0.04)benign(0)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTDSS2SNVMissense_Mutationc.774N>Gp.Ile258Metp.I258MQ9BVG9protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PTDSS2SNVMissense_Mutationc.1090N>Cp.Glu364Glnp.E364QQ9BVG9protein_codingdeleterious(0)probably_damaging(0.942)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTDSS2SNVMissense_Mutationnovelc.1453N>Gp.Thr485Alap.T485AQ9BVG9protein_codingtolerated_low_confidence(1)benign(0)TCGA-AA-3851-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTDSS2SNVMissense_Mutationrs766899176c.185G>Ap.Arg62Glnp.R62QQ9BVG9protein_codingtolerated(0.1)benign(0.03)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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