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: BTNL3

Gene summary for BTNL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTNL3

Gene ID

10917

Gene namebutyrophilin like 3
Gene AliasBTN9.1
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q6UXE8


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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
10917BTNL3HTA11_3410_2000001011HumanColorectumAD4.24e-05-2.33e-010.0155
10917BTNL3HTA11_2487_2000001011HumanColorectumSER1.50e-025.27e-01-0.1808
10917BTNL3HTA11_78_2000001011HumanColorectumAD1.86e-024.34e-01-0.1088
10917BTNL3HTA11_347_2000001011HumanColorectumAD1.81e-054.50e-01-0.1954
10917BTNL3HTA11_411_2000001011HumanColorectumSER1.62e-021.12e+00-0.2602
10917BTNL3HTA11_83_2000001011HumanColorectumSER1.92e-035.99e-01-0.1526
10917BTNL3HTA11_10711_2000001011HumanColorectumAD1.29e-03-2.44e-010.0338
10917BTNL3HTA11_99999974143_84620HumanColorectumMSS3.60e-05-2.35e-010.3005
10917BTNL3A001-C-207HumanColorectumFAP4.69e-04-2.36e-010.1278
10917BTNL3A015-C-203HumanColorectumFAP1.50e-06-2.34e-01-0.1294
10917BTNL3A002-C-201HumanColorectumFAP1.06e-02-1.51e-010.0324
10917BTNL3A002-C-203HumanColorectumFAP1.37e-02-1.50e-010.2786
10917BTNL3A001-C-119HumanColorectumFAP5.17e-05-2.44e-01-0.1557
10917BTNL3A001-C-108HumanColorectumFAP1.63e-03-1.88e-01-0.0272
10917BTNL3A002-C-205HumanColorectumFAP1.92e-09-2.44e-01-0.1236
10917BTNL3A001-C-104HumanColorectumFAP2.37e-07-2.16e-010.0184
10917BTNL3A015-C-005HumanColorectumFAP2.87e-03-1.97e-01-0.0336
10917BTNL3A015-C-006HumanColorectumFAP9.07e-06-2.44e-01-0.0994
10917BTNL3A015-C-106HumanColorectumFAP2.65e-02-1.85e-01-0.0511
10917BTNL3A002-C-114HumanColorectumFAP4.19e-04-1.90e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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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
BTNL3SNVMissense_Mutationc.337N>Ap.Gly113Argp.G113RQ6UXE8protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
BTNL3SNVMissense_Mutationnovelc.1142N>Ap.Arg381Lysp.R381KQ6UXE8protein_codingtolerated(0.07)benign(0.011)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTNL3SNVMissense_Mutationc.353C>Ap.Ser118Tyrp.S118YQ6UXE8protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
BTNL3insertionFrame_Shift_Insrs757227190c.1200dupCp.Ser401GlnfsTer14p.S401Qfs*14Q6UXE8protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
BTNL3insertionFrame_Shift_Insnovelc.198_199insAGTCp.Tyr67SerfsTer11p.Y67Sfs*11Q6UXE8protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTNL3insertionFrame_Shift_Insrs757227190c.1193_1194insCp.Ser401GlnfsTer14p.S401Qfs*14Q6UXE8protein_codingTCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTNL3deletionFrame_Shift_Delnovelc.756delNp.Met254Terp.M254*Q6UXE8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BTNL3SNVMissense_Mutationnovelc.998N>Ap.Ser333Tyrp.S333YQ6UXE8protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-VS-A952-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
BTNL3SNVMissense_Mutationnovelc.998N>Ap.Ser333Tyrp.S333YQ6UXE8protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BTNL3SNVMissense_Mutationrs771112486c.286N>Tp.Arg96Cysp.R96CQ6UXE8protein_codingtolerated(0.09)possibly_damaging(0.465)TCGA-CM-5861-01Colorectumcolon 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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