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: PLIN2

Gene summary for PLIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLIN2

Gene ID

123

Gene nameperilipin 2
Gene AliasADFP
Cytomap9p22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q6FHZ7


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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
123PLIN2GSM4909282HumanBreastIDC2.46e-043.73e-01-0.0288
123PLIN2GSM4909285HumanBreastIDC1.18e-042.03e-010.21
123PLIN2GSM4909290HumanBreastIDC8.59e-043.03e-010.2096
123PLIN2GSM4909294HumanBreastIDC1.80e-03-1.86e-010.2022
123PLIN2GSM4909296HumanBreastIDC2.31e-08-2.30e-010.1524
123PLIN2GSM4909297HumanBreastIDC5.59e-07-1.73e-010.1517
123PLIN2GSM4909298HumanBreastIDC1.25e-03-1.92e-010.1551
123PLIN2GSM4909299HumanBreastIDC1.59e-05-2.11e-010.035
123PLIN2GSM4909301HumanBreastIDC2.66e-05-2.02e-010.1577
123PLIN2GSM4909302HumanBreastIDC4.90e-03-2.13e-010.1545
123PLIN2GSM4909304HumanBreastIDC6.17e-07-2.31e-010.1636
123PLIN2GSM4909307HumanBreastIDC1.38e-08-2.35e-010.1569
123PLIN2GSM4909309HumanBreastIDC3.71e-04-2.34e-010.0483
123PLIN2GSM4909311HumanBreastIDC4.83e-10-2.10e-010.1534
123PLIN2GSM4909312HumanBreastIDC1.73e-02-1.54e-010.1552
123PLIN2GSM4909315HumanBreastIDC2.16e-03-2.07e-010.21
123PLIN2GSM4909319HumanBreastIDC2.75e-14-2.43e-010.1563
123PLIN2GSM4909321HumanBreastIDC6.41e-09-2.17e-010.1559
123PLIN2ctrl6HumanBreastPrecancer4.72e-147.23e-01-0.0061
123PLIN2brca10HumanBreastPrecancer5.75e-268.93e-01-0.0029
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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:00512358BreastPrecancermaintenance of location40/1080327/187235.85e-061.71e-0440
GO:00094108BreastPrecancerresponse to xenobiotic stimulus45/1080462/187234.17e-045.56e-0345
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:005123523BreastDCISmaintenance of location47/1390327/187239.55e-062.56e-0447
GO:000941023BreastDCISresponse to xenobiotic stimulus59/1390462/187233.00e-056.61e-0459
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:00094109CervixCCresponse to xenobiotic stimulus78/2311462/187232.39e-031.70e-0278
GO:00108834CervixCCregulation of lipid storage15/231157/187233.13e-032.05e-0215
GO:005123514CervixHSIL_HPVmaintenance of location26/737327/187235.67e-048.04e-0326
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:00094101ColorectumMSSresponse to xenobiotic stimulus110/3467462/187232.36e-031.92e-02110
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
GO:00108836EsophagusESCCregulation of lipid storage36/855257/187235.87e-032.17e-0236
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0332021LiverCirrhoticPPAR signaling pathway32/253075/84651.24e-023.92e-022.42e-0232
hsa0332031LiverCirrhoticPPAR signaling pathway32/253075/84651.24e-023.92e-022.42e-0232
hsa033204LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa033205LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa03320StomachGCPPAR signaling pathway18/70875/84653.26e-054.01e-042.82e-0418
hsa033201StomachGCPPAR signaling pathway18/70875/84653.26e-054.01e-042.82e-0418
hsa033202StomachSIMPPAR signaling pathway15/46575/84651.08e-051.42e-041.14e-0415
hsa033203StomachSIMPPAR signaling pathway15/46575/84651.08e-051.42e-041.14e-0415
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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
PLIN2SNVMissense_Mutationrs143794161c.331N>Ap.Ala111Thrp.A111TQ99541protein_codingtolerated(0.41)benign(0.173)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
PLIN2SNVMissense_Mutationc.262N>Cp.Asp88Hisp.D88HQ99541protein_codingdeleterious(0)probably_damaging(0.983)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PLIN2SNVMissense_Mutationc.1272G>Cp.Lys424Asnp.K424NQ99541protein_codingtolerated(0.15)benign(0)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PLIN2SNVMissense_Mutationnovelc.1178N>Cp.Val393Alap.V393AQ99541protein_codingtolerated(0.59)possibly_damaging(0.827)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLIN2SNVMissense_Mutationnovelc.271G>Cp.Glu91Glnp.E91QQ99541protein_codingdeleterious(0.03)probably_damaging(1)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLIN2SNVMissense_Mutationnovelc.254A>Gp.Lys85Argp.K85RQ99541protein_codingtolerated(0.41)benign(0.038)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PLIN2SNVMissense_Mutationc.1013A>Cp.Asn338Thrp.N338TQ99541protein_codingdeleterious(0.03)possibly_damaging(0.624)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PLIN2SNVMissense_Mutationrs373365753c.795N>Tp.Lys265Asnp.K265NQ99541protein_codingdeleterious(0.02)benign(0.202)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PLIN2deletionFrame_Shift_Delc.1042delGp.Val348Terp.V348*Q99541protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PLIN2SNVMissense_Mutationrs777495240c.744N>Tp.Gln248Hisp.Q248HQ99541protein_codingdeleterious(0.01)benign(0.022)TCGA-A5-A0G1-01Endometriumuterine 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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