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: SMC3

Gene summary for SMC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMC3

Gene ID

9126

Gene namestructural maintenance of chromosomes 3
Gene AliasBAM
Cytomap10q25.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9UQE7


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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
9126SMC3LZE2THumanEsophagusESCC2.42e-051.18e+000.082
9126SMC3LZE4THumanEsophagusESCC4.36e-298.23e-010.0811
9126SMC3LZE7THumanEsophagusESCC1.66e-065.42e-010.0667
9126SMC3LZE8THumanEsophagusESCC1.87e-113.03e-010.067
9126SMC3LZE20THumanEsophagusESCC8.48e-101.71e-010.0662
9126SMC3LZE21D1HumanEsophagusHGIN1.82e-021.66e-010.0632
9126SMC3LZE24THumanEsophagusESCC8.31e-206.30e-010.0596
9126SMC3LZE21THumanEsophagusESCC1.99e-022.98e-010.0655
9126SMC3LZE6THumanEsophagusESCC1.39e-123.73e-010.0845
9126SMC3P1T-EHumanEsophagusESCC2.02e-127.08e-010.0875
9126SMC3P2T-EHumanEsophagusESCC5.08e-661.26e+000.1177
9126SMC3P4T-EHumanEsophagusESCC2.68e-461.28e+000.1323
9126SMC3P5T-EHumanEsophagusESCC5.07e-481.19e+000.1327
9126SMC3P8T-EHumanEsophagusESCC2.12e-377.08e-010.0889
9126SMC3P9T-EHumanEsophagusESCC1.22e-183.16e-010.1131
9126SMC3P10T-EHumanEsophagusESCC2.87e-284.56e-010.116
9126SMC3P11T-EHumanEsophagusESCC1.86e-177.53e-010.1426
9126SMC3P12T-EHumanEsophagusESCC2.07e-448.71e-010.1122
9126SMC3P15T-EHumanEsophagusESCC2.03e-317.63e-010.1149
9126SMC3P16T-EHumanEsophagusESCC4.01e-651.12e+000.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:19033629BreastPrecancerregulation of cellular protein catabolic process36/1080255/187236.03e-072.55e-0536
GO:00421769BreastPrecancerregulation of protein catabolic process47/1080391/187231.50e-065.58e-0547
GO:19030509BreastPrecancerregulation of proteolysis involved in cellular protein catabolic process31/1080221/187234.10e-061.27e-0431
GO:00611369BreastPrecancerregulation of proteasomal protein catabolic process24/1080187/187231.99e-043.14e-0324
GO:00431619BreastPrecancerproteasome-mediated ubiquitin-dependent protein catabolic process42/1080412/187232.49e-043.72e-0342
GO:00098969BreastPrecancerpositive regulation of catabolic process48/1080492/187232.62e-043.84e-0348
GO:00313319BreastPrecancerpositive regulation of cellular catabolic process43/1080427/187232.75e-044.00e-0343
GO:19033649BreastPrecancerpositive regulation of cellular protein catabolic process20/1080155/187236.10e-047.67e-0320
GO:19030527BreastPrecancerpositive regulation of proteolysis involved in cellular protein catabolic process17/1080133/187231.68e-031.70e-0217
GO:00457329BreastPrecancerpositive regulation of protein catabolic process25/1080231/187231.87e-031.82e-0225
GO:19018007BreastPrecancerpositive regulation of proteasomal protein catabolic process15/1080114/187232.31e-032.15e-0215
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:004586214BreastIDCpositive regulation of proteolysis66/1434372/187239.76e-111.29e-0866
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:004440314BreastIDCbiological process involved in symbiotic interaction52/1434290/187236.55e-095.03e-0752
GO:004217614BreastIDCregulation of protein catabolic process63/1434391/187231.32e-089.61e-0763
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa04114Oral cavityOSCCOocyte meiosis74/3704131/84652.13e-035.75e-032.92e-0374
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa041141Oral cavityOSCCOocyte meiosis74/3704131/84652.13e-035.75e-032.92e-0374
