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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MKS1

Gene summary for MKS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MKS1

Gene ID

54903

Gene nameMKS transition zone complex subunit 1
Gene AliasBBS13
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9NXB0


Top

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
54903MKS1LZE7THumanEsophagusESCC1.02e-031.81e-010.0667
54903MKS1LZE8THumanEsophagusESCC1.10e-021.30e-010.067
54903MKS1LZE24THumanEsophagusESCC6.28e-112.71e-010.0596
54903MKS1LZE6THumanEsophagusESCC2.96e-031.57e-010.0845
54903MKS1P1T-EHumanEsophagusESCC1.64e-052.45e-010.0875
54903MKS1P2T-EHumanEsophagusESCC3.58e-233.68e-010.1177
54903MKS1P4T-EHumanEsophagusESCC3.48e-081.75e-010.1323
54903MKS1P8T-EHumanEsophagusESCC2.03e-092.01e-010.0889
54903MKS1P10T-EHumanEsophagusESCC1.73e-142.32e-010.116
54903MKS1P11T-EHumanEsophagusESCC3.75e-082.66e-010.1426
54903MKS1P12T-EHumanEsophagusESCC1.85e-182.94e-010.1122
54903MKS1P15T-EHumanEsophagusESCC2.22e-122.54e-010.1149
54903MKS1P16T-EHumanEsophagusESCC2.13e-274.60e-010.1153
54903MKS1P17T-EHumanEsophagusESCC1.49e-021.26e-010.1278
54903MKS1P20T-EHumanEsophagusESCC5.91e-092.30e-010.1124
54903MKS1P21T-EHumanEsophagusESCC4.12e-112.23e-010.1617
54903MKS1P22T-EHumanEsophagusESCC3.28e-142.73e-010.1236
54903MKS1P23T-EHumanEsophagusESCC2.24e-153.29e-010.108
54903MKS1P24T-EHumanEsophagusESCC2.03e-092.06e-010.1287
54903MKS1P26T-EHumanEsophagusESCC3.60e-132.38e-010.1276
Page: 1 2 3 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:0061008110EsophagusESCChepaticobiliary system development98/8552150/187238.91e-071.15e-0598
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00017387EsophagusESCCmorphogenesis of a polarized epithelium63/855294/187232.34e-052.00e-0463
GO:00600714EsophagusESCCWnt signaling pathway, planar cell polarity pathway36/855252/187235.05e-042.79e-0336
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00901753EsophagusESCCregulation of establishment of planar polarity37/855256/187231.65e-037.65e-0337
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
MKS1SNVMissense_Mutationc.997N>Ap.His333Asnp.H333NQ9NXB0protein_codingtolerated(0.08)benign(0.033)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MKS1SNVMissense_Mutationc.576N>Cp.Arg192Serp.R192SQ9NXB0protein_codingdeleterious(0.01)benign(0.093)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MKS1SNVMissense_Mutationnovelc.1525A>Tp.Met509Leup.M509LQ9NXB0protein_codingtolerated(1)benign(0.003)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MKS1SNVMissense_Mutationrs750926734c.1093A>Gp.Met365Valp.M365VQ9NXB0protein_codingtolerated(0.21)benign(0.003)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MKS1SNVMissense_Mutationrs766392300c.1387N>Tp.Arg463Trpp.R463WQ9NXB0protein_codingdeleterious(0.02)benign(0.003)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MKS1SNVMissense_Mutationnovelc.1501N>Ap.Glu501Lysp.E501KQ9NXB0protein_codingdeleterious(0.03)benign(0.021)TCGA-EW-A2FS-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapygoserelinSD
MKS1SNVMissense_Mutationnovelc.7N>Ap.Glu3Lysp.E3KQ9NXB0protein_codingdeleterious(0.03)benign(0.045)TCGA-LL-A6FP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MKS1insertionIn_Frame_Insnovelc.101_102insCGTGGCTGGGAGTGCCCCp.Thr34_Ser35insValAlaGlySerAlaProp.T34_S35insVAGSAPQ9NXB0protein_codingTCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
MKS1insertionFrame_Shift_Insnovelc.1523_1524insTGCTCTCCTGCCTCTTCp.Arg508SerfsTer28p.R508Sfs*28Q9NXB0protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MKS1insertionIn_Frame_Insnovelc.931_932insCCCGTGTCAGAACAGAGGp.Leu311delinsProArgValArgThrGluValp.L311delinsPRVRTEVQ9NXB0protein_codingTCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 

Top

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
Page: 1