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: CCL26

Gene summary for CCL26

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCL26

Gene ID

10344

Gene nameC-C motif chemokine ligand 26
Gene AliasIMAC
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9Y258


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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
10344CCL26P4T-EHumanEsophagusESCC2.70e-291.80e+000.1323
10344CCL26P5T-EHumanEsophagusESCC1.31e-191.32e+000.1327
10344CCL26P9T-EHumanEsophagusESCC2.74e-259.98e-010.1131
10344CCL26P12T-EHumanEsophagusESCC1.31e-076.94e-010.1122
10344CCL26P15T-EHumanEsophagusESCC1.21e-127.20e-010.1149
10344CCL26P22T-EHumanEsophagusESCC2.68e-261.33e+000.1236
10344CCL26P26T-EHumanEsophagusESCC9.93e-053.46e-010.1276
10344CCL26P27T-EHumanEsophagusESCC1.20e-151.28e+000.1055
10344CCL26P28T-EHumanEsophagusESCC9.14e-221.32e+000.1149
10344CCL26P30T-EHumanEsophagusESCC2.24e-108.95e-010.137
10344CCL26P31T-EHumanEsophagusESCC1.85e-551.75e+000.1251
10344CCL26P32T-EHumanEsophagusESCC7.30e-107.00e-010.1666
10344CCL26P40T-EHumanEsophagusESCC6.27e-064.57e-010.109
10344CCL26P49T-EHumanEsophagusESCC1.41e-021.46e+000.1768
10344CCL26P52T-EHumanEsophagusESCC1.61e-057.42e-010.1555
10344CCL26P54T-EHumanEsophagusESCC5.49e-039.13e-010.0975
10344CCL26P74T-EHumanEsophagusESCC6.62e-212.40e+000.1479
10344CCL26P75T-EHumanEsophagusESCC2.78e-081.10e+000.1125
10344CCL26P83T-EHumanEsophagusESCC1.01e-064.81e-010.1738
10344CCL26P107T-EHumanEsophagusESCC7.36e-064.52e-010.171
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00713473Oral cavityOSCCcellular response to interleukin-158/7305113/187235.14e-032.01e-0258
GO:00509204Oral cavityOSCCregulation of chemotaxis105/7305223/187238.27e-033.01e-02105
GO:00434107Oral cavityOSCCpositive regulation of MAPK cascade213/7305480/187238.71e-033.16e-02213
GO:00703716Oral cavityOSCCERK1 and ERK2 cascade150/7305330/187239.47e-033.38e-02150
GO:007162110Oral cavityOSCCgranulocyte chemotaxis62/7305125/187231.02e-023.52e-0262
GO:00703724Oral cavityOSCCregulation of ERK1 and ERK2 cascade140/7305309/187231.34e-024.46e-02140
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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
CCL26ACKR2CCL26_ACKR2CCLHNSCCOSCC
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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
CCL26SNVMissense_Mutationnovelc.80G>Ap.Ser27Asnp.S27NQ9Y258protein_codingdeleterious(0.04)benign(0.069)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCL26SNVMissense_Mutationnovelc.280T>Gp.Leu94Valp.L94VQ9Y258protein_codingdeleterious(0.01)benign(0.225)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CCL26SNVMissense_Mutationc.34N>Ap.Leu12Metp.L12MQ9Y258protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCL26SNVMissense_Mutationnovelc.279N>Cp.Gln93Hisp.Q93HQ9Y258protein_codingtolerated(0.37)benign(0.057)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CCL26SNVMissense_Mutationnovelc.92N>Gp.Lys31Argp.K31RQ9Y258protein_codingtolerated(0.18)benign(0.115)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCL26insertionFrame_Shift_Insnovelc.124_125insAp.Leu42HisfsTer10p.L42Hfs*10Q9Y258protein_codingTCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CCL26SNVMissense_Mutationc.158C>Gp.Thr53Serp.T53SQ9Y258protein_codingdeleterious(0.05)probably_damaging(0.946)TCGA-22-5485-01Lunglung squamous cell carcinomaFemale<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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