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: IGFBP2

Gene summary for IGFBP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGFBP2

Gene ID

3485

Gene nameinsulin like growth factor binding protein 2
Gene AliasIBP2
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P18065


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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
3485IGFBP2GSM4909281HumanBreastIDC1.35e-113.23e-010.21
3485IGFBP2GSM4909293HumanBreastIDC5.87e-951.29e+000.1581
3485IGFBP2GSM4909301HumanBreastIDC1.10e-032.17e-010.1577
3485IGFBP2GSM4909303HumanBreastIDC2.38e-064.93e-010.0438
3485IGFBP2GSM4909307HumanBreastIDC2.28e-072.77e-010.1569
3485IGFBP2GSM4909308HumanBreastIDC1.58e-042.05e-010.158
3485IGFBP2GSM4909316HumanBreastIDC4.73e-086.75e-010.21
3485IGFBP2GSM4909319HumanBreastIDC2.28e-075.55e-020.1563
3485IGFBP2GSM4909321HumanBreastIDC8.62e-134.56e-010.1559
3485IGFBP2ctrl6HumanBreastPrecancer3.78e-146.46e-01-0.0061
3485IGFBP2NCCBC3HumanBreastDCIS1.61e-022.63e-010.1198
3485IGFBP2NCCBC5HumanBreastDCIS1.68e-033.42e-010.2046
3485IGFBP2P3HumanBreastIDC6.53e-056.65e-010.1542
3485IGFBP2DCIS2HumanBreastDCIS5.83e-06-8.19e-020.0085
3485IGFBP2HTA11_3410_2000001011HumanColorectumAD1.03e-084.26e-010.0155
3485IGFBP2HTA11_2487_2000001011HumanColorectumSER5.04e-065.72e-01-0.1808
3485IGFBP2HTA11_2951_2000001011HumanColorectumAD3.76e-027.79e-010.0216
3485IGFBP2HTA11_1938_2000001011HumanColorectumAD1.89e-301.27e+00-0.0811
3485IGFBP2HTA11_78_2000001011HumanColorectumAD5.97e-271.03e+00-0.1088
3485IGFBP2HTA11_347_2000001011HumanColorectumAD3.77e-044.32e-01-0.1954
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0043567SkinAKregulation of insulin-like growth factor receptor signaling pathway7/191024/187238.26e-034.13e-027
GO:004854529SkincSCCresponse to steroid hormone135/4864339/187231.34e-084.09e-07135
GO:000756827SkincSCCaging127/4864339/187231.80e-063.02e-05127
GO:001605524SkincSCCWnt signaling pathway158/4864444/187233.80e-065.70e-05158
GO:019873824SkincSCCcell-cell signaling by wnt158/4864446/187235.08e-067.38e-05158
GO:001003829SkincSCCresponse to metal ion132/4864373/187233.11e-053.42e-04132
GO:003011124SkincSCCregulation of Wnt signaling pathway117/4864328/187235.80e-055.75e-04117
GO:003166728SkincSCCresponse to nutrient levels160/4864474/187238.44e-058.02e-04160
GO:0051384110SkincSCCresponse to glucocorticoid57/4864148/187235.30e-043.97e-0357
GO:0031960110SkincSCCresponse to corticosteroid63/4864167/187235.35e-043.97e-0363
GO:0009410110SkincSCCresponse to xenobiotic stimulus151/4864462/187236.76e-044.82e-03151
GO:006007024SkincSCCcanonical Wnt signaling pathway104/4864303/187237.13e-045.03e-03104
GO:006082824SkincSCCregulation of canonical Wnt signaling pathway87/4864253/187231.74e-031.06e-0287
GO:000758416SkincSCCresponse to nutrient63/4864174/187231.78e-031.08e-0263
GO:004578529SkincSCCpositive regulation of cell adhesion139/4864437/187233.39e-031.84e-02139
GO:000961224SkincSCCresponse to mechanical stimulus73/4864216/187236.22e-033.04e-0273
GO:003235523SkincSCCresponse to estradiol50/4864141/187237.85e-033.65e-0250
GO:00094106StomachGCresponse to xenobiotic stimulus61/1159462/187231.68e-081.43e-0661
GO:00100386StomachGCresponse to metal ion52/1159373/187233.24e-082.44e-0652
GO:0031960StomachGCresponse to corticosteroid30/1159167/187231.18e-077.16e-0630
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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
IGFBP2SNVMissense_Mutationc.871N>Ap.Gly291Argp.G291RP18065protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IGFBP2SNVMissense_Mutationc.751G>Ap.Glu251Lysp.E251KP18065protein_codingdeleterious(0)possibly_damaging(0.845)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IGFBP2SNVMissense_Mutationc.797N>Cp.Leu266Prop.L266PP18065protein_codingtolerated(0.07)probably_damaging(0.927)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IGFBP2SNVMissense_Mutationc.961N>Gp.Thr321Alap.T321AP18065protein_codingtolerated_low_confidence(0.56)benign(0)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IGFBP2SNVMissense_Mutationnovelc.530N>Ap.Gly177Aspp.G177DP18065protein_codingtolerated(0.33)benign(0.07)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IGFBP2SNVMissense_Mutationc.577N>Ap.Glu193Lysp.E193KP18065protein_codingtolerated(0.06)possibly_damaging(0.604)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IGFBP2SNVMissense_Mutationnovelc.463G>Ap.Glu155Lysp.E155KP18065protein_codingtolerated(0.05)benign(0.294)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
IGFBP2SNVMissense_Mutationnovelc.500N>Cp.Met167Thrp.M167TP18065protein_codingtolerated(0.77)benign(0)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IGFBP2SNVMissense_Mutationc.838N>Tp.Arg280Cysp.R280CP18065protein_codingdeleterious(0)probably_damaging(1)TCGA-BS-A0UA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
IGFBP2SNVMissense_Mutationrs774149508c.725N>Ap.Arg242Hisp.R242HP18065protein_codingtolerated(0.06)benign(0.029)TCGA-D1-A103-01Endometriumuterine 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
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