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: IGFBP1

Gene summary for IGFBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGFBP1

Gene ID

3484

Gene nameinsulin like growth factor binding protein 1
Gene AliasAFBP
Cytomap7p12.3
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

P08833


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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
3484IGFBP1NAFLD1HumanLiverNAFLD6.54e-071.05e+00-0.04
3484IGFBP1S41HumanLiverCirrhotic2.14e-109.90e-01-0.0343
3484IGFBP1S43HumanLiverCirrhotic1.74e-081.34e-01-0.0187
3484IGFBP1S44HumanLiverHCC2.12e-091.12e+00-0.0083
3484IGFBP1HCC1_MengHumanLiverHCC4.05e-362.99e-010.0246
3484IGFBP1HCC2_MengHumanLiverHCC9.48e-12-3.75e-010.0107
3484IGFBP1cirrhotic1HumanLiverCirrhotic4.09e-02-2.16e-010.0202
3484IGFBP1cirrhotic3HumanLiverCirrhotic2.58e-02-3.37e-010.0215
3484IGFBP1HCC1HumanLiverHCC3.80e-145.04e+000.5336
3484IGFBP1HCC2HumanLiverHCC1.35e-104.89e+000.5341
3484IGFBP1Pt13.bHumanLiverHCC1.11e-141.94e-010.0251
3484IGFBP1S014HumanLiverHCC4.39e-133.73e+000.2254
3484IGFBP1S015HumanLiverHCC2.41e-234.50e+000.2375
3484IGFBP1S016HumanLiverHCC8.08e-293.59e+000.2243
3484IGFBP1S027HumanLiverHCC1.04e-194.38e+000.2446
3484IGFBP1S028HumanLiverHCC5.94e-142.50e+000.2503
3484IGFBP1S029HumanLiverHCC4.24e-325.39e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00713755LiverNAFLDcellular response to peptide hormone stimulus65/1882290/187233.95e-109.62e-0865
GO:19016536LiverNAFLDcellular response to peptide71/1882359/187231.82e-082.09e-0671
GO:00328695LiverNAFLDcellular response to insulin stimulus47/1882203/187233.60e-083.63e-0647
GO:00434346LiverNAFLDresponse to peptide hormone76/1882414/187231.51e-071.09e-0576
GO:00160495LiverNAFLDcell growth85/1882482/187231.75e-071.25e-0585
GO:00328685LiverNAFLDresponse to insulin53/1882264/187236.99e-073.95e-0553
GO:00160555LiverNAFLDWnt signaling pathway74/1882444/187238.98e-062.96e-0474
GO:01987385LiverNAFLDcell-cell signaling by wnt74/1882446/187231.05e-053.33e-0474
GO:00082863LiverNAFLDinsulin receptor signaling pathway27/1882116/187232.50e-056.76e-0427
GO:00301115LiverNAFLDregulation of Wnt signaling pathway57/1882328/187232.79e-057.46e-0457
GO:00608285LiverNAFLDregulation of canonical Wnt signaling pathway44/1882253/187232.14e-043.68e-0344
GO:00600705LiverNAFLDcanonical Wnt signaling pathway50/1882303/187233.08e-044.83e-0350
GO:00015585LiverNAFLDregulation of cell growth63/1882414/187235.50e-047.46e-0363
GO:00310993LiverNAFLDregeneration35/1882198/187236.67e-048.61e-0335
GO:00075687LiverNAFLDaging53/1882339/187237.78e-049.77e-0353
GO:00480091LiverNAFLDinsulin-like growth factor receptor signaling pathway10/188237/187232.82e-032.56e-0210
GO:00459275LiverNAFLDpositive regulation of growth40/1882259/187234.00e-033.35e-0240
GO:00303075LiverNAFLDpositive regulation of cell growth28/1882166/187234.35e-033.57e-0228
GO:004343412LiverCirrhoticresponse to peptide hormone149/4634414/187231.70e-074.49e-06149
GO:007137511LiverCirrhoticcellular response to peptide hormone stimulus110/4634290/187233.73e-078.82e-06110
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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
IGFBP1insertionNonsense_Mutationnovelc.766_767insTGCTTCACAGGCAATGAACAGTGGGGCACACACGAGACp.Asn256MetfsTer6p.N256Mfs*6P08833protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
IGFBP1SNVMissense_Mutationrs747950009c.634T>Cp.Tyr212Hisp.Y212HP08833protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IGFBP1SNVMissense_Mutationc.497N>Cp.Val166Alap.V166AP08833protein_codingtolerated(0.43)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
IGFBP1SNVMissense_Mutationrs369196046c.530N>Ap.Arg177Glnp.R177QP08833protein_codingtolerated(1)benign(0.03)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
IGFBP1SNVMissense_Mutationc.668N>Tp.Gly223Valp.G223VP08833protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IGFBP1SNVMissense_Mutationnovelc.774N>Cp.Gln258Hisp.Q258HP08833protein_codingtolerated(0.08)benign(0.024)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IGFBP1SNVMissense_Mutationrs566229997c.460N>Ap.Ala154Thrp.A154TP08833protein_codingdeleterious(0.02)possibly_damaging(0.824)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
IGFBP1SNVMissense_Mutationrs769609357c.641G>Ap.Ser214Asnp.S214NP08833protein_codingdeleterious(0.01)probably_damaging(0.943)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
IGFBP1SNVMissense_Mutationc.512N>Tp.Lys171Ilep.K171IP08833protein_codingdeleterious(0.05)possibly_damaging(0.746)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IGFBP1SNVMissense_Mutationrs369196046c.530N>Ap.Arg177Glnp.R177QP08833protein_codingtolerated(1)benign(0.03)TCGA-AJ-A3EL-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
3484IGFBP1DRUGGABLE GENOMEORAL CONTRACEPTIVE8530593
3484IGFBP1DRUGGABLE GENOMEDEXAMETHASONEDEXAMETHASONE7683312,1714534
3484IGFBP1DRUGGABLE GENOMESTZSTREPTOZOCIN1713293,7589849
3484IGFBP1DRUGGABLE GENOMEETHANOLALCOHOL11894976
3484IGFBP1DRUGGABLE GENOMEOCTREOTIDEOCTREOTIDE9512248,7525123
3484IGFBP1DRUGGABLE GENOMEBUSERELINBUSERELIN7544746
3484IGFBP1DRUGGABLE GENOMESANDOSTATINSANDOSTATIN9420847
3484IGFBP1DRUGGABLE GENOMERAPAMYCINSIROLIMUS11942857
3484IGFBP1DRUGGABLE GENOMEPMA8557761
3484IGFBP1DRUGGABLE GENOMEHORMONES8619542,8567796
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