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: IGFBP3

Gene summary for IGFBP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGFBP3

Gene ID

3486

Gene nameinsulin like growth factor binding protein 3
Gene AliasBP-53
Cytomap7p12.3
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

B3KPF0


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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
3486IGFBP3GSM4909285HumanBreastIDC1.72e-062.76e-010.21
3486IGFBP3GSM4909286HumanBreastIDC3.51e-04-1.80e-010.1081
3486IGFBP3GSM4909290HumanBreastIDC8.79e-03-1.80e-010.2096
3486IGFBP3GSM4909295HumanBreastIDC2.17e-065.50e-010.0898
3486IGFBP3GSM4909297HumanBreastIDC1.57e-03-1.64e-010.1517
3486IGFBP3GSM4909312HumanBreastIDC1.57e-03-1.80e-010.1552
3486IGFBP3GSM4909319HumanBreastIDC1.48e-02-1.80e-010.1563
3486IGFBP3GSM4909321HumanBreastIDC3.32e-03-1.80e-010.1559
3486IGFBP3ctrl6HumanBreastPrecancer3.50e-209.44e-01-0.0061
3486IGFBP3brca1HumanBreastPrecancer1.63e-042.58e-01-0.0338
3486IGFBP3NCCBC14HumanBreastDCIS3.77e-03-1.80e-010.2021
3486IGFBP3DCIS2HumanBreastDCIS5.02e-04-1.04e-010.0085
3486IGFBP3CA_HPV_1HumanCervixCC1.91e-06-3.48e-010.0264
3486IGFBP3CA_HPV_2HumanCervixCC4.18e-054.29e-010.0391
3486IGFBP3CA_HPV_3HumanCervixCC6.56e-03-3.43e-010.0414
3486IGFBP3N_HPV_1HumanCervixN_HPV7.81e-03-3.16e-010.0079
3486IGFBP3CCI_2HumanCervixCC3.29e-02-3.94e-010.5249
3486IGFBP3TumorHumanCervixCC1.69e-207.38e-010.1241
3486IGFBP3sample3HumanCervixCC5.19e-591.10e+000.1387
3486IGFBP3L1HumanCervixCC2.11e-02-1.61e-010.0802
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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
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:00512712BreastIDCnegative regulation of cellular component movement48/1434367/187231.88e-043.12e-0348
GO:20001462BreastIDCnegative regulation of cell motility46/1434359/187234.01e-045.60e-0346
GO:00459369BreastIDCnegative regulation of phosphate metabolic process53/1434441/187237.21e-048.79e-0353
GO:00105639BreastIDCnegative regulation of phosphorus metabolic process53/1434442/187237.60e-049.25e-0353
GO:00303362BreastIDCnegative regulation of cell migration43/1434344/187231.01e-031.13e-0243
GO:00400132BreastIDCnegative regulation of locomotion47/1434391/187231.39e-031.43e-0247
GO:00486592BreastIDCsmooth muscle cell proliferation26/1434184/187231.77e-031.72e-0226
GO:00486602BreastIDCregulation of smooth muscle cell proliferation25/1434180/187232.71e-032.41e-0225
GO:005127111BreastDCISnegative regulation of cellular component movement48/1390367/187238.97e-051.69e-0348
GO:200014611BreastDCISnegative regulation of cell motility46/1390359/187232.01e-043.23e-0346
GO:004593614BreastDCISnegative regulation of phosphate metabolic process53/1390441/187233.48e-044.96e-0353
GO:001056314BreastDCISnegative regulation of phosphorus metabolic process53/1390442/187233.68e-045.18e-0353
GO:003033611BreastDCISnegative regulation of cell migration43/1390344/187235.41e-046.96e-0343
GO:004001311BreastDCISnegative regulation of locomotion47/1390391/187237.30e-048.69e-0347
GO:004865911BreastDCISsmooth muscle cell proliferation25/1390184/187232.42e-032.18e-0225
GO:004866011BreastDCISregulation of smooth muscle cell proliferation24/1390180/187233.74e-033.01e-0224
GO:00423269BreastDCISnegative regulation of phosphorylation43/1390385/187234.78e-033.62e-0243
GO:00019339BreastDCISnegative regulation of protein phosphorylation39/1390342/187234.94e-033.71e-0239
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0421814BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0421824BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa041157BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0421834BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0411512BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0421844BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa0411521BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
hsa0421854BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa0411531BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0421816EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421817EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421825EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0421835EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
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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
IGFBP3insertionFrame_Shift_Insnovelc.438_439insAGAGGAGAp.Glu147ArgfsTer35p.E147Rfs*35P17936protein_codingTCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGFBP3SNVMissense_Mutationc.701A>Gp.Asn234Serp.N234SP17936protein_codingtolerated(0.2)benign(0.125)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
IGFBP3SNVMissense_Mutationc.764N>Tp.Lys255Metp.K255MP17936protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IGFBP3SNVMissense_Mutationnovelc.618N>Ap.Phe206Leup.F206LP17936protein_codingdeleterious(0.03)benign(0.072)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IGFBP3SNVMissense_Mutationc.770N>Ap.Cys257Tyrp.C257YP17936protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IGFBP3SNVMissense_Mutationrs768974204c.637G>Cp.Glu213Glnp.E213QP17936protein_codingdeleterious(0.04)possibly_damaging(0.73)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
IGFBP3SNVMissense_Mutationc.572G>Ap.Arg191Hisp.R191HP17936protein_codingtolerated(0.1)benign(0.151)TCGA-AG-4007-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
IGFBP3SNVMissense_Mutationnovelc.758A>Cp.Lys253Thrp.K253TP17936protein_codingdeleterious(0)probably_damaging(0.996)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IGFBP3deletionFrame_Shift_Delc.719delGp.Gly240ValfsTer65p.G240Vfs*65P17936protein_codingTCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IGFBP3SNVMissense_Mutationrs755080654c.830C>Tp.Pro277Leup.P277LP17936protein_codingdeleterious(0)probably_damaging(0.947)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
3486IGFBP3DRUGGABLE GENOMEcelecoxibCELECOXIB22336956
3486IGFBP3DRUGGABLE GENOMEfluorouracilFLUOROURACIL20860465
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