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: IGF2R

Gene summary for IGF2R

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGF2R

Gene ID

3482

Gene nameinsulin like growth factor 2 receptor
Gene AliasCD222
Cytomap6q25.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P11717


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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
3482IGF2RHTA11_2487_2000001011HumanColorectumSER1.53e-191.30e+00-0.1808
3482IGF2RHTA11_2951_2000001011HumanColorectumAD2.55e-251.66e+000.0216
3482IGF2RHTA11_1938_2000001011HumanColorectumAD2.73e-181.02e+00-0.0811
3482IGF2RHTA11_78_2000001011HumanColorectumAD3.22e-075.96e-01-0.1088
3482IGF2RHTA11_347_2000001011HumanColorectumAD1.30e-279.29e-01-0.1954
3482IGF2RHTA11_411_2000001011HumanColorectumSER9.60e-071.00e+00-0.2602
3482IGF2RHTA11_2112_2000001011HumanColorectumSER3.53e-048.33e-01-0.2196
3482IGF2RHTA11_3361_2000001011HumanColorectumAD6.34e-502.23e+00-0.1207
3482IGF2RHTA11_83_2000001011HumanColorectumSER1.33e-118.41e-01-0.1526
3482IGF2RHTA11_696_2000001011HumanColorectumAD2.18e-261.08e+00-0.1464
3482IGF2RHTA11_866_2000001011HumanColorectumAD1.27e-421.11e+00-0.1001
3482IGF2RHTA11_1391_2000001011HumanColorectumAD3.08e-241.17e+00-0.059
3482IGF2RHTA11_546_2000001011HumanColorectumAD3.55e-067.34e-01-0.0842
3482IGF2RHTA11_8622_2000001021HumanColorectumSER4.41e-361.94e+000.0528
3482IGF2RHTA11_7663_2000001011HumanColorectumSER1.46e-069.21e-010.0131
3482IGF2RHTA11_6818_2000001011HumanColorectumAD6.20e-241.31e+000.0112
3482IGF2RHTA11_6818_2000001021HumanColorectumAD2.32e-149.11e-010.0588
3482IGF2RHTA11_99999970781_79442HumanColorectumMSS7.44e-035.04e-010.294
3482IGF2RHTA11_99999965062_69753HumanColorectumMSI-H8.50e-191.93e+000.3487
3482IGF2RHTA11_99999965104_69814HumanColorectumMSS1.23e-025.33e-010.281
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:0006898ColorectumADreceptor-mediated endocytosis76/3918244/187231.07e-041.59e-0376
GO:0009791ColorectumADpost-embryonic development29/391880/187231.13e-031.03e-0229
GO:0035821ColorectumADmodulation of process of other organism34/3918106/187234.73e-033.22e-0234
GO:0031100ColorectumADanimal organ regeneration26/391876/187234.94e-033.32e-0226
GO:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:00610081ColorectumSERhepaticobiliary system development45/2897150/187234.98e-061.85e-0445
GO:00018891ColorectumSERliver development44/2897147/187236.73e-062.35e-0444
GO:00444031ColorectumSERbiological process involved in symbiotic interaction72/2897290/187232.08e-056.02e-0472
GO:00070341ColorectumSERvacuolar transport43/2897157/187238.92e-051.93e-0343
GO:0048009ColorectumSERinsulin-like growth factor receptor signaling pathway14/289737/187237.80e-049.87e-0314
GO:00097911ColorectumSERpost-embryonic development22/289780/187234.12e-033.36e-0222
GO:00160322ColorectumMSSviral process157/3467415/187237.94e-216.19e-18157
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa04144110EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa0414424EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414434EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
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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
IGF2IGF2RIGF2_IGF2RIGFCRCMSS
IGF2IGF2RIGF2_IGF2RIGFEndometriumHealthy
IGF2IGF2RIGF2_IGF2RIGFEsophagusESCC
IGF2IGF2RIGF2_IGF2RIGFHNSCCADJ
IGF2IGF2RIGF2_IGF2RIGFHNSCCOSCC
IGF2IGF2RIGF2_IGF2RIGFHNSCCPrecancer
IGF2IGF2RIGF2_IGF2RIGFLiverHealthy
IGF2IGF2RIGF2_IGF2RIGFLiverPrecancer
IGF2IGF2RIGF2_IGF2RIGFLungADJ
IGF2IGF2RIGF2_IGF2RIGFProstateADJ
IGF2IGF2RIGF2_IGF2RIGFProstateTumor
IGF2IGF2RIGF2_IGF2RIGFSkincSCC
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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
IGF2RSNVMissense_Mutationc.6655N>Tp.Asp2219Tyrp.D2219YP11717protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
IGF2RSNVMissense_Mutationc.6210C>Gp.Asp2070Glup.D2070EP11717protein_codingtolerated(0.19)benign(0.003)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
IGF2RSNVMissense_Mutationc.1468N>Tp.Val490Phep.V490FP11717protein_codingdeleterious(0.04)possibly_damaging(0.522)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGF2RSNVMissense_Mutationrs756307482c.4067N>Ap.Arg1356Glnp.R1356QP11717protein_codingtolerated(0.21)possibly_damaging(0.51)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IGF2RSNVMissense_Mutationc.4799C>Tp.Ser1600Phep.S1600FP11717protein_codingdeleterious(0)possibly_damaging(0.697)TCGA-BH-A0B0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
IGF2RSNVMissense_Mutationc.4868N>Ap.Arg1623Lysp.R1623KP11717protein_codingtolerated(0.47)benign(0.006)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
IGF2RSNVMissense_Mutationnovelc.619N>Gp.Leu207Valp.L207VP11717protein_codingdeleterious(0.01)probably_damaging(0.92)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
IGF2RSNVMissense_Mutationc.3778C>Tp.Arg1260Trpp.R1260WP11717protein_codingdeleterious(0)probably_damaging(0.995)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
IGF2RSNVMissense_Mutationc.6049C>Gp.Leu2017Valp.L2017VP11717protein_codingtolerated(0.08)benign(0.007)TCGA-E9-A1N5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IGF2RSNVMissense_Mutationc.2171N>Gp.Ala724Glyp.A724GP11717protein_codingdeleterious(0.01)benign(0.162)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
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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
3482IGF2RENZYME, DRUGGABLE GENOME, CELL SURFACEEP-128504
3482IGF2RENZYME, DRUGGABLE GENOME, CELL SURFACEJuvidexMANNOSE 6-PHOSPHATE20927486
3482IGF2RENZYME, DRUGGABLE GENOME, CELL SURFACEPXS-25
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