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: SOS2

Gene summary for SOS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOS2

Gene ID

6655

Gene nameSOS Ras/Rho guanine nucleotide exchange factor 2
Gene AliasNS9
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q07890


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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
6655SOS2HTA11_3410_2000001011HumanColorectumAD5.90e-08-3.85e-010.0155
6655SOS2HTA11_347_2000001011HumanColorectumAD1.11e-126.60e-01-0.1954
6655SOS2HTA11_99999971662_82457HumanColorectumMSS3.62e-14-5.29e-010.3859
6655SOS2HTA11_99999973899_84307HumanColorectumMSS5.32e-05-6.05e-010.2585
6655SOS2HTA11_99999974143_84620HumanColorectumMSS2.70e-06-4.25e-010.3005
6655SOS2F007HumanColorectumFAP2.46e-02-1.15e-010.1176
6655SOS2A001-C-207HumanColorectumFAP1.01e-04-2.59e-010.1278
6655SOS2A015-C-203HumanColorectumFAP3.31e-28-3.42e-01-0.1294
6655SOS2A015-C-204HumanColorectumFAP2.81e-07-3.00e-01-0.0228
6655SOS2A014-C-040HumanColorectumFAP1.38e-04-2.84e-01-0.1184
6655SOS2A002-C-201HumanColorectumFAP9.20e-12-2.45e-010.0324
6655SOS2A002-C-203HumanColorectumFAP1.72e-04-1.82e-010.2786
6655SOS2A001-C-119HumanColorectumFAP2.06e-04-7.76e-02-0.1557
6655SOS2A001-C-108HumanColorectumFAP4.26e-14-1.81e-01-0.0272
6655SOS2A002-C-205HumanColorectumFAP3.27e-24-2.81e-01-0.1236
6655SOS2A001-C-104HumanColorectumFAP2.93e-03-1.61e-010.0184
6655SOS2A015-C-005HumanColorectumFAP2.45e-03-2.62e-01-0.0336
6655SOS2A015-C-006HumanColorectumFAP5.94e-20-6.06e-01-0.0994
6655SOS2A015-C-106HumanColorectumFAP6.24e-08-1.51e-01-0.0511
6655SOS2A002-C-114HumanColorectumFAP7.39e-18-2.31e-01-0.1561
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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
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
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
∗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:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0001782ColorectumADB cell homeostasis13/391831/187236.53e-034.06e-0213
GO:00488722ColorectumMSShomeostasis of number of cells82/3467272/187232.02e-066.28e-0582
GO:00510561ColorectumMSSregulation of small GTPase mediated signal transduction82/3467302/187231.31e-041.99e-0382
GO:19037061ColorectumMSSregulation of hemopoiesis89/3467367/187233.39e-032.56e-0289
GO:00017821ColorectumMSSB cell homeostasis12/346731/187236.80e-034.39e-0212
GO:0002244ColorectumMSShematopoietic progenitor cell differentiation32/3467114/187238.07e-034.91e-0232
GO:00510562ColorectumFAPregulation of small GTPase mediated signal transduction78/2622302/187233.25e-082.85e-0678
GO:00488724ColorectumFAPhomeostasis of number of cells60/2622272/187231.91e-042.79e-0360
GO:00022441ColorectumFAPhematopoietic progenitor cell differentiation29/2622114/187238.35e-048.71e-0329
GO:1903131ColorectumFAPmononuclear cell differentiation79/2622426/187235.00e-033.33e-0279
GO:19037063ColorectumFAPregulation of hemopoiesis69/2622367/187236.01e-033.78e-0269
GO:00510563ColorectumCRCregulation of small GTPase mediated signal transduction69/2078302/187233.34e-099.08e-0769
GO:00488725ColorectumCRChomeostasis of number of cells48/2078272/187237.78e-049.87e-0348
GO:00022442ColorectumCRChematopoietic progenitor cell differentiation23/2078114/187233.20e-032.79e-0223
GO:00510565LungIACregulation of small GTPase mediated signal transduction70/2061302/187239.44e-101.87e-0770
GO:00488728LungIAChomeostasis of number of cells54/2061272/187231.20e-053.64e-0454
GO:00421106LungIACT cell activation77/2061487/187236.82e-049.20e-0377
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa05213ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa05210ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa05211ColorectumADRenal cell carcinoma28/209269/84652.58e-031.37e-028.75e-0328
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa04912ColorectumADGnRH signaling pathway35/209293/84653.69e-031.90e-021.21e-0235
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa05215ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
hsa04012ColorectumADErbB signaling pathway31/209285/84651.02e-023.91e-022.50e-0231
hsa01521ColorectumADEGFR tyrosine kinase inhibitor resistance29/209279/84651.15e-024.24e-022.71e-0229
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
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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
SOS2SNVMissense_Mutationc.517N>Gp.Met173Valp.M173VQ07890protein_codingdeleterious(0.01)possibly_damaging(0.657)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SOS2SNVMissense_Mutationc.1984N>Cp.Glu662Glnp.E662QQ07890protein_codingtolerated(0.26)benign(0.044)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SOS2SNVMissense_Mutationrs376799463c.919N>Ap.Glu307Lysp.E307KQ07890protein_codingdeleterious(0.02)benign(0.07)TCGA-BH-A28O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
SOS2SNVMissense_Mutationnovelc.1482N>Cp.Met494Ilep.M494IQ07890protein_codingtolerated(0.56)benign(0.062)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SOS2SNVMissense_Mutationc.2027N>Ap.Arg676Hisp.R676HQ07890protein_codingdeleterious(0)benign(0.28)TCGA-D8-A1JS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SOS2SNVMissense_Mutationc.2864N>Gp.Asn955Serp.N955SQ07890protein_codingdeleterious(0.05)possibly_damaging(0.84)TCGA-D8-A1Y0-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamide+methotrexatum+fluorouracillumSD
SOS2deletionIn_Frame_Delnovelc.1491_1496delNNNNNNp.Gln498_Ile499delp.Q498_I499delQ07890protein_codingTCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SOS2deletionFrame_Shift_Delnovelc.1291delNp.Glu431LysfsTer18p.E431Kfs*18Q07890protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SOS2SNVMissense_Mutationc.1933N>Tp.Arg645Trpp.R645WQ07890protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOS2SNVMissense_Mutationnovelc.3244N>Cp.Ala1082Prop.A1082PQ07890protein_codingtolerated(0.12)benign(0.01)TCGA-DS-A0VL-01Cervixcervical & endocervical cancerFemale<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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