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: KARS

Gene summary for KARS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KARS

Gene ID

3735

Gene namelysyl-tRNA synthetase 1
Gene AliasCMTRIB
Cytomap16q23.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q15046


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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
3735KARSHTA11_347_2000001011HumanColorectumAD3.13e-02-1.49e-01-0.1954
3735KARSHTA11_696_2000001011HumanColorectumAD9.04e-05-1.49e-01-0.1464
3735KARSHTA11_866_2000001011HumanColorectumAD2.00e-05-1.49e-01-0.1001
3735KARSHTA11_7696_3000711011HumanColorectumAD2.00e-05-1.49e-010.0674
3735KARSHTA11_99999970781_79442HumanColorectumMSS7.66e-318.08e-010.294
3735KARSHTA11_99999965062_69753HumanColorectumMSI-H6.22e-111.60e+000.3487
3735KARSHTA11_99999965104_69814HumanColorectumMSS5.17e-085.62e-010.281
3735KARSHTA11_99999971662_82457HumanColorectumMSS2.60e-401.17e+000.3859
3735KARSHTA11_99999973899_84307HumanColorectumMSS2.49e-085.91e-010.2585
3735KARSHTA11_99999974143_84620HumanColorectumMSS5.82e-114.54e-010.3005
3735KARSLZE2THumanEsophagusESCC4.00e-023.32e-010.082
3735KARSLZE4THumanEsophagusESCC3.04e-148.59e-020.0811
3735KARSLZE5THumanEsophagusESCC3.94e-022.59e-020.0514
3735KARSLZE7THumanEsophagusESCC1.26e-053.10e-010.0667
3735KARSLZE8THumanEsophagusESCC5.21e-06-4.63e-020.067
3735KARSLZE20THumanEsophagusESCC3.85e-07-1.93e-030.0662
3735KARSLZE22D1HumanEsophagusHGIN2.46e-03-1.81e-010.0595
3735KARSLZE22THumanEsophagusESCC4.15e-063.11e-010.068
3735KARSLZE24THumanEsophagusESCC2.53e-121.82e-010.0596
3735KARSLZE6THumanEsophagusESCC1.31e-08-5.22e-020.0845
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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:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:1901293ColorectumADnucleoside phosphate biosynthetic process80/3918256/187236.31e-051.05e-0380
GO:0009165ColorectumADnucleotide biosynthetic process79/3918254/187238.33e-051.30e-0379
GO:0006418ColorectumADtRNA aminoacylation for protein translation19/391841/187232.37e-043.03e-0319
GO:0043039ColorectumADtRNA aminoacylation19/391844/187237.13e-047.21e-0319
GO:0043038ColorectumADamino acid activation19/391845/187239.94e-049.28e-0319
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00091171ColorectumSERnucleotide metabolic process122/2897489/187232.50e-081.76e-06122
GO:00067531ColorectumSERnucleoside phosphate metabolic process122/2897497/187236.64e-084.33e-06122
GO:00064181ColorectumSERtRNA aminoacylation for protein translation17/289741/187235.75e-051.35e-0317
GO:00430391ColorectumSERtRNA aminoacylation17/289744/187231.64e-043.12e-0317
GO:00430381ColorectumSERamino acid activation17/289745/187232.25e-043.91e-0317
GO:00091651ColorectumSERnucleotide biosynthetic process58/2897254/187231.21e-031.38e-0258
GO:19012931ColorectumSERnucleoside phosphate biosynthetic process58/2897256/187231.47e-031.59e-0258
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
KARSSNVMissense_Mutationnovelc.470C>Ap.Ala157Glup.A157EQ15046protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
KARSSNVMissense_Mutationnovelc.1798N>Ap.Ala600Thrp.A600TQ15046protein_codingtolerated(0.2)benign(0.017)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
KARSSNVMissense_Mutationnovelc.690N>Cp.Glu230Aspp.E230DQ15046protein_codingdeleterious(0.05)benign(0.007)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KARSinsertionNonsense_Mutationnovelc.1465_1466insAGGGAGAAGAAGTAGACAAACAAAAAAACAAGTAAATAp.Phe489Terp.F489*Q15046protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KARSinsertionFrame_Shift_Insnovelc.308_309insGATCTCACCCAAGp.Tyr104IlefsTer36p.Y104Ifs*36Q15046protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
KARSSNVMissense_Mutationnovelc.1096T>Cp.Cys366Argp.C366RQ15046protein_codingdeleterious(0)probably_damaging(0.913)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
KARSSNVMissense_Mutationnovelc.773N>Ap.Arg258Lysp.R258KQ15046protein_codingdeleterious(0)probably_damaging(0.998)TCGA-VS-A94W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KARSSNVMissense_Mutationc.1003N>Tp.Leu335Phep.L335FQ15046protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
KARSSNVMissense_Mutationc.588A>Tp.Glu196Aspp.E196DQ15046protein_codingtolerated(0.5)benign(0)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KARSSNVMissense_Mutationc.1537N>Tp.Arg513Cysp.R513CQ15046protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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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