hsa0411022Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa0411032Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa041107ProstateBPHCell cycle49/1718157/84657.39e-043.59e-032.22e-0349
hsa0411014ProstateBPHCell cycle49/1718157/84657.39e-043.59e-032.22e-0349
hsa0411021ProstateTumorCell cycle51/1791157/84655.67e-042.89e-031.79e-0351
hsa0411031ProstateTumorCell cycle51/1791157/84655.67e-042.89e-031.79e-0351
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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
SMC3TRANSCervixHealthyLLPH,ZCCHC10,PRPSAP1, etc.1.80e-01The 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.
SMC3TACColorectumHealthyHELLS,AC069277.1,CENPP, etc.6.95e-02The 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.
SMC3GCColorectumADMCM3AP,SLC37A3,NDUFAF2, etc.3.40e-02The 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.
SMC3CD8TCMColorectumADJMCM3AP,SLC37A3,NDUFAF2, etc.8.22e-03The 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.
SMC3MONColorectumADJMCM3AP,SLC37A3,NDUFAF2, etc.2.27e-02The 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.
SMC3BNColorectumHealthyMCM3AP,SLC37A3,NDUFAF2, etc.1.44e-02The 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.
SMC3PERIColorectumHealthyC19orf25,CTSO,RWDD4, etc.5.13e-02The 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.
SMC3CD8TEXEndometriumADJAHI1,ATAD2,MDM1, etc.5.28e-02The 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.
SMC3PLAEndometriumADJAHI1,ATAD2,MDM1, etc.5.52e-02The 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.
SMC3NEUTEndometriumAEHAHI1,ATAD2,MDM1, etc.2.06e-01The 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.
∗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
SMC3SNVMissense_Mutationc.3191N>Ap.Gly1064Aspp.G1064DQ9UQE7protein_codingtolerated(0.84)benign(0.003)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
SMC3SNVMissense_Mutationnovelc.3624C>Ap.Asp1208Glup.D1208EQ9UQE7protein_codingdeleterious(0.01)possibly_damaging(0.65)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SMC3SNVMissense_Mutationc.481G>Ap.Glu161Lysp.E161KQ9UQE7protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
SMC3SNVMissense_Mutationnovelc.3612G>Cp.Glu1204Aspp.E1204DQ9UQE7protein_codingtolerated(0.15)benign(0.159)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
SMC3SNVMissense_Mutationc.2701N>Gp.Met901Valp.M901VQ9UQE7protein_codingtolerated(0.15)benign(0.006)TCGA-D8-A1XR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
SMC3SNVMissense_Mutationc.3443N>Tp.Ala1148Valp.A1148VQ9UQE7protein_codingdeleterious(0.02)probably_damaging(1)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMC3SNVMissense_Mutationnovelc.2908N>Ap.Glu970Lysp.E970KQ9UQE7protein_codingdeleterious(0.05)possibly_damaging(0.474)TCGA-EW-A6SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyaromataseSD
SMC3SNVMissense_Mutationrs754501454c.2708N>Tp.Arg903Leup.R903LQ9UQE7protein_codingtolerated(0.2)benign(0.019)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
SMC3insertionNonsense_Mutationnovelc.633_634insTTTTTAAGCTTTTATAATTTGTTATAATTAp.Ala211_Gln212insPheLeuSerPheTyrAsnLeuLeuTerLeup.A211_Q212insFLSFYNLL*LQ9UQE7protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SMC3insertionNonsense_Mutationnovelc.1076_1077insTGCACAGGCTGGAGTGCAGTGGTGAGATCACAGCTCp.Glu359delinsAspAlaGlnAlaGlyValGlnTrpTerAspHisSerSerp.E359delinsDAQAGVQW*DHSSQ9UQE7protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
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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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