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: IGF1R

Gene summary for IGF1R

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGF1R

Gene ID

3480

Gene nameinsulin like growth factor 1 receptor
Gene AliasCD221
Cytomap15q26.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P08069


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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
3480IGF1RCA_HPV_1HumanCervixCC5.57e-08-2.60e-010.0264
3480IGF1RCCI_1HumanCervixCC2.71e-061.60e+000.528
3480IGF1RCCI_2HumanCervixCC1.66e-132.10e+000.5249
3480IGF1RCCI_3HumanCervixCC1.34e-091.27e+000.516
3480IGF1RH2HumanCervixHSIL_HPV1.31e-022.27e-010.0632
3480IGF1RHTA11_3410_2000001011HumanColorectumAD1.85e-31-7.30e-010.0155
3480IGF1RHTA11_2487_2000001011HumanColorectumSER7.09e-07-5.76e-01-0.1808
3480IGF1RHTA11_2951_2000001011HumanColorectumAD1.99e-03-5.93e-010.0216
3480IGF1RHTA11_78_2000001011HumanColorectumAD1.80e-02-4.13e-01-0.1088
3480IGF1RHTA11_3361_2000001011HumanColorectumAD1.42e-09-5.80e-01-0.1207
3480IGF1RHTA11_83_2000001011HumanColorectumSER2.39e-03-5.42e-01-0.1526
3480IGF1RHTA11_696_2000001011HumanColorectumAD1.11e-11-4.71e-01-0.1464
3480IGF1RHTA11_866_2000001011HumanColorectumAD3.15e-04-3.85e-01-0.1001
3480IGF1RHTA11_1391_2000001011HumanColorectumAD2.86e-06-4.63e-01-0.059
3480IGF1RHTA11_2992_2000001011HumanColorectumSER6.10e-04-5.55e-01-0.1706
3480IGF1RHTA11_5212_2000001011HumanColorectumAD5.63e-05-7.19e-01-0.2061
3480IGF1RHTA11_5216_2000001011HumanColorectumSER1.79e-03-6.16e-01-0.1462
3480IGF1RHTA11_866_3004761011HumanColorectumAD1.26e-12-5.17e-010.096
3480IGF1RHTA11_10711_2000001011HumanColorectumAD1.48e-05-5.40e-010.0338
3480IGF1RHTA11_7696_3000711011HumanColorectumAD2.29e-08-4.90e-010.0674
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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
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
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:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
GO:00310988CervixCCstress-activated protein kinase signaling cascade58/2311247/187238.02e-072.89e-0558
GO:00514038CervixCCstress-activated MAPK cascade55/2311239/187232.96e-068.31e-0555
GO:00703027CervixCCregulation of stress-activated protein kinase signaling cascade46/2311195/187239.35e-062.11e-0446
GO:19016538CervixCCcellular response to peptide72/2311359/187231.89e-053.48e-0472
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:00328727CervixCCregulation of stress-activated MAPK cascade44/2311192/187233.09e-055.10e-0444
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:000974310CervixCCresponse to carbohydrate53/2311253/187237.02e-059.85e-0453
GO:003428410CervixCCresponse to monosaccharide48/2311225/187239.48e-051.25e-0348
GO:00434349CervixCCresponse to peptide hormone77/2311414/187231.40e-041.70e-0377
GO:00713757CervixCCcellular response to peptide hormone stimulus57/2311290/187232.32e-042.59e-0357
GO:000974610CervixCCresponse to hexose45/2311219/187233.73e-043.86e-0345
GO:00328698CervixCCcellular response to insulin stimulus42/2311203/187234.95e-044.83e-0342
GO:00518964CervixCCregulation of protein kinase B signaling39/2311185/187235.25e-045.10e-0339
GO:00518973CervixCCpositive regulation of protein kinase B signaling28/2311120/187235.90e-045.59e-0328
GO:00434913CervixCCprotein kinase B signaling43/2311211/187235.95e-045.60e-0343
GO:00425939CervixCCglucose homeostasis50/2311258/187237.57e-046.76e-0350
GO:00335009CervixCCcarbohydrate homeostasis50/2311259/187238.28e-047.22e-0350
GO:00016788CervixCCcellular glucose homeostasis36/2311172/187239.65e-048.09e-0336
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa052148CervixCCGlioma24/126775/84651.51e-049.20e-045.44e-0424
hsa015223CervixCCEndocrine resistance28/126798/84653.82e-041.87e-031.11e-0328
