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: SERPINE2

Gene summary for SERPINE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SERPINE2

Gene ID

5270

Gene nameserpin family E member 2
Gene AliasGDN
Cytomap2q36.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R498


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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
5270SERPINE2HTA11_2487_2000001011HumanColorectumSER2.89e-042.94e-01-0.1808
5270SERPINE2HTA11_1938_2000001011HumanColorectumAD8.58e-135.40e-01-0.0811
5270SERPINE2HTA11_78_2000001011HumanColorectumAD2.48e-072.07e-01-0.1088
5270SERPINE2HTA11_411_2000001011HumanColorectumSER5.61e-034.67e-01-0.2602
5270SERPINE2HTA11_1391_2000001011HumanColorectumAD1.37e-031.25e-01-0.059
5270SERPINE2HTA11_6818_2000001021HumanColorectumAD6.03e-041.89e-010.0588
5270SERPINE2HTA11_99999971662_82457HumanColorectumMSS6.22e-306.29e-010.3859
5270SERPINE2A001-C-207HumanColorectumFAP1.02e-053.09e-010.1278
5270SERPINE2CRC-1-8810HumanColorectumCRC5.82e-063.06e-010.6257
5270SERPINE2LZE2THumanEsophagusESCC1.68e-105.29e-010.082
5270SERPINE2LZE5THumanEsophagusESCC4.70e-02-8.23e-010.0514
5270SERPINE2LZE7THumanEsophagusESCC2.04e-09-8.85e-010.0667
5270SERPINE2LZE8THumanEsophagusESCC1.44e-12-7.96e-010.067
5270SERPINE2LZE20THumanEsophagusESCC5.23e-07-7.25e-010.0662
5270SERPINE2LZE22D1HumanEsophagusHGIN3.80e-07-9.64e-010.0595
5270SERPINE2LZE22THumanEsophagusESCC4.33e-07-6.50e-010.068
5270SERPINE2LZE24THumanEsophagusESCC2.07e-02-5.24e-010.0596
5270SERPINE2LZE22D3HumanEsophagusHGIN3.26e-059.35e-010.0653
5270SERPINE2P1T-EHumanEsophagusESCC4.83e-07-9.64e-010.0875
5270SERPINE2P10T-EHumanEsophagusESCC2.02e-03-2.30e-010.116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00075968ProstateBPHblood coagulation53/3107217/187231.91e-031.09e-0253
GO:00508178ProstateBPHcoagulation54/3107222/187231.92e-031.09e-0254
GO:00075998ProstateBPHhemostasis53/3107222/187233.21e-031.67e-0253
GO:00420634ProstateBPHgliogenesis68/3107301/187234.06e-032.02e-0268
GO:000202810ProstateBPHregulation of sodium ion transport25/310790/187235.18e-032.43e-0225
GO:00224085ProstateBPHnegative regulation of cell-cell adhesion46/3107196/187237.95e-033.47e-0246
GO:00140652ProstateBPHphosphatidylinositol 3-kinase signaling35/3107144/187231.10e-024.53e-0235
GO:004217619ProstateTumorregulation of protein catabolic process142/3246391/187239.32e-205.79e-17142
GO:006145816ProstateTumorreproductive system development133/3246427/187231.24e-121.15e-10133
GO:004860815ProstateTumorreproductive structure development131/3246424/187233.48e-122.89e-10131
GO:004873219ProstateTumorgland development132/3246436/187231.40e-111.04e-09132
GO:005254719ProstateTumorregulation of peptidase activity137/3246461/187232.48e-111.71e-09137
GO:004206019ProstateTumorwound healing127/3246422/187235.32e-113.41e-09127
GO:005254819ProstateTumorregulation of endopeptidase activity126/3246432/187235.86e-103.01e-08126
GO:001604916ProstateTumorcell growth137/3246482/187237.01e-103.51e-08137
GO:004217718ProstateTumornegative regulation of protein catabolic process49/3246121/187231.53e-097.19e-0849
GO:000989518ProstateTumornegative regulation of catabolic process96/3246320/187231.40e-085.07e-0796
GO:004586119ProstateTumornegative regulation of proteolysis102/3246351/187233.09e-089.94e-07102
GO:000155815ProstateTumorregulation of cell growth115/3246414/187236.40e-081.88e-06115
GO:001072013ProstateTumorpositive regulation of cell development88/3246298/187231.22e-073.17e-0688
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
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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
SERPINE2SNVMissense_Mutationc.1017N>Gp.Ile339Metp.I339MP07093protein_codingtolerated(0.06)probably_damaging(0.978)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
SERPINE2SNVMissense_Mutationc.279G>Ap.Met93Ilep.M93IP07093protein_codingdeleterious(0.01)possibly_damaging(0.718)TCGA-FU-A23K-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SERPINE2SNVMissense_Mutationc.967C>Ap.Leu323Ilep.L323IP07093protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SERPINE2SNVMissense_Mutationc.802N>Ap.Ala268Thrp.A268TP07093protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SERPINE2SNVMissense_Mutationnovelc.554T>Gp.Leu185Argp.L185RP07093protein_codingtolerated(0.35)possibly_damaging(0.702)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SERPINE2SNVMissense_Mutationc.833N>Tp.Ser278Phep.S278FP07093protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SERPINE2SNVMissense_Mutationrs137914245c.452N>Ap.Arg151Glnp.R151QP07093protein_codingtolerated(0.16)benign(0.085)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SERPINE2SNVMissense_Mutationrs757503754c.1178N>Ap.Arg393Glnp.R393QP07093protein_codingdeleterious(0.05)probably_damaging(0.953)TCGA-G4-6323-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SERPINE2SNVMissense_Mutationrs757503754c.1178N>Ap.Arg393Glnp.R393QP07093protein_codingdeleterious(0.05)probably_damaging(0.953)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SERPINE2SNVMissense_Mutationnovelc.759N>Ap.Phe253Leup.F253LP07093protein_codingtolerated(0.05)benign(0.156)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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