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
23761PISDP54T-EHumanEsophagusESCC2.83e-121.63e-010.0975
23761PISDP56T-EHumanEsophagusESCC1.39e-024.37e-010.1613
23761PISDP57T-EHumanEsophagusESCC8.87e-141.81e-010.0926
23761PISDP61T-EHumanEsophagusESCC1.19e-213.41e-010.099
23761PISDP62T-EHumanEsophagusESCC2.99e-357.45e-010.1302
23761PISDP65T-EHumanEsophagusESCC1.58e-093.05e-010.0978
23761PISDP74T-EHumanEsophagusESCC1.64e-196.71e-010.1479
23761PISDP75T-EHumanEsophagusESCC1.81e-265.42e-010.1125
23761PISDP76T-EHumanEsophagusESCC3.32e-223.52e-010.1207
23761PISDP79T-EHumanEsophagusESCC2.68e-222.94e-010.1154
23761PISDP80T-EHumanEsophagusESCC3.42e-207.26e-010.155
23761PISDP82T-EHumanEsophagusESCC3.09e-094.18e-010.1072
23761PISDP83T-EHumanEsophagusESCC1.53e-288.08e-010.1738
23761PISDP84T-EHumanEsophagusESCC2.35e-105.75e-010.0933
23761PISDP89T-EHumanEsophagusESCC1.81e-076.77e-010.1752
23761PISDP91T-EHumanEsophagusESCC3.96e-058.18e-010.1828
23761PISDP104T-EHumanEsophagusESCC4.75e-022.57e-010.0931
23761PISDP107T-EHumanEsophagusESCC1.85e-278.26e-010.171
23761PISDP126T-EHumanEsophagusESCC1.84e-077.72e-010.1125
23761PISDP127T-EHumanEsophagusESCC5.33e-182.32e-010.0826
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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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