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: CCL27

Gene summary for CCL27

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCL27

Gene ID

10850

Gene nameC-C motif chemokine ligand 27
Gene AliasALP
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q5VZ77


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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
10850CCL27P1_S1_AKHumanSkinAK2.57e-12-5.11e-01-0.3399
10850CCL27P2_S3_AKHumanSkinAK2.60e-14-5.82e-01-0.3287
10850CCL27P2_S4_SCCISHumanSkinSCCIS8.38e-09-4.46e-01-0.3043
10850CCL27P3_S6_AKHumanSkinAK5.00e-02-4.02e-01-0.3256
10850CCL27P4_S8_cSCCHumanSkincSCC3.64e-044.13e-01-0.3095
10850CCL27P5_S10_cSCCHumanSkincSCC5.40e-24-6.11e-01-0.299
10850CCL27P10_cSCCHumanSkincSCC5.49e-04-1.32e-010.1017
10850CCL27cSCC_p1HumanSkincSCC2.14e-521.05e+00-0.1916
10850CCL27cSCC_p11HumanSkincSCC3.85e-389.00e-01-0.2102
10850CCL27cSCC_p3HumanSkincSCC7.20e-23-6.18e-01-0.2085
10850CCL27cSCC_p4HumanSkincSCC8.59e-217.68e-01-0.2022
10850CCL27cSCC_p7HumanSkincSCC3.69e-218.08e-01-0.2332
10850CCL27cSCC_p8HumanSkincSCC1.52e-124.89e-01-0.1971
10850CCL27cSCC_p9HumanSkincSCC5.98e-215.86e-01-0.1991
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003297028SkinAKregulation of actin filament-based process76/1910397/187234.61e-082.37e-0676
GO:003295628SkinAKregulation of actin cytoskeleton organization66/1910358/187231.40e-064.26e-0566
GO:00509205SkinAKregulation of chemotaxis46/1910223/187232.56e-066.91e-0546
GO:00321038SkinAKpositive regulation of response to external stimulus74/1910427/187233.63e-069.07e-0574
GO:00509217SkinAKpositive regulation of chemotaxis31/1910141/187232.92e-055.02e-0431
GO:005090015SkinAKleukocyte migration63/1910369/187233.00e-055.15e-0463
GO:00726784SkinAKT cell migration18/191066/187237.51e-051.06e-0318
GO:000268516SkinAKregulation of leukocyte migration40/1910210/187237.55e-051.06e-0340
GO:00716759SkinAKregulation of mononuclear cell migration26/1910115/187237.60e-051.07e-0326
GO:000268716SkinAKpositive regulation of leukocyte migration29/1910135/187238.10e-051.11e-0329
GO:000268815SkinAKregulation of leukocyte chemotaxis27/1910122/187238.24e-051.13e-0327
GO:005149525SkinAKpositive regulation of cytoskeleton organization42/1910226/187239.07e-051.23e-0342
GO:006032610SkinAKcell chemotaxis53/1910310/187231.20e-041.50e-0353
GO:003059510SkinAKleukocyte chemotaxis42/1910230/187231.36e-041.68e-0342
GO:00026909SkinAKpositive regulation of leukocyte chemotaxis22/191094/187231.55e-041.84e-0322
GO:01401312SkinAKpositive regulation of lymphocyte chemotaxis8/191019/187233.11e-043.19e-038
GO:0010820SkinAKpositive regulation of T cell chemotaxis7/191015/187233.49e-043.48e-037
GO:20004064SkinAKpositive regulation of T cell migration10/191029/187233.86e-043.70e-0310
GO:003153219SkinAKactin cytoskeleton reorganization23/1910107/187234.20e-044.00e-0323
GO:20004034SkinAKpositive regulation of lymphocyte migration11/191035/187234.96e-044.58e-0311
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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
CCL27SNVMissense_Mutationnovelc.243N>Tp.Gln81Hisp.Q81HQ9Y4X3protein_codingtolerated(0.7)probably_damaging(0.969)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCL27SNVMissense_Mutationrs754147532c.220C>Tp.Arg74Cysp.R74CQ9Y4X3protein_codingdeleterious(0)probably_damaging(0.968)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCL27SNVMissense_Mutationc.301N>Ap.Pro101Thrp.P101TQ9Y4X3protein_codingtolerated_low_confidence(0.08)benign(0.217)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCL27SNVMissense_Mutationrs777698595c.116N>Ap.Arg39Glnp.R39QQ9Y4X3protein_codingtolerated(0.15)benign(0.082)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
CCL27SNVMissense_Mutationnovelc.266N>Cp.Phe89Serp.F89SQ9Y4X3protein_codingdeleterious(0.03)possibly_damaging(0.856)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CCL27SNVMissense_Mutationrs777698595c.116N>Ap.Arg39Glnp.R39QQ9Y4X3protein_codingtolerated(0.15)benign(0.082)TCGA-56-A5DR-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
CCL27SNVMissense_Mutationc.95N>Tp.Ala32Valp.A32VQ9Y4X3protein_codingdeleterious(0)benign(0.098)TCGA-BR-8680-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
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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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