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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CKLF

Gene summary for CKLF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CKLF

Gene ID

51192

Gene namechemokine like factor
Gene AliasC32
Cytomap16q21
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q9UBR5


Top

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
51192CKLFGSM4909281HumanBreastIDC9.48e-052.88e-010.21
51192CKLFGSM4909282HumanBreastIDC7.51e-326.00e-01-0.0288
51192CKLFGSM4909291HumanBreastIDC1.14e-022.57e-010.1753
51192CKLFGSM4909297HumanBreastIDC2.51e-052.19e-020.1517
51192CKLFGSM4909301HumanBreastIDC1.08e-164.83e-010.1577
51192CKLFGSM4909311HumanBreastIDC1.45e-12-1.33e-010.1534
51192CKLFGSM4909312HumanBreastIDC2.77e-069.95e-020.1552
51192CKLFGSM4909319HumanBreastIDC2.07e-18-3.29e-020.1563
51192CKLFGSM4909320HumanBreastIDC3.89e-031.79e-010.1575
51192CKLFGSM4909321HumanBreastIDC3.01e-071.32e-010.1559
51192CKLFbrca2HumanBreastPrecancer9.33e-031.96e-01-0.024
51192CKLFM2HumanBreastIDC4.13e-033.22e-010.21
51192CKLFNCCBC11HumanBreastDCIS9.75e-042.08e-010.1232
51192CKLFNCCBC14HumanBreastDCIS3.65e-025.39e-030.2021
51192CKLFNCCBC3HumanBreastDCIS4.10e-245.96e-010.1198
51192CKLFNCCBC5HumanBreastDCIS1.37e-062.82e-010.2046
51192CKLFP1HumanBreastIDC1.18e-046.75e-030.1527
51192CKLFP2HumanBreastIDC1.31e-022.17e-010.21
51192CKLFDCIS2HumanBreastDCIS3.37e-406.20e-020.0085
51192CKLFCA_HPV_1HumanCervixCC1.67e-03-7.47e-020.0264
Page: 1 2 3 4 5 6 7 8 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00716217BreastPrecancergranulocyte chemotaxis23/1080125/187236.73e-072.77e-0523
GO:00975307BreastPrecancergranulocyte migration24/1080148/187234.04e-061.26e-0424
GO:00305937BreastPrecancerneutrophil chemotaxis19/1080103/187235.94e-061.71e-0419
GO:19902665BreastPrecancerneutrophil migration20/1080122/187232.13e-054.99e-0420
GO:00482463BreastPrecancermacrophage chemotaxis9/108038/187232.44e-043.66e-039
GO:19055173BreastPrecancermacrophage migration11/108055/187232.57e-043.83e-0311
GO:00716744BreastPrecancermononuclear cell migration24/1080196/187234.03e-045.44e-0324
GO:007162111BreastIDCgranulocyte chemotaxis26/1434125/187232.36e-069.30e-0526
GO:005090011BreastIDCleukocyte migration54/1434369/187233.10e-061.15e-0454
GO:009752911BreastIDCmyeloid leukocyte migration37/1434220/187234.65e-061.62e-0437
GO:003059511BreastIDCleukocyte chemotaxis38/1434230/187235.36e-061.76e-0438
GO:003059311BreastIDCneutrophil chemotaxis22/1434103/187238.82e-062.50e-0422
GO:006032611BreastIDCcell chemotaxis46/1434310/187231.13e-053.08e-0446
GO:009753011BreastIDCgranulocyte migration27/1434148/187231.98e-054.88e-0427
GO:199026611BreastIDCneutrophil migration23/1434122/187234.67e-051.04e-0323
GO:007167411BreastIDCmononuclear cell migration29/1434196/187234.68e-046.26e-0329
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CKLFSNVMissense_Mutationnovelc.430C>Tp.Pro144Serp.P144SQ9UBR5protein_codingtolerated_low_confidence(1)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CKLFSNVMissense_Mutationc.156N>Tp.Glu52Aspp.E52DQ9UBR5protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
CKLFinsertionFrame_Shift_Insnovelc.192_193insTTp.Leu65PhefsTer7p.L65Ffs*7Q9UBR5protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
CKLFinsertionNonsense_Mutationnovelc.194_195insGAGGGTTTAGGTGAGp.Arg66_Leu67insValTerValSerArgp.R66_L67insV*VSRQ9UBR5protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
CKLFinsertionNonsense_Mutationnovelc.420_421insGCTGTGTTACACTGGTGACTCATATTATGCTGCTTTp.Tyr140_Gln141insAlaValLeuHisTrpTerLeuIleLeuCysCysPhep.Y140_Q141insAVLHW*LILCCFQ9UBR5protein_codingTCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CKLFinsertionFrame_Shift_Insrs754415052c.439_440insAp.Glu150ArgfsTer12p.E150Rfs*12Q9UBR5protein_codingTCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CKLFSNVMissense_Mutationc.313N>Gp.Thr105Alap.T105AQ9UBR5protein_codingtolerated(0.57)benign(0.255)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CKLFSNVMissense_Mutationc.273N>Ap.Met91Ilep.M91IQ9UBR5protein_codingdeleterious(0.03)benign(0.059)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CKLFSNVMissense_Mutationnovelc.121N>Tp.Ala41Serp.A41SQ9UBR5protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CKLFSNVMissense_Mutationrs372959958c.32N>Ap.Arg11Hisp.R11HQ9UBR5protein_codingdeleterious(0.03)probably_damaging(0.929)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1