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: SERPINB4

Gene summary for SERPINB4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SERPINB4

Gene ID

6318

Gene nameserpin family B member 4
Gene AliasLEUPIN
Cytomap18q21.33
Gene Typeprotein-coding
GO ID

GO:0001906

UniProtAcc

P48594


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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
6318SERPINB4CA_HPV_1HumanCervixCC7.16e-07-3.98e-010.0264
6318SERPINB4CA_HPV_3HumanCervixCC1.43e-05-3.03e-010.0414
6318SERPINB4HSIL_HPV_1HumanCervixHSIL_HPV2.06e-15-5.11e-010.0116
6318SERPINB4HSIL_HPV_2HumanCervixHSIL_HPV4.92e-16-4.95e-010.0208
6318SERPINB4N_HPV_1HumanCervixN_HPV7.74e-11-4.45e-010.0079
6318SERPINB4TumorHumanCervixCC3.92e-461.09e+000.1241
6318SERPINB4sample3HumanCervixCC1.46e-389.29e-010.1387
6318SERPINB4H2HumanCervixHSIL_HPV5.70e-03-2.59e-010.0632
6318SERPINB4L1HumanCervixCC1.51e-491.36e+000.0802
6318SERPINB4T3HumanCervixCC1.10e-399.42e-010.1389
6318SERPINB4P5T-EHumanEsophagusESCC5.30e-217.57e-010.1327
6318SERPINB4P23T-EHumanEsophagusESCC2.37e-131.62e+000.108
6318SERPINB4P36T-EHumanEsophagusESCC6.23e-116.75e-010.1187
6318SERPINB4P37T-EHumanEsophagusESCC6.05e-084.82e-010.1371
6318SERPINB4P62T-EHumanEsophagusESCC1.17e-282.05e+000.1302
6318SERPINB4P74T-EHumanEsophagusESCC4.76e-192.85e+000.1479
6318SERPINB4P75T-EHumanEsophagusESCC2.20e-178.28e-010.1125
6318SERPINB4P76T-EHumanEsophagusESCC3.75e-036.55e-010.1207
6318SERPINB4P82T-EHumanEsophagusESCC4.14e-031.39e+000.1072
6318SERPINB4P107T-EHumanEsophagusESCC1.03e-139.21e-010.171
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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
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:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:00028322CervixCCnegative regulation of response to biotic stimulus27/2311108/187232.27e-042.55e-0327
GO:00507773CervixCCnegative regulation of immune response41/2311194/187233.63e-043.76e-0341
GO:00321022CervixCCnegative regulation of response to external stimulus75/2311420/187235.96e-045.61e-0375
GO:00450882CervixCCregulation of innate immune response44/2311218/187236.40e-045.97e-0344
GO:00026983CervixCCnegative regulation of immune effector process26/2311110/187237.40e-046.63e-0326
GO:00026973CervixCCregulation of immune effector process62/2311339/187239.25e-047.84e-0362
GO:00313423CervixCCnegative regulation of cell killing10/231128/187231.28e-031.02e-0210
GO:00458243CervixCCnegative regulation of innate immune response18/231171/187232.01e-031.47e-0218
GO:0031348CervixCCnegative regulation of defense response48/2311258/187232.30e-031.65e-0248
GO:00019067CervixCCcell killing37/2311188/187232.61e-031.80e-0237
GO:0045953CervixCCnegative regulation of natural killer cell mediated cytotoxicity7/231118/187233.99e-032.48e-027
GO:0002443CervixCCleukocyte mediated immunity73/2311440/187235.01e-032.98e-0273
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051465CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa0514612CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa051468Oral cavityOSCCAmoebiasis59/3704102/84652.78e-037.17e-033.65e-0359
hsa0514615Oral cavityOSCCAmoebiasis59/3704102/84652.78e-037.17e-033.65e-0359
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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
SERPINB4SNVMissense_Mutationnovelc.731N>Ap.Ile244Asnp.I244NP48594protein_codingdeleterious(0)probably_damaging(0.962)TCGA-A2-A3XS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
SERPINB4SNVMissense_Mutationnovelc.1108N>Ap.Leu370Ilep.L370IP48594protein_codingtolerated(0.06)probably_damaging(0.941)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SERPINB4SNVMissense_Mutationc.951G>Ap.Met317Ilep.M317IP48594protein_codingtolerated(0.2)benign(0.145)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
SERPINB4SNVMissense_Mutationrs144158243c.857N>Ap.Arg286Glnp.R286QP48594protein_codingtolerated(0.13)benign(0.228)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SERPINB4SNVMissense_Mutationrs781536461c.335N>Tp.Thr112Metp.T112MP48594protein_codingdeleterious(0.02)benign(0.106)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SERPINB4SNVMissense_Mutationnovelc.107N>Tp.Ser36Leup.S36LP48594protein_codingdeleterious(0.02)possibly_damaging(0.717)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
SERPINB4SNVMissense_Mutationc.374N>Cp.Lys125Thrp.K125TP48594protein_codingtolerated(0.06)possibly_damaging(0.777)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SERPINB4SNVMissense_Mutationc.84N>Ap.Phe28Leup.F28LP48594protein_codingtolerated(0.13)probably_damaging(0.979)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SERPINB4SNVMissense_Mutationnovelc.544N>Gp.Phe182Valp.F182VP48594protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SERPINB4SNVMissense_Mutationc.535N>Ap.Ala179Thrp.A179TP48594protein_codingtolerated(0.21)probably_damaging(0.993)TCGA-D5-6534-01Colorectumcolon 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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