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: KLC3

Gene summary for KLC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLC3

Gene ID

147700

Gene namekinesin light chain 3
Gene AliasKLC2
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R0V3


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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
147700KLC3LZE4THumanEsophagusESCC3.71e-144.47e-010.0811
147700KLC3LZE7THumanEsophagusESCC9.60e-042.23e-010.0667
147700KLC3LZE24THumanEsophagusESCC1.36e-154.58e-010.0596
147700KLC3P1T-EHumanEsophagusESCC4.47e-022.16e-010.0875
147700KLC3P2T-EHumanEsophagusESCC1.12e-091.45e-010.1177
147700KLC3P4T-EHumanEsophagusESCC2.32e-082.61e-010.1323
147700KLC3P5T-EHumanEsophagusESCC3.29e-295.67e-010.1327
147700KLC3P8T-EHumanEsophagusESCC4.18e-132.44e-010.0889
147700KLC3P10T-EHumanEsophagusESCC1.58e-286.19e-010.116
147700KLC3P11T-EHumanEsophagusESCC4.77e-146.31e-010.1426
147700KLC3P12T-EHumanEsophagusESCC3.63e-551.01e+000.1122
147700KLC3P15T-EHumanEsophagusESCC1.23e-123.81e-010.1149
147700KLC3P16T-EHumanEsophagusESCC1.79e-111.67e-010.1153
147700KLC3P17T-EHumanEsophagusESCC3.08e-197.37e-010.1278
147700KLC3P20T-EHumanEsophagusESCC2.38e-061.59e-010.1124
147700KLC3P21T-EHumanEsophagusESCC1.24e-245.37e-010.1617
147700KLC3P22T-EHumanEsophagusESCC1.67e-306.58e-010.1236
147700KLC3P23T-EHumanEsophagusESCC9.40e-165.55e-010.108
147700KLC3P24T-EHumanEsophagusESCC2.62e-102.30e-010.1287
147700KLC3P26T-EHumanEsophagusESCC5.40e-509.83e-010.1276
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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
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
∗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:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:000808810EsophagusESCCaxo-dendritic transport58/855275/187232.09e-084.02e-0758
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:003070510Oral cavityOSCCcytoskeleton-dependent intracellular transport113/7305195/187236.03e-081.09e-06113
GO:00109706Oral cavityOSCCtransport along microtubule88/7305155/187235.35e-066.02e-0588
GO:00080889Oral cavityOSCCaxo-dendritic transport46/730575/187237.44e-055.81e-0446
GO:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:003070516Oral cavityLPcytoskeleton-dependent intracellular transport68/4623195/187238.92e-047.64e-0368
GO:001097012Oral cavityLPtransport along microtubule56/4623155/187239.49e-048.04e-0356
GO:000808815Oral cavityLPaxo-dendritic transport30/462375/187232.42e-031.73e-0230
GO:003070524SkincSCCcytoskeleton-dependent intracellular transport77/4864195/187232.32e-052.67e-0477
GO:001097014SkincSCCtransport along microtubule58/4864155/187231.09e-037.24e-0358
GO:000808817SkincSCCaxo-dendritic transport32/486475/187231.22e-037.92e-0332
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05012310EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0502038EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0501230Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
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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
KLC3SNVMissense_Mutationrs541951781c.50N>Ap.Arg17Hisp.R17HQ6P597protein_codingdeleterious(0.03)possibly_damaging(0.511)TCGA-A2-A3XS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
KLC3SNVMissense_Mutationc.745N>Ap.Ala249Thrp.A249TQ6P597protein_codingdeleterious(0)benign(0.378)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLC3SNVMissense_Mutationrs762151883c.617G>Ap.Arg206Hisp.R206HQ6P597protein_codingdeleterious(0.04)probably_damaging(0.962)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLC3SNVMissense_Mutationnovelc.733N>Gp.His245Aspp.H245DQ6P597protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
KLC3SNVMissense_Mutationc.403N>Cp.Glu135Glnp.E135QQ6P597protein_codingtolerated(1)benign(0.009)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
KLC3SNVMissense_Mutationrs369849969c.677N>Tp.Ala226Valp.A226VQ6P597protein_codingdeleterious(0)benign(0.232)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KLC3SNVMissense_Mutationrs769289827c.250N>Ap.Glu84Lysp.E84KQ6P597protein_codingdeleterious(0)possibly_damaging(0.647)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KLC3SNVMissense_Mutationrs762151883c.617G>Ap.Arg206Hisp.R206HQ6P597protein_codingdeleterious(0.04)probably_damaging(0.962)TCGA-F4-6463-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
KLC3SNVMissense_Mutationc.1021C>Ap.Leu341Metp.L341MQ6P597protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLC3SNVMissense_Mutationrs775194648c.221N>Tp.Ser74Leup.S74LQ6P597protein_codingdeleterious(0.02)benign(0.028)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<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
147700KLC3NAgemcitabineGEMCITABINE
147700KLC3NAPlatinum compounds19434073,22188361,29662106,22026922,21449681
147700KLC3NAplatinumPLATINUM19434073,22188361,29662106,22026922,21449681
147700KLC3NAoxaliplatinOXALIPLATIN19434073,22188361,29662106,22026922,21449681
147700KLC3NAcisplatinCISPLATIN19434073,22188361,29662106,22026922,21449681
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