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: COL15A1

Gene summary for COL15A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL15A1

Gene ID

1306

Gene namecollagen type XV alpha 1 chain
Gene AliasCOL15A1
Cytomap9q22.33
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B3KTP7


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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
1306COL15A1PTC07HumanThyroidPTC3.89e-022.60e-020.2044
1306COL15A1ATC11HumanThyroidATC1.88e-026.96e-010.3386
1306COL15A1ATC12HumanThyroidATC8.04e-231.50e+000.34
1306COL15A1ATC3HumanThyroidATC8.44e-036.06e-010.338
1306COL15A1ATC4HumanThyroidATC7.89e-251.88e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0002064112ThyroidPTCepithelial cell development101/5968220/187238.53e-069.74e-05101
GO:000188519ThyroidPTCendothelial cell development37/596864/187231.62e-051.70e-0437
GO:00301986ThyroidPTCextracellular matrix organization124/5968301/187233.75e-042.53e-03124
GO:00430626ThyroidPTCextracellular structure organization124/5968302/187234.38e-042.92e-03124
GO:0003158111ThyroidPTCendothelium development62/5968136/187235.45e-043.48e-0362
GO:004544619ThyroidPTCendothelial cell differentiation55/5968118/187235.64e-043.59e-0355
GO:00452296ThyroidPTCexternal encapsulating structure organization124/5968304/187235.96e-043.79e-03124
GO:003019812ThyroidATCextracellular matrix organization152/6293301/187238.63e-102.24e-08152
GO:004306212ThyroidATCextracellular structure organization152/6293302/187231.17e-092.94e-08152
GO:004522912ThyroidATCexternal encapsulating structure organization152/6293304/187232.11e-095.08e-08152
GO:000206428ThyroidATCepithelial cell development103/6293220/187233.06e-052.55e-04103
GO:000188526ThyroidATCendothelial cell development36/629364/187231.62e-041.11e-0336
GO:000315825ThyroidATCendothelium development66/6293136/187232.16e-041.42e-0366
GO:004544623ThyroidATCendothelial cell differentiation56/6293118/187231.23e-036.44e-0356
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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
COL15A1SNVMissense_Mutationc.2638A>Gp.Lys880Glup.K880EP39059protein_codingtolerated(0.81)benign(0.001)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL15A1SNVMissense_Mutationc.907N>Cp.Glu303Glnp.E303QP39059protein_codingdeleterious(0.04)benign(0.03)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
COL15A1SNVMissense_Mutationc.1147N>Tp.Gly383Trpp.G383WP39059protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.759)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
COL15A1SNVMissense_Mutationnovelc.2302N>Cp.Glu768Glnp.E768QP39059protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COL15A1SNVMissense_Mutationc.3400N>Ap.Leu1134Metp.L1134MP39059protein_codingtolerated(0.09)probably_damaging(0.997)TCGA-BH-A204-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL15A1SNVMissense_Mutationc.1515N>Ap.Asp505Glup.D505EP39059protein_codingtolerated_low_confidence(0.09)benign(0.001)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
COL15A1insertionIn_Frame_Insnovelc.2300_2301insCATTCAAATGAGTGCATCAGCTTATCTCCAGGTGAACTGTCAATTp.Gly767_Glu768insIleGlnMetSerAlaSerAlaTyrLeuGlnValAsnCysGlnLeup.G767_E768insIQMSASAYLQVNCQLP39059protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COL15A1insertionNonsense_Mutationnovelc.564_565insGGTGAGTATTAAATCATGTTCTATGAAACTTCTGTTTCAGTGTTAp.Gln188_Arg189insGlyGluTyrTerIleMetPheTyrGluThrSerValSerValLeup.Q188_R189insGEY*IMFYETSVSVLP39059protein_codingTCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
COL15A1insertionNonsense_Mutationnovelc.592_593insAATGTATGp.Ser198Terp.S198*P39059protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
COL15A1insertionFrame_Shift_Insnovelc.593_594insAGAGCGCTTAGAGCAGGGCCTGGTGCAGAp.Ser199GlufsTer67p.S199Efs*67P39059protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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
1306COL15A1DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1306COL15A1DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
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