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: ZFP36L1

Gene summary for ZFP36L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZFP36L1

Gene ID

677

Gene nameZFP36 ring finger protein like 1
Gene AliasBRF1
Cytomap14q24.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R658


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
677ZFP36L1GSM4909282HumanBreastIDC3.52e-083.46e-01-0.0288
677ZFP36L1GSM4909286HumanBreastIDC1.42e-19-4.98e-010.1081
677ZFP36L1GSM4909291HumanBreastIDC1.05e-06-5.37e-010.1753
677ZFP36L1GSM4909293HumanBreastIDC3.04e-103.51e-010.1581
677ZFP36L1GSM4909294HumanBreastIDC2.00e-10-3.84e-010.2022
677ZFP36L1GSM4909296HumanBreastIDC3.09e-09-2.56e-010.1524
677ZFP36L1GSM4909297HumanBreastIDC2.95e-19-5.70e-010.1517
677ZFP36L1GSM4909299HumanBreastIDC1.10e-244.83e-010.035
677ZFP36L1GSM4909301HumanBreastIDC6.09e-18-6.47e-010.1577
677ZFP36L1GSM4909304HumanBreastIDC6.01e-10-4.80e-010.1636
677ZFP36L1GSM4909305HumanBreastIDC1.69e-104.22e-010.0436
677ZFP36L1GSM4909306HumanBreastIDC4.08e-032.88e-010.1564
677ZFP36L1GSM4909308HumanBreastIDC1.85e-021.12e-010.158
677ZFP36L1GSM4909309HumanBreastIDC3.02e-041.28e-010.0483
677ZFP36L1GSM4909311HumanBreastIDC2.53e-42-5.62e-010.1534
677ZFP36L1GSM4909312HumanBreastIDC7.72e-05-1.86e-010.1552
677ZFP36L1GSM4909313HumanBreastIDC4.73e-113.12e-010.0391
677ZFP36L1GSM4909315HumanBreastIDC1.63e-03-1.08e-010.21
677ZFP36L1GSM4909316HumanBreastIDC3.23e-02-3.42e-010.21
677ZFP36L1GSM4909317HumanBreastIDC2.66e-043.02e-010.1355
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

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
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
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.

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:0031098111ThyroidPTCstress-activated protein kinase signaling cascade113/5968247/187233.16e-064.10e-05113
GO:00314406ThyroidPTCregulation of mRNA 3'-end processing21/596828/187233.46e-064.46e-0521
GO:003424916ThyroidPTCnegative regulation of cellular amide metabolic process122/5968273/187235.50e-066.64e-05122
GO:0071364111ThyroidPTCcellular response to epidermal growth factor stimulus29/596845/187237.13e-068.38e-0529
GO:0051403111ThyroidPTCstress-activated MAPK cascade108/5968239/187231.02e-051.13e-04108
GO:0030099113ThyroidPTCmyeloid cell differentiation160/5968381/187231.75e-051.82e-04160
GO:0071453112ThyroidPTCcellular response to oxygen levels83/5968177/187232.01e-052.04e-0483
GO:00459307ThyroidPTCnegative regulation of mitotic cell cycle105/5968235/187232.41e-052.39e-04105
GO:19019917ThyroidPTCnegative regulation of mitotic cell cycle phase transition83/5968179/187233.34e-053.17e-0483
GO:000189224ThyroidPTCembryonic placenta development44/596882/187233.51e-053.30e-0444
GO:004544418ThyroidPTCfat cell differentiation102/5968229/187233.66e-053.40e-04102
GO:001714815ThyroidPTCnegative regulation of translation108/5968245/187233.75e-053.48e-04108
GO:0009743113ThyroidPTCresponse to carbohydrate111/5968253/187233.77e-053.48e-04111
GO:0061458112ThyroidPTCreproductive system development173/5968427/187238.70e-057.23e-04173
GO:0034612111ThyroidPTCresponse to tumor necrosis factor109/5968253/187231.08e-048.69e-04109
GO:0036294112ThyroidPTCcellular response to decreased oxygen levels74/5968161/187231.23e-049.75e-0474
GO:00082985ThyroidPTCintracellular mRNA localization11/596813/187231.34e-041.05e-0311
GO:0048608111ThyroidPTCreproductive structure development170/5968424/187231.86e-041.41e-03170
GO:00109486ThyroidPTCnegative regulation of cell cycle process122/5968294/187232.94e-042.08e-03122
GO:0001890112ThyroidPTCplacenta development66/5968144/187233.06e-042.14e-0366
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0421814BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0421824BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0421834BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0421844BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa0421854BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa042181ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa042182ColorectumMSSCellular senescence52/1875156/84657.87e-045.07e-033.11e-0352
hsa042183ColorectumMSSCellular senescence52/1875156/84657.87e-045.07e-033.11e-0352
hsa042184ColorectumFAPCellular senescence42/1404156/84656.79e-044.63e-032.82e-0342
hsa042185ColorectumFAPCellular senescence42/1404156/84656.79e-044.63e-032.82e-0342
hsa0421816EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421817EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421825EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0421835EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0421828EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa04218111EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
Page: 1 2 3 

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
ZFP36L1SNVMissense_Mutationnovelc.506N>Cp.Tyr169Serp.Y169SQ07352protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZFP36L1SNVMissense_Mutationnovelc.34N>Ap.Asp12Asnp.D12NQ07352protein_codingdeleterious(0)benign(0.114)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZFP36L1deletionIn_Frame_Delc.526_528delNNNp.Ile176delp.I176delQ07352protein_codingTCGA-A2-A0T4-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
ZFP36L1insertionFrame_Shift_Insnovelc.125_126insGp.Thr43HisfsTer32p.T43Hfs*32Q07352protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZFP36L1insertionFrame_Shift_Insnovelc.907_908insGp.Glu303GlyfsTer36p.E303Gfs*36Q07352protein_codingTCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZFP36L1deletionFrame_Shift_Delc.943_989delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Gly315GlnfsTer8p.G315Qfs*8Q07352protein_codingTCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZFP36L1insertionFrame_Shift_Insnovelc.677_678insAGCCCCACGTCCATp.Thr227AlafsTer11p.T227Afs*11Q07352protein_codingTCGA-BH-A0B0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZFP36L1insertionFrame_Shift_Insnovelc.98_99insGp.Cys34LeufsTer41p.C34Lfs*41Q07352protein_codingTCGA-GM-A2DC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyxelodaCR
ZFP36L1deletionFrame_Shift_Delnovelc.345_375delCAAGACGGAGCTGTGCCGCCCCTTTGAGGAAp.Tyr115Terp.Y115*Q07352protein_codingTCGA-LD-A7W6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyletrozoleSD
ZFP36L1SNVMissense_Mutationnovelc.476N>Ap.Arg159Hisp.R159HQ07352protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
Page: 1 2 3 4 5 6 7 

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