hsa052157CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa0522510CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa040142CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa0406618CervixCCHIF-1 signaling pathway27/1267109/84654.72e-031.64e-029.72e-0327
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa05224CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0401513CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0521414CervixCCGlioma24/126775/84651.51e-049.20e-045.44e-0424
hsa0152212CervixCCEndocrine resistance28/126798/84653.82e-041.87e-031.11e-0328
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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
IGF1IGF1RIGF1_IGF1RIGFBreastADJ
IGF1IGF1RIGF1_IGF1RIGFBreastDCIS
IGF1IGF1RIGF1_IGF1RIGFCervixADJ
IGF1IGF1RIGF1_IGF1RIGFCervixCC
IGF1IGF1RIGF1_IGF1RIGFCervixHealthy
IGF1IGF1RIGF1_IGF1RIGFCervixPrecancer
IGF1IGF1RIGF1_IGF1RIGFCRCADJ
IGF1IGF1RIGF1_IGF1RIGFCRCCRC
IGF1IGF1RIGF1_IGF1RIGFCRCFAP
IGF2IGF1RIGF2_IGF1RIGFCRCMSS
IGF1IGF1RIGF1_IGF1RIGFEndometriumADJ
IGF1IGF1RIGF1_IGF1RIGFEndometriumAEH
IGF1IGF1RIGF1_IGF1RIGFEndometriumEEC
IGF1IGF1RIGF1_IGF1RIGFEndometriumHealthy
IGF2IGF1RIGF2_IGF1RIGFEndometriumHealthy
IGF1IGF1RIGF1_IGF1RIGFEsophagusESCC
IGF2IGF1RIGF2_IGF1RIGFEsophagusESCC
IGF1IGF1RIGF1_IGF1RIGFGCADJ
IGF1IGF1RIGF1_IGF1RIGFHNSCCOSCC
IGF2IGF1RIGF2_IGF1RIGFHNSCCOSCC
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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
IGF1RSNVMissense_Mutationnovelc.899A>Gp.Asp300Glyp.D300GP08069protein_codingtolerated(0.34)benign(0.001)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
IGF1RSNVMissense_Mutationc.199N>Tp.Ala67Serp.A67SP08069protein_codingtolerated(0.14)benign(0.011)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
IGF1RSNVMissense_Mutationc.55C>Gp.Leu19Valp.L19VP08069protein_codingtolerated(0.29)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
IGF1RSNVMissense_Mutationc.2431G>Cp.Glu811Glnp.E811QP08069protein_codingtolerated(0.7)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
IGF1RSNVMissense_Mutationnovelc.3131G>Tp.Arg1044Metp.R1044MP08069protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGF1RSNVMissense_Mutationc.1099N>Tp.Gly367Trpp.G367WP08069protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IGF1RSNVMissense_Mutationc.3003N>Ap.Met1001Ilep.M1001IP08069protein_codingtolerated(0.44)benign(0.007)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
IGF1RSNVMissense_Mutationnovelc.2026N>Tp.Gly676Cysp.G676CP08069protein_codingtolerated(0.08)benign(0.01)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
IGF1RSNVMissense_Mutationc.1828G>Ap.Val610Ilep.V610IP08069protein_codingtolerated(0.09)benign(0.009)TCGA-BH-A0C3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
IGF1RSNVMissense_Mutationnovelc.3938C>Tp.Ser1313Phep.S1313FP08069protein_codingtolerated(0.06)possibly_damaging(0.474)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASEOSI-906LINSITINIB
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASEantibodyAMG-479GANITUMAB
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASEVPI-2690B
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASESomatomedin-1
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASESB-202190SB-202190
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASEantibodyGANITUMABGANITUMAB
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASEantibodyFIGITUMUMABFIGITUMUMAB
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASEantibody310264711ISTIRATUMAB
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASETT-100
3480IGF1RDRUGGABLE GENOME, KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASEagonistCHEMBL1201716MECASERMIN
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