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: DEFB1

Gene summary for DEFB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DEFB1

Gene ID

1672

Gene namedefensin beta 1
Gene AliasBD1
Cytomap8p23.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P60022


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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
1672DEFB1CA_HPV_1HumanCervixCC7.29e-24-7.52e-010.0264
1672DEFB1CA_HPV_2HumanCervixCC2.10e-20-7.15e-010.0391
1672DEFB1CA_HPV_3HumanCervixCC1.17e-13-6.12e-010.0414
1672DEFB1HSIL_HPV_1HumanCervixHSIL_HPV3.47e-08-5.99e-010.0116
1672DEFB1N_HPV_1HumanCervixN_HPV1.95e-17-6.85e-010.0079
1672DEFB1N_HPV_2HumanCervixN_HPV2.00e-03-2.12e-01-0.0131
1672DEFB1CCI_1HumanCervixCC2.66e-04-7.48e-010.528
1672DEFB1CCI_2HumanCervixCC8.74e-07-8.09e-010.5249
1672DEFB1CCI_3HumanCervixCC3.96e-08-7.93e-010.516
1672DEFB1CCII_1HumanCervixCC2.21e-11-7.86e-010.3249
1672DEFB1TumorHumanCervixCC1.03e-186.41e-010.1241
1672DEFB1sample1HumanCervixCC4.53e-04-6.02e-010.0959
1672DEFB1sample3HumanCervixCC2.86e-264.76e-010.1387
1672DEFB1H2HumanCervixHSIL_HPV1.20e-022.48e-010.0632
1672DEFB1T1HumanCervixCC4.06e-13-6.67e-010.0918
1672DEFB1T2HumanCervixCC7.94e-033.02e-010.0709
1672DEFB1T3HumanCervixCC6.88e-234.85e-010.1389
1672DEFB1AEH-subject3HumanEndometriumAEH4.74e-06-3.82e-01-0.2576
1672DEFB1AEH-subject5HumanEndometriumAEH1.16e-04-3.84e-01-0.2953
1672DEFB1EEC-subject1HumanEndometriumEEC2.40e-10-4.41e-01-0.2682
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
∗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:00328862ProstateBPHregulation of microtubule-based process64/3107240/187234.93e-055.11e-0464
GO:003288611ProstateTumorregulation of microtubule-based process65/3246240/187231.00e-049.73e-0465
GO:003288612SkincSCCregulation of microtubule-based process82/4864240/187232.82e-031.58e-0282
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051504CervixHSIL_HPVStaphylococcus aureus infection21/45996/84652.93e-081.43e-061.16e-0621
hsa0515011CervixHSIL_HPVStaphylococcus aureus infection21/45996/84652.93e-081.43e-061.16e-0621
hsa051502CervixN_HPVStaphylococcus aureus infection15/34996/84657.81e-061.01e-047.90e-0515
hsa051503CervixN_HPVStaphylococcus aureus infection15/34996/84657.81e-061.01e-047.90e-0515
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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
DEFB1SNVMissense_Mutationc.8N>Ap.Thr3Asnp.T3NP60022protein_codingdeleterious(0.05)benign(0.202)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
DEFB1SNVMissense_Mutationnovelc.166N>Gp.Gln56Glup.Q56EP60022protein_codingtolerated(1)benign(0)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DEFB1SNVMissense_Mutationnovelc.100C>Gp.His34Aspp.H34DP60022protein_codingtolerated(0.12)benign(0.01)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DEFB1SNVMissense_Mutationnovelc.100C>Ap.His34Asnp.H34NP60022protein_codingdeleterious(0.04)benign(0.017)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
DEFB1SNVMissense_Mutationc.128N>Gp.Gln43Argp.Q43RP60022protein_codingtolerated(0.35)benign(0.114)TCGA-18-4721-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
DEFB1SNVMissense_Mutationnovelc.203A>Cp.Lys68Thrp.K68TP60022protein_codingdeleterious_low_confidence(0.02)benign(0.003)TCGA-22-1016-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
DEFB1SNVMissense_Mutationc.14A>Gp.Tyr5Cysp.Y5CP60022protein_codingtolerated(0.18)benign(0.003)TCGA-CD-A4MG-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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