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: KSR1

Gene summary for KSR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KSR1

Gene ID

8844

Gene namekinase suppressor of ras 1
Gene AliasKSR
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q8IVT5


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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
8844KSR1P8T-EHumanEsophagusESCC3.97e-051.23e-010.0889
8844KSR1P9T-EHumanEsophagusESCC6.21e-035.15e-020.1131
8844KSR1P10T-EHumanEsophagusESCC4.10e-022.31e-020.116
8844KSR1P23T-EHumanEsophagusESCC1.19e-031.20e-010.108
8844KSR1P26T-EHumanEsophagusESCC4.15e-037.88e-020.1276
8844KSR1P27T-EHumanEsophagusESCC2.42e-049.64e-020.1055
8844KSR1P28T-EHumanEsophagusESCC2.29e-082.21e-010.1149
8844KSR1P36T-EHumanEsophagusESCC7.55e-041.77e-010.1187
8844KSR1P39T-EHumanEsophagusESCC4.12e-067.34e-020.0894
8844KSR1P42T-EHumanEsophagusESCC3.51e-061.05e-010.1175
8844KSR1P44T-EHumanEsophagusESCC1.10e-027.23e-020.1096
8844KSR1P54T-EHumanEsophagusESCC4.79e-133.55e-010.0975
8844KSR1P61T-EHumanEsophagusESCC1.50e-021.17e-010.099
8844KSR1P82T-EHumanEsophagusESCC1.96e-042.23e-010.1072
8844KSR1P107T-EHumanEsophagusESCC7.03e-031.37e-010.171
8844KSR1P127T-EHumanEsophagusESCC5.45e-061.34e-010.0826
8844KSR1P128T-EHumanEsophagusESCC2.34e-125.81e-010.1241
8844KSR1P130T-EHumanEsophagusESCC3.18e-245.74e-010.1676
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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
∗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:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0007266ColorectumADRho protein signal transduction42/3918137/187234.64e-033.16e-0242
GO:00072651ColorectumMSSRas protein signal transduction91/3467337/187237.20e-051.21e-0391
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00434055EsophagusESCCregulation of MAP kinase activity102/8552177/187238.89e-044.55e-03102
GO:000726610EsophagusESCCRho protein signal transduction81/8552137/187231.03e-035.20e-0381
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:00072669Oral cavityOSCCRho protein signal transduction76/7305137/187236.64e-055.37e-0476
GO:000726515Oral cavityLPRas protein signal transduction109/4623337/187238.44e-047.36e-03109
GO:000726516SkinAKRas protein signal transduction68/1910337/187232.83e-081.57e-0668
GO:000726616SkinAKRho protein signal transduction31/1910137/187231.60e-053.09e-0431
GO:000726523SkincSCCRas protein signal transduction132/4864337/187236.17e-081.57e-06132
GO:000726617SkincSCCRho protein signal transduction51/4864137/187232.38e-031.38e-0251
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046259EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0462513EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
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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
KSR1SNVMissense_Mutationnovelc.2085N>Cp.Gln695Hisp.Q695HQ8IVT5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
KSR1SNVMissense_Mutationnovelc.1135N>Tp.Ile379Phep.I379FQ8IVT5protein_codingtolerated(0.41)benign(0)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KSR1SNVMissense_Mutationc.539G>Ap.Gly180Glup.G180EQ8IVT5protein_codingdeleterious(0)possibly_damaging(0.802)TCGA-A2-A0SU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KSR1SNVMissense_Mutationnovelc.1702N>Gp.Leu568Valp.L568VQ8IVT5protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
KSR1SNVMissense_Mutationc.185N>Gp.Asp62Glyp.D62GQ8IVT5protein_codingtolerated(0.07)benign(0.114)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
KSR1SNVMissense_Mutationrs762373149c.847N>Ap.Glu283Lysp.E283KQ8IVT5protein_codingtolerated(0.08)benign(0.366)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KSR1SNVMissense_Mutationnovelc.1084N>Gp.Gln362Glup.Q362EQ8IVT5protein_codingtolerated(0.06)benign(0.079)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KSR1SNVMissense_Mutationc.1976N>Gp.Leu659Argp.L659RQ8IVT5protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1PD-01Breastbreast invasive carcinomaMale<65I/IIChemotherapydocetaxelSD
KSR1insertionFrame_Shift_Insnovelc.1133_1134insCCATCCCATCCAGCCTCTTGGCACAGAGACTGCAGGCAACCp.Ile379HisfsTer19p.I379Hfs*19Q8IVT5protein_codingTCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KSR1insertionNonsense_Mutationnovelc.961_962insGCTAGTATGTGTGATTGp.Ser321CysfsTer2p.S321Cfs*2Q8IVT5protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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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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