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: KNL1

Gene summary for KNL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KNL1

Gene ID

57082

Gene namekinetochore scaffold 1
Gene AliasAF15Q14
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q8NG31


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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
57082KNL1HSIL_HPV_2HumanCervixHSIL_HPV4.38e-031.79e-010.0208
57082KNL1CCI_1HumanCervixCC3.54e-026.86e-010.528
57082KNL1CCI_2HumanCervixCC1.17e-171.21e+000.5249
57082KNL1sample3HumanCervixCC1.29e-031.12e-010.1387
57082KNL1T3HumanCervixCC1.16e-041.24e-010.1389
57082KNL1HCC2HumanLiverHCC5.93e-122.79e+000.5341
57082KNL1HCC5HumanLiverHCC1.19e-051.38e+000.4932
57082KNL1S014HumanLiverHCC7.44e-072.23e-010.2254
57082KNL1S015HumanLiverHCC1.71e-042.04e-010.2375
57082KNL1S016HumanLiverHCC2.02e-041.90e-010.2243
57082KNL1S028HumanLiverHCC2.76e-104.71e-010.2503
57082KNL1S029HumanLiverHCC3.09e-093.97e-010.2581
57082KNL1ATC12HumanThyroidATC1.21e-032.61e-010.34
57082KNL1ATC13HumanThyroidATC5.14e-031.39e-010.34
57082KNL1ATC2HumanThyroidATC3.34e-119.98e-010.34
57082KNL1ATC4HumanThyroidATC1.06e-083.32e-010.34
57082KNL1ATC5HumanThyroidATC2.41e-032.49e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:0098813LiverHCCnuclear chromosome segregation157/7958281/187233.82e-064.95e-05157
GO:00345021LiverHCCprotein localization to chromosome55/795892/187236.12e-043.82e-0355
GO:001605023ThyroidATCvesicle organization166/6293300/187236.14e-153.92e-13166
GO:000705913ThyroidATCchromosome segregation183/6293346/187238.03e-144.23e-12183
GO:009881312ThyroidATCnuclear chromosome segregation145/6293281/187233.06e-108.61e-09145
GO:003450212ThyroidATCprotein localization to chromosome52/629392/187235.21e-065.61e-0552
GO:00086083ThyroidATCattachment of spindle microtubules to kinetochore23/629335/187231.03e-047.41e-0423
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041106CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa0411013CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
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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
KNL1SNVMissense_Mutationc.2334N>Ap.Met778Ilep.M778IQ8NG31protein_codingtolerated(0.83)benign(0)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
KNL1SNVMissense_Mutationc.6340G>Cp.Asp2114Hisp.D2114HQ8NG31protein_codingdeleterious(0.01)possibly_damaging(0.789)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KNL1SNVMissense_Mutationc.2494G>Cp.Glu832Glnp.E832QQ8NG31protein_codingdeleterious(0.03)possibly_damaging(0.55)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KNL1SNVMissense_Mutationnovelc.3419C>Ap.Ser1140Tyrp.S1140YQ8NG31protein_codingtolerated(0.05)possibly_damaging(0.847)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KNL1SNVMissense_Mutationc.1479N>Gp.Asp493Glup.D493EQ8NG31protein_codingtolerated(0.22)benign(0.391)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KNL1SNVMissense_Mutationc.6516G>Cp.Lys2172Asnp.K2172NQ8NG31protein_codingtolerated(0.34)benign(0.063)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KNL1SNVMissense_Mutationc.2509N>Gp.Ser837Glyp.S837GQ8NG31protein_codingtolerated(0.25)benign(0.001)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KNL1SNVMissense_Mutationc.2719N>Cp.Glu907Glnp.E907QQ8NG31protein_codingdeleterious(0.03)possibly_damaging(0.7)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
KNL1SNVMissense_Mutationnovelc.5311G>Cp.Glu1771Glnp.E1771QQ8NG31protein_codingdeleterious(0.02)benign(0.082)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KNL1insertionNonsense_Mutationnovelc.5445_5446insTGGTGGAAATAGATAACGAAAGTGCCCTp.Asp1816TrpfsTer4p.D1816Wfs*4Q8NG31protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=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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