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: QKI

Gene summary for QKI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

QKI

Gene ID

9444

Gene nameQKI, KH domain containing RNA binding
Gene AliasHqk
Cytomap6q26
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96PU8


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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
9444QKICA_HPV_1HumanCervixCC1.17e-051.66e-010.0264
9444QKICCI_1HumanCervixCC6.11e-046.94e-010.528
9444QKICCI_2HumanCervixCC2.92e-091.10e+000.5249
9444QKICCI_3HumanCervixCC2.25e-036.76e-010.516
9444QKIAEH-subject1HumanEndometriumAEH2.35e-296.44e-01-0.3059
9444QKIAEH-subject2HumanEndometriumAEH2.01e-113.83e-01-0.2525
9444QKIAEH-subject3HumanEndometriumAEH1.72e-134.15e-01-0.2576
9444QKIAEH-subject4HumanEndometriumAEH1.69e-317.80e-01-0.2657
9444QKIAEH-subject5HumanEndometriumAEH1.06e-287.60e-01-0.2953
9444QKIEEC-subject1HumanEndometriumEEC1.08e-246.42e-01-0.2682
9444QKIEEC-subject2HumanEndometriumEEC8.15e-052.55e-01-0.2607
9444QKIEEC-subject3HumanEndometriumEEC2.77e-162.13e-01-0.2525
9444QKIEEC-subject4HumanEndometriumEEC2.88e-042.40e-01-0.2571
9444QKIGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.51e-211.10e-01-0.1869
9444QKIGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.21e-164.35e-02-0.1875
9444QKIGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.14e-221.92e-02-0.1883
9444QKIGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.77e-163.58e-01-0.1934
9444QKIGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.35e-242.71e-02-0.1917
9444QKIGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.92e-21-5.32e-02-0.1916
9444QKILZE4THumanEsophagusESCC5.64e-06-9.85e-020.0811
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:004348410CervixCCregulation of RNA splicing42/2311148/187231.25e-076.24e-0642
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:004802410CervixCCregulation of mRNA splicing, via spliceosome28/2311101/187232.41e-054.19e-0428
GO:00512368CervixCCestablishment of RNA localization39/2311166/187234.76e-057.25e-0439
GO:00506578CervixCCnucleic acid transport38/2311163/187237.06e-059.85e-0438
GO:00506588CervixCCRNA transport38/2311163/187237.06e-059.85e-0438
GO:00506849CervixCCregulation of mRNA processing33/2311137/187231.06e-041.35e-0333
GO:00015704CervixCCvasculogenesis22/231180/187231.97e-042.26e-0322
GO:000640310CervixCCRNA localization43/2311201/187232.00e-042.29e-0343
GO:00510284CervixCCmRNA transport31/2311130/187232.05e-042.33e-0331
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:00159318CervixCCnucleobase-containing compound transport43/2311222/187231.72e-031.30e-0243
GO:000037710CervixCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile55/2311320/187236.71e-033.70e-0255
GO:000039810CervixCCmRNA splicing, via spliceosome55/2311320/187236.71e-033.70e-0255
GO:000037510CervixCCRNA splicing, via transesterification reactions55/2311324/187238.61e-034.44e-0255
GO:000838016EndometriumAEHRNA splicing111/2100434/187232.42e-171.12e-14111
GO:004348416EndometriumAEHregulation of RNA splicing55/2100148/187231.28e-165.49e-1455
GO:000037515EndometriumAEHRNA splicing, via transesterification reactions88/2100324/187231.11e-153.91e-1388
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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
QKISNVMissense_Mutationc.766N>Gp.Arg256Glyp.R256GQ96PU8protein_codingtolerated(0.4)benign(0.351)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
QKISNVMissense_Mutationrs777858938c.956N>Ap.Arg319Glnp.R319QQ96PU8protein_codingtolerated(0.08)benign(0.007)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
QKISNVMissense_Mutationc.169N>Cp.Tyr57Hisp.Y57HQ96PU8protein_codingdeleterious(0)possibly_damaging(0.827)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
QKISNVMissense_Mutationc.938C>Tp.Ala313Valp.A313VQ96PU8protein_codingdeleterious(0.01)benign(0.119)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
QKISNVMissense_Mutationnovelc.640N>Tp.Leu214Phep.L214FQ96PU8protein_codingtolerated(0.36)benign(0.24)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
QKISNVMissense_Mutationc.889N>Ap.Ala297Thrp.A297TQ96PU8protein_codingtolerated(0.16)possibly_damaging(0.78)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
QKISNVMissense_Mutationrs777858938c.956N>Ap.Arg319Glnp.R319QQ96PU8protein_codingtolerated(0.08)benign(0.007)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
QKISNVMissense_Mutationrs779943694c.989G>Ap.Arg330Lysp.R330KQ96PU8protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.991)TCGA-F4-6809-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
QKISNVMissense_Mutationrs142647102c.725N>Ap.Arg242Hisp.R242HQ96PU8protein_codingtolerated(0.06)possibly_damaging(0.769)TCGA-EI-7002-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyirinotecan+5-fluorouracilimSD
QKISNVMissense_Mutationc.1000N>Ap.Ala334Thrp.A334TQ96PU8protein_codingtolerated_low_confidence(0.49)probably_damaging(0.972)TCGA-EI-7002-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyirinotecan+5-fluorouracilimSD
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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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