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: IGFBP5

Gene summary for IGFBP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGFBP5

Gene ID

3488

Gene nameinsulin like growth factor binding protein 5
Gene AliasIBP5
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R433


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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
3488IGFBP5GSM4909281HumanBreastIDC4.03e-155.31e-010.21
3488IGFBP5GSM4909285HumanBreastIDC5.28e-971.57e+000.21
3488IGFBP5GSM4909293HumanBreastIDC4.05e-1422.25e+000.1581
3488IGFBP5GSM4909295HumanBreastIDC3.24e-138.65e-010.0898
3488IGFBP5GSM4909296HumanBreastIDC4.37e-381.22e+000.1524
3488IGFBP5GSM4909301HumanBreastIDC6.15e-2132.52e+000.1577
3488IGFBP5GSM4909311HumanBreastIDC8.85e-227.88e-010.1534
3488IGFBP5GSM4909312HumanBreastIDC1.17e-1322.00e+000.1552
3488IGFBP5GSM4909313HumanBreastIDC3.91e-541.74e+000.0391
3488IGFBP5GSM4909315HumanBreastIDC5.13e-321.04e+000.21
3488IGFBP5GSM4909317HumanBreastIDC1.73e-186.94e-010.1355
3488IGFBP5GSM4909319HumanBreastIDC6.63e-841.81e+000.1563
3488IGFBP5GSM4909320HumanBreastIDC1.43e-056.00e-010.1575
3488IGFBP5GSM4909321HumanBreastIDC3.42e-085.51e-010.1559
3488IGFBP5M5HumanBreastIDC2.90e-191.32e+000.1598
3488IGFBP5DCIS2HumanBreastDCIS1.35e-051.69e-010.0085
3488IGFBP5CA_HPV_3HumanCervixCC5.04e-195.55e-010.0414
3488IGFBP5N_HPV_2HumanCervixN_HPV2.52e-043.22e-01-0.0131
3488IGFBP5AEH-subject1HumanEndometriumAEH6.71e-21-8.05e-01-0.3059
3488IGFBP5AEH-subject2HumanEndometriumAEH4.59e-19-7.97e-01-0.2525
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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
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
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:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:00459266Oral cavityOSCCnegative regulation of growth135/7305249/187237.29e-071.03e-05135
GO:004343419Oral cavityOSCCresponse to peptide hormone208/7305414/187231.83e-062.35e-05208
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:000164910Oral cavityOSCCosteoblast differentiation118/7305229/187237.51e-055.85e-04118
GO:00303238Oral cavityOSCCrespiratory tube development95/7305181/187231.53e-041.07e-0395
GO:00303248Oral cavityOSCClung development91/7305177/187235.18e-043.01e-0391
GO:00075657Oral cavityOSCCfemale pregnancy98/7305193/187235.66e-043.27e-0398
GO:004259316Oral cavityOSCCglucose homeostasis125/7305258/187231.21e-036.08e-03125
GO:003350016Oral cavityOSCCcarbohydrate homeostasis125/7305259/187231.44e-036.97e-03125
GO:00605416Oral cavityOSCCrespiratory system development100/7305203/187231.83e-038.60e-03100
GO:002261214Oral cavityOSCCgland morphogenesis62/7305118/187231.91e-038.94e-0362
GO:00342495Oral cavityOSCCnegative regulation of cellular amide metabolic process130/7305273/187232.20e-031.00e-02130
GO:00434916Oral cavityOSCCprotein kinase B signaling103/7305211/187232.29e-031.02e-02103
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:003087910Oral cavityOSCCmammary gland development69/7305137/187234.43e-031.79e-0269
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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
IGFBP5SNVMissense_Mutationnovelc.388N>Ap.Glu130Lysp.E130KP24593protein_codingtolerated(0.46)benign(0.109)TCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IGFBP5SNVMissense_Mutationnovelc.337G>Cp.Glu113Glnp.E113QP24593protein_codingtolerated(0.4)benign(0.29)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IGFBP5SNVMissense_Mutationnovelc.503G>Ap.Gly168Glup.G168EP24593protein_codingtolerated(0.52)benign(0.031)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IGFBP5SNVMissense_Mutationnovelc.319N>Tp.Arg107Cysp.R107CP24593protein_codingdeleterious(0)benign(0.001)TCGA-AG-3575-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IGFBP5SNVMissense_Mutationnovelc.724N>Gp.Trp242Glyp.W242GP24593protein_codingdeleterious(0)probably_damaging(0.992)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IGFBP5SNVMissense_Mutationnovelc.577C>Tp.Arg193Cysp.R193CP24593protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IGFBP5SNVMissense_Mutationrs780625278c.661N>Tp.Arg221Cysp.R221CP24593protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IGFBP5SNVMissense_Mutationc.538N>Tp.Ala180Serp.A180SP24593protein_codingtolerated(0.86)benign(0.021)TCGA-BS-A0VI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IGFBP5SNVMissense_Mutationrs763073487c.526C>Tp.Arg176Trpp.R176WP24593protein_codingtolerated(0.06)possibly_damaging(0.551)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IGFBP5SNVMissense_Mutationc.603G>Tp.Gln201Hisp.Q201HP24593protein_codingtolerated(0.07)possibly_damaging(0.683)TCGA-D1-A174-01Endometriumuterine 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
3488IGFBP5DRUGGABLE GENOMETGFBETA116214131
3488IGFBP5DRUGGABLE GENOMEDHTANDROSTANOLONE16368782
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