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: PISD

Gene summary for PISD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PISD

Gene ID

23761

Gene namephosphatidylserine decarboxylase
Gene AliasDJ858B16
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9UG56


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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
23761PISDCCI_1HumanCervixCC2.72e-065.65e-010.528
23761PISDCCI_2HumanCervixCC1.10e-067.24e-010.5249
23761PISDCCI_3HumanCervixCC7.11e-095.55e-010.516
23761PISDLZE4THumanEsophagusESCC1.04e-131.60e-010.0811
23761PISDLZE7THumanEsophagusESCC6.16e-041.54e-010.0667
23761PISDLZE8THumanEsophagusESCC8.63e-101.87e-010.067
23761PISDLZE24THumanEsophagusESCC1.16e-122.43e-010.0596
23761PISDP1T-EHumanEsophagusESCC6.84e-154.11e-010.0875
23761PISDP2T-EHumanEsophagusESCC8.12e-161.93e-010.1177
23761PISDP4T-EHumanEsophagusESCC1.83e-092.33e-010.1323
23761PISDP5T-EHumanEsophagusESCC1.88e-094.51e-020.1327
23761PISDP8T-EHumanEsophagusESCC1.32e-162.86e-010.0889
23761PISDP9T-EHumanEsophagusESCC2.24e-162.02e-010.1131
23761PISDP10T-EHumanEsophagusESCC1.65e-131.93e-010.116
23761PISDP11T-EHumanEsophagusESCC1.68e-034.55e-010.1426
23761PISDP12T-EHumanEsophagusESCC2.89e-243.70e-010.1122
23761PISDP15T-EHumanEsophagusESCC3.32e-183.60e-010.1149
23761PISDP16T-EHumanEsophagusESCC4.31e-222.59e-010.1153
23761PISDP20T-EHumanEsophagusESCC9.72e-162.17e-010.1124
23761PISDP21T-EHumanEsophagusESCC2.02e-162.71e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
∗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:00108218CervixCCregulation of mitochondrion organization34/2311144/187231.27e-041.58e-0334
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
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:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:0006646EsophagusESCCphosphatidylethanolamine biosynthetic process10/855210/187233.94e-042.26e-0310
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:001082117Oral cavityOSCCregulation of mitochondrion organization97/7305144/187234.78e-121.83e-1097
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:00086543Oral cavityOSCCphospholipid biosynthetic process130/7305253/187233.96e-053.46e-04130
GO:00464743Oral cavityOSCCglycerophospholipid biosynthetic process102/7305211/187233.50e-031.48e-02102
GO:00066445Oral cavityOSCCphospholipid metabolic process175/7305383/187234.21e-031.71e-02175
GO:005160416Oral cavityLPprotein maturation122/4623294/187231.37e-107.72e-09122
GO:001082118Oral cavityLPregulation of mitochondrion organization65/4623144/187236.61e-082.24e-0665
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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
PISDSNVMissense_Mutationnovelc.857N>Ap.Ala286Aspp.A286DQ9UG56protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PISDSNVMissense_Mutationnovelc.650N>Cp.Leu217Prop.L217PQ9UG56protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PISDSNVMissense_Mutationrs553274797c.213N>Tp.Arg72Trpp.R72Wprotein_codingtolerated(0.13)benign(0.03)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PISDSNVMissense_Mutationnovelc.248G>Ap.Arg83Hisp.R83HQ9UG56protein_codingdeleterious(0)probably_damaging(0.996)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PISDSNVMissense_Mutationnovelc.559N>Tp.Pro187Serp.P187SQ9UG56protein_codingdeleterious(0.03)benign(0.171)TCGA-ZJ-AAXD-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PISDSNVMissense_Mutationrs567105342c.995N>Ap.Arg332Hisp.R332HQ9UG56protein_codingtolerated(0.17)benign(0.019)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
PISDSNVMissense_Mutationrs760491476c.111N>Tp.Arg38Cysp.R38Cprotein_codingtolerated_low_confidence(0.18)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PISDSNVMissense_Mutationrs760199435c.599C>Tp.Ala200Valp.A200VQ9UG56protein_codingtolerated(0.37)benign(0.003)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PISDSNVMissense_Mutationc.119N>Tp.Ala40Valp.A40VQ9UG56protein_codingdeleterious_low_confidence(0.03)benign(0.022)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PISDSNVMissense_Mutationrs138347447c.22N>Tp.Arg8Trpp.R8WQ9UG56protein_codingdeleterious_low_confidence(0.02)benign(0.231)TCGA-CM-6171-01Colorectumcolon 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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