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: KLC4

Gene summary for KLC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLC4

Gene ID

89953

Gene namekinesin light chain 4
Gene AliasKNSL8
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024RCZ8


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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
89953KLC4HTA11_2487_2000001011HumanColorectumSER1.32e-094.88e-01-0.1808
89953KLC4HTA11_1938_2000001011HumanColorectumAD8.84e-033.58e-01-0.0811
89953KLC4HTA11_347_2000001011HumanColorectumAD1.05e-297.46e-01-0.1954
89953KLC4HTA11_411_2000001011HumanColorectumSER1.72e-028.67e-01-0.2602
89953KLC4HTA11_2112_2000001011HumanColorectumSER7.97e-046.79e-01-0.2196
89953KLC4HTA11_3361_2000001011HumanColorectumAD1.41e-054.81e-01-0.1207
89953KLC4HTA11_83_2000001011HumanColorectumSER3.75e-096.46e-01-0.1526
89953KLC4HTA11_696_2000001011HumanColorectumAD1.45e-216.55e-01-0.1464
89953KLC4HTA11_866_2000001011HumanColorectumAD1.31e-053.24e-01-0.1001
89953KLC4HTA11_1391_2000001011HumanColorectumAD6.39e-084.70e-01-0.059
89953KLC4HTA11_5212_2000001011HumanColorectumAD1.29e-035.99e-01-0.2061
89953KLC4HTA11_5216_2000001011HumanColorectumSER7.78e-035.94e-01-0.1462
89953KLC4HTA11_546_2000001011HumanColorectumAD1.21e-076.27e-01-0.0842
89953KLC4HTA11_8622_2000001021HumanColorectumSER1.20e-023.54e-010.0528
89953KLC4HTA11_10623_2000001011HumanColorectumAD4.21e-034.13e-01-0.0177
89953KLC4HTA11_6818_2000001011HumanColorectumAD9.96e-034.53e-010.0112
89953KLC4HTA11_99999965104_69814HumanColorectumMSS1.32e-032.70e-010.281
89953KLC4HTA11_99999971662_82457HumanColorectumMSS2.32e-115.47e-010.3859
89953KLC4A002-C-116HumanColorectumFAP1.61e-02-1.48e-01-0.0452
89953KLC4NAFLD1HumanLiverNAFLD4.04e-034.79e-01-0.04
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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
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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050201ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa050122ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa050202ColorectumSERPrion disease119/1580273/84654.61e-223.06e-202.22e-20119
hsa050162ColorectumSERHuntington disease127/1580306/84653.29e-211.37e-199.92e-20127
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
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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
KLC4SNVMissense_Mutationc.1125A>Tp.Glu375Aspp.E375DQ9NSK0protein_codingdeleterious(0)probably_damaging(0.977)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
KLC4SNVMissense_Mutationrs557603845c.1480C>Tp.Arg494Cysp.R494CQ9NSK0protein_codingdeleterious(0)probably_damaging(0.932)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
KLC4SNVMissense_Mutationc.275C>Tp.Ser92Phep.S92FQ9NSK0protein_codingdeleterious(0.03)probably_damaging(0.994)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
KLC4SNVMissense_Mutationnovelc.634N>Tp.Gly212Cysp.G212CQ9NSK0protein_codingdeleterious(0)probably_damaging(0.917)TCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KLC4SNVMissense_Mutationnovelc.1557N>Gp.Ile519Metp.I519MQ9NSK0protein_codingtolerated(0.05)possibly_damaging(0.515)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
KLC4SNVMissense_Mutationrs368025562c.1534C>Tp.Arg512Trpp.R512WQ9NSK0protein_codingdeleterious(0.02)benign(0.011)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLC4SNVMissense_Mutationnovelc.1174N>Cp.Asp392Hisp.D392HQ9NSK0protein_codingtolerated(0.08)probably_damaging(0.998)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLC4SNVMissense_Mutationrs201506218c.79N>Tp.Arg27Trpp.R27WQ9NSK0protein_codingdeleterious_low_confidence(0)possibly_damaging(0.736)TCGA-AA-3695-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
KLC4SNVMissense_Mutationrs372388180c.542N>Tp.Ser181Leup.S181LQ9NSK0protein_codingtolerated(0.17)benign(0.012)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
KLC4SNVMissense_Mutationnovelc.580N>Tp.Asp194Tyrp.D194YQ9NSK0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=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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