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: ADAMTS12

Gene summary for ADAMTS12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADAMTS12

Gene ID

81792

Gene nameADAM metallopeptidase with thrombospondin type 1 motif 12
Gene AliasPRO4389
Cytomap5p13.3-p13.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

D6REX0


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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
81792ADAMTS12ATC11HumanThyroidATC2.49e-065.02e-010.3386
81792ADAMTS12ATC12HumanThyroidATC3.84e-451.03e+000.34
81792ADAMTS12ATC13HumanThyroidATC5.47e-223.48e-010.34
81792ADAMTS12ATC2HumanThyroidATC3.71e-054.34e-010.34
81792ADAMTS12ATC3HumanThyroidATC5.52e-094.91e-010.338
81792ADAMTS12ATC4HumanThyroidATC1.19e-641.35e+000.34
81792ADAMTS12ATC5HumanThyroidATC6.51e-183.77e-010.34
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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:003158928ThyroidATCcell-substrate adhesion195/6293363/187231.58e-151.17e-13195
GO:0007160111ThyroidATCcell-matrix adhesion128/6293233/187231.49e-115.41e-10128
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:006056222ThyroidATCepithelial tube morphogenesis156/6293325/187234.48e-088.14e-07156
GO:009028721ThyroidATCregulation of cellular response to growth factor stimulus140/6293304/187233.91e-064.33e-05140
GO:004801212ThyroidATChepatocyte growth factor receptor signaling pathway12/629313/187231.85e-051.69e-0412
GO:003461228ThyroidATCresponse to tumor necrosis factor116/6293253/187233.22e-052.68e-04116
GO:00020624ThyroidATCchondrocyte differentiation54/6293106/187231.67e-041.14e-0354
GO:00614484ThyroidATCconnective tissue development112/6293252/187232.08e-041.38e-03112
GO:000315825ThyroidATCendothelium development66/6293136/187232.16e-041.42e-0366
GO:007135627ThyroidATCcellular response to tumor necrosis factor102/6293229/187233.52e-042.18e-03102
GO:00031598ThyroidATCmorphogenesis of an endothelium13/629320/187234.03e-031.73e-0213
GO:00611548ThyroidATCendothelial tube morphogenesis13/629320/187234.03e-031.73e-0213
GO:00717726ThyroidATCresponse to BMP72/6293165/187234.50e-031.86e-0272
GO:00717736ThyroidATCcellular response to BMP stimulus72/6293165/187234.50e-031.86e-0272
GO:00512163ThyroidATCcartilage development81/6293190/187235.70e-032.30e-0281
GO:007055513ThyroidATCresponse to interleukin-163/6293143/187235.82e-032.35e-0263
GO:000910011ThyroidATCglycoprotein metabolic process153/6293387/187237.90e-033.06e-02153
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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
ADAMTS12SNVMissense_Mutationc.4155N>Cp.Lys1385Asnp.K1385NP58397protein_codingdeleterious(0.01)benign(0.176)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ADAMTS12SNVMissense_Mutationc.3760N>Ap.Asp1254Asnp.D1254NP58397protein_codingtolerated(0.21)benign(0)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ADAMTS12SNVMissense_Mutationc.1138N>Ap.Glu380Lysp.E380KP58397protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ADAMTS12SNVMissense_Mutationc.948N>Cp.Lys316Asnp.K316NP58397protein_codingtolerated(0.83)benign(0.086)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ADAMTS12SNVMissense_Mutationnovelc.4668N>Tp.Lys1556Asnp.K1556NP58397protein_codingdeleterious(0)benign(0.282)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ADAMTS12SNVMissense_Mutationrs371132100c.1810N>Tp.Arg604Trpp.R604WP58397protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ADAMTS12SNVMissense_Mutationnovelc.3244N>Cp.Ile1082Leup.I1082LP58397protein_codingtolerated(0.98)benign(0)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
ADAMTS12SNVMissense_Mutationc.1576T>Ap.Cys526Serp.C526SP58397protein_codingdeleterious(0)probably_damaging(0.99)TCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ADAMTS12SNVMissense_Mutationnovelc.3634N>Tp.Pro1212Serp.P1212SP58397protein_codingtolerated(0.14)benign(0.007)TCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ADAMTS12SNVMissense_Mutationc.2441N>Cp.Lys814Thrp.K814TP58397protein_codingdeleterious(0)possibly_damaging(0.824)TCGA-E9-A22B-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
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