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: CCNL1

Gene summary for CCNL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNL1

Gene ID

57018

Gene namecyclin L1
Gene AliasANIA6A
Cytomap3q25.31
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

Q9UK58


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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
57018CCNL1HTA11_6818_2000001021HumanColorectumAD7.64e-03-4.20e-010.0588
57018CCNL1HTA11_99999974143_84620HumanColorectumMSS3.72e-05-3.54e-010.3005
57018CCNL1A015-C-203HumanColorectumFAP2.02e-241.85e-01-0.1294
57018CCNL1A014-C-040HumanColorectumFAP1.91e-035.45e-02-0.1184
57018CCNL1A002-C-201HumanColorectumFAP3.73e-081.25e-010.0324
57018CCNL1A001-C-119HumanColorectumFAP2.48e-032.56e-02-0.1557
57018CCNL1A001-C-108HumanColorectumFAP5.47e-111.71e-01-0.0272
57018CCNL1A002-C-205HumanColorectumFAP2.37e-172.15e-02-0.1236
57018CCNL1A001-C-104HumanColorectumFAP4.85e-022.19e-010.0184
57018CCNL1A015-C-006HumanColorectumFAP2.08e-152.11e-01-0.0994
57018CCNL1A015-C-106HumanColorectumFAP8.53e-061.19e-01-0.0511
57018CCNL1A002-C-114HumanColorectumFAP8.37e-143.32e-03-0.1561
57018CCNL1A015-C-104HumanColorectumFAP1.50e-292.86e-01-0.1899
57018CCNL1A001-C-014HumanColorectumFAP6.25e-123.10e-010.0135
57018CCNL1A002-C-016HumanColorectumFAP1.28e-14-3.30e-020.0521
57018CCNL1A015-C-002HumanColorectumFAP8.92e-092.05e-01-0.0763
57018CCNL1A001-C-203HumanColorectumFAP2.43e-04-1.12e-02-0.0481
57018CCNL1A002-C-116HumanColorectumFAP6.84e-21-3.17e-01-0.0452
57018CCNL1A014-C-008HumanColorectumFAP1.70e-10-6.30e-03-0.191
57018CCNL1A018-E-020HumanColorectumFAP2.04e-171.57e-01-0.2034
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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.

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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:00719007CervixCCregulation of protein serine/threonine kinase activity75/2311359/187232.76e-068.02e-0575
GO:0071900ColorectumADregulation of protein serine/threonine kinase activity98/3918359/187232.18e-031.73e-0298
GO:00719001ColorectumSERregulation of protein serine/threonine kinase activity74/2897359/187235.22e-033.96e-0274
GO:00719002ColorectumMSSregulation of protein serine/threonine kinase activity93/3467359/187232.98e-043.91e-0393
GO:00719003ColorectumFAPregulation of protein serine/threonine kinase activity78/2622359/187233.99e-058.48e-0478
GO:00719004ColorectumCRCregulation of protein serine/threonine kinase activity65/2078359/187234.67e-051.10e-0365
GO:00719008EndometriumAEHregulation of protein serine/threonine kinase activity61/2100359/187236.11e-045.98e-0361
GO:007190013EndometriumEECregulation of protein serine/threonine kinase activity62/2168359/187238.17e-047.61e-0362
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:19040294EsophagusESCCregulation of cyclin-dependent protein kinase activity69/855298/187236.04e-077.91e-0669
GO:00000794EsophagusESCCregulation of cyclin-dependent protein serine/threonine kinase activity66/855294/187231.24e-061.53e-0566
GO:00719005LiverNAFLDregulation of protein serine/threonine kinase activity51/1882359/187237.17e-034.96e-0251
GO:007190011LiverCirrhoticregulation of protein serine/threonine kinase activity110/4634359/187236.19e-033.08e-02110
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:0000079LiverHCCregulation of cyclin-dependent protein serine/threonine kinase activity55/795894/187231.25e-036.91e-0355
GO:1904029LiverHCCregulation of cyclin-dependent protein kinase activity57/795898/187231.26e-036.92e-0357
GO:00719006LungIACregulation of protein serine/threonine kinase activity71/2061359/187236.33e-073.72e-0571
GO:007190012LungAISregulation of protein serine/threonine kinase activity61/1849359/187231.76e-056.17e-0461
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:19040293Oral cavityOSCCregulation of cyclin-dependent protein kinase activity60/730598/187236.90e-067.56e-0560
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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
CCNL1SNVMissense_Mutationnovelc.168N>Ap.His56Glnp.H56QQ9UK58protein_codingdeleterious(0)benign(0.312)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
CCNL1deletionIn_Frame_Delc.144_152delNNNNNNNNNp.Glu49_Ser51delp.E49_S51delQ9UK58protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CCNL1insertionFrame_Shift_Insnovelc.1052_1053insTGCCATTAAGATACTGTATGTCCAGAACp.Lys351AsnfsTer16p.K351Nfs*16Q9UK58protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCNL1SNVMissense_Mutationc.511N>Ap.Asp171Asnp.D171NQ9UK58protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCNL1SNVMissense_Mutationc.1552N>Gp.Arg518Glyp.R518GQ9UK58protein_codingdeleterious(0.05)benign(0.09)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CCNL1SNVMissense_Mutationrs749964157c.1199N>Ap.Arg400Glnp.R400QQ9UK58protein_codingtolerated(0.17)benign(0.054)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCNL1SNVMissense_Mutationc.1495C>Tp.Arg499Cysp.R499CQ9UK58protein_codingdeleterious(0)possibly_damaging(0.513)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CCNL1SNVMissense_Mutationc.790C>Tp.Arg264Cysp.R264CQ9UK58protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CCNL1SNVMissense_Mutationc.121C>Ap.Leu41Metp.L41MQ9UK58protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CCNL1SNVMissense_Mutationc.959N>Cp.Leu320Serp.L320SQ9UK58protein_codingdeleterious(0.03)possibly_damaging(0.621)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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