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: SMC1A

Gene summary for SMC1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMC1A

Gene ID

8243

Gene namestructural maintenance of chromosomes 1A
Gene AliasCDLS2
CytomapXp11.22
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

G8JLG1


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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
8243SMC1AHTA11_347_2000001011HumanColorectumAD8.17e-093.95e-01-0.1954
8243SMC1AHTA11_99999965104_69814HumanColorectumMSS3.36e-074.79e-010.281
8243SMC1AHTA11_99999971662_82457HumanColorectumMSS1.89e-053.58e-010.3859
8243SMC1AA002-C-205HumanColorectumFAP4.14e-042.79e-01-0.1236
8243SMC1ALZE2THumanEsophagusESCC1.53e-131.14e+000.082
8243SMC1ALZE4THumanEsophagusESCC3.29e-052.30e-010.0811
8243SMC1ALZE5THumanEsophagusESCC2.36e-036.58e-010.0514
8243SMC1ALZE7THumanEsophagusESCC4.96e-117.67e-010.0667
8243SMC1ALZE8THumanEsophagusESCC9.48e-073.55e-010.067
8243SMC1ALZE20THumanEsophagusESCC3.21e-082.63e-010.0662
8243SMC1ALZE22THumanEsophagusESCC2.41e-036.17e-010.068
8243SMC1ALZE24THumanEsophagusESCC8.62e-307.72e-010.0596
8243SMC1ALZE21THumanEsophagusESCC2.73e-024.69e-010.0655
8243SMC1ALZE6THumanEsophagusESCC2.30e-042.90e-010.0845
8243SMC1AP1T-EHumanEsophagusESCC4.99e-074.01e-010.0875
8243SMC1AP2T-EHumanEsophagusESCC2.76e-1011.97e+000.1177
8243SMC1AP4T-EHumanEsophagusESCC9.57e-246.26e-010.1323
8243SMC1AP5T-EHumanEsophagusESCC1.53e-215.19e-010.1327
8243SMC1AP8T-EHumanEsophagusESCC2.28e-368.10e-010.0889
8243SMC1AP9T-EHumanEsophagusESCC1.51e-184.68e-010.1131
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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
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
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:0007051ColorectumADspindle organization58/3918184/187234.71e-045.20e-0358
GO:1902850ColorectumADmicrotubule cytoskeleton organization involved in mitosis48/3918147/187235.87e-046.21e-0348
GO:0090307ColorectumADmitotic spindle assembly25/391865/187239.12e-048.71e-0325
GO:0007052ColorectumADmitotic spindle organization40/3918120/187231.03e-039.61e-0340
GO:0007064ColorectumADmitotic sister chromatid cohesion13/391828/187232.22e-031.75e-0213
GO:0007062ColorectumADsister chromatid cohesion23/391862/187232.51e-031.92e-0223
GO:0051225ColorectumADspindle assembly37/3918117/187234.32e-032.96e-0237
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:00070511ColorectumMSSspindle organization53/3467184/187234.23e-045.19e-0353
GO:19028501ColorectumMSSmicrotubule cytoskeleton organization involved in mitosis44/3467147/187235.17e-045.98e-0344
GO:00070521ColorectumMSSmitotic spindle organization36/3467120/187231.52e-031.39e-0236
GO:00903071ColorectumMSSmitotic spindle assembly22/346765/187232.33e-031.90e-0222
GO:00070621ColorectumMSSsister chromatid cohesion20/346762/187236.63e-034.38e-0220
GO:00512251ColorectumMSSspindle assembly33/3467117/187236.68e-034.38e-0233
GO:01400141ColorectumMSSmitotic nuclear division70/3467287/187237.48e-034.72e-0270
GO:00070641ColorectumMSSmitotic sister chromatid cohesion11/346728/187238.30e-035.00e-0211
GO:0019827ColorectumFAPstem cell population maintenance33/2622131/187234.61e-045.39e-0333
GO:0098727ColorectumFAPmaintenance of cell number33/2622134/187237.09e-047.64e-0333
GO:00070642ColorectumFAPmitotic sister chromatid cohesion11/262228/187238.55e-048.79e-0311
GO:00070512ColorectumFAPspindle organization41/2622184/187231.50e-031.34e-0241
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04110ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa041101ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
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
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
hsa0411041Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa041142Oral cavityEOLPOocyte meiosis33/1218131/84657.09e-042.69e-031.59e-0333
hsa0411051Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa041143Oral cavityEOLPOocyte meiosis33/1218131/84657.09e-042.69e-031.59e-0333
hsa0411061Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
hsa041144Oral cavityNEOLPOocyte meiosis31/1112131/84656.64e-043.52e-032.21e-0331
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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
SMC1ASNVMissense_Mutationc.868N>Cp.Glu290Glnp.E290QQ14683protein_codingtolerated(0.36)possibly_damaging(0.796)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SMC1ASNVMissense_Mutationnovelc.1260G>Tp.Lys420Asnp.K420NQ14683protein_codingtolerated(0.94)benign(0.247)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMC1ASNVMissense_Mutationnovelc.1142N>Tp.Glu381Valp.E381VQ14683protein_codingtolerated(0.08)benign(0.377)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMC1ASNVMissense_Mutationc.2795N>Ap.Ala932Aspp.A932DQ14683protein_codingtolerated(1)benign(0.079)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SMC1ASNVMissense_Mutationnovelc.2174G>Ap.Arg725Glnp.R725QQ14683protein_codingtolerated(0.12)benign(0.024)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMC1ASNVMissense_Mutationc.2714T>Ap.Met905Lysp.M905KQ14683protein_codingdeleterious(0)benign(0.03)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMC1ASNVMissense_Mutationc.884N>Ap.Arg295Glnp.R295QQ14683protein_codingdeleterious(0.03)benign(0.031)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SMC1ASNVMissense_Mutationrs782175064c.3592G>Ap.Glu1198Lysp.E1198KQ14683protein_codingdeleterious(0)benign(0.022)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SMC1ASNVMissense_Mutationnovelc.1248G>Cp.Glu416Aspp.E416DQ14683protein_codingtolerated(0.1)benign(0.166)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SMC1AinsertionNonsense_Mutationnovelc.1339_1340insTCGGAGAGGTTTAAAAAAGCACCGCTTCTAAGAGp.Gln447LeufsTer5p.Q447Lfs*5Q14683protein_codingTCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
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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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