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: ADAM12

Gene summary for ADAM12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADAM12

Gene ID

8038

Gene nameADAM metallopeptidase domain 12
Gene AliasADAM12-OT1
Cytomap10q26.2
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

U5NE98


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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
8038ADAM12PTC06HumanThyroidPTC1.21e-021.08e-010.2057
8038ADAM12PTC07HumanThyroidPTC2.29e-026.69e-020.2044
8038ADAM12ATC11HumanThyroidATC7.49e-034.71e-010.3386
8038ADAM12ATC12HumanThyroidATC3.80e-367.43e-010.34
8038ADAM12ATC13HumanThyroidATC7.40e-316.66e-010.34
8038ADAM12ATC2HumanThyroidATC4.44e-151.27e+000.34
8038ADAM12ATC3HumanThyroidATC5.97e-085.39e-010.338
8038ADAM12ATC4HumanThyroidATC6.18e-459.12e-010.34
8038ADAM12ATC5HumanThyroidATC6.03e-407.33e-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:004576612ThyroidPTCpositive regulation of angiogenesis75/5968181/187234.09e-031.95e-0275
GO:190401812ThyroidPTCpositive regulation of vasculature development75/5968181/187234.09e-031.95e-0275
GO:004269216ThyroidATCmuscle cell differentiation165/6293384/187237.17e-055.46e-04165
GO:004576621ThyroidATCpositive regulation of angiogenesis82/6293181/187236.79e-043.83e-0382
GO:190401821ThyroidATCpositive regulation of vasculature development82/6293181/187236.79e-043.83e-0382
GO:005114617ThyroidATCstriated muscle cell differentiation119/6293283/187231.74e-038.70e-03119
GO:00457657ThyroidATCregulation of angiogenesis141/6293342/187231.80e-038.85e-03141
GO:19013427ThyroidATCregulation of vasculature development143/6293348/187231.95e-039.44e-03143
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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
ADAM12SNVMissense_Mutationc.697G>Cp.Asp233Hisp.D233HO43184protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ADAM12SNVMissense_Mutationc.676G>Cp.Glu226Glnp.E226QO43184protein_codingdeleterious(0.05)probably_damaging(0.936)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ADAM12SNVMissense_Mutationrs200657108c.674G>Ap.Arg225Glnp.R225QO43184protein_codingtolerated(0.16)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ADAM12SNVMissense_Mutationc.608G>Tp.Arg203Ilep.R203IO43184protein_codingtolerated(0.07)benign(0.007)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ADAM12SNVMissense_Mutationnovelc.110N>Ap.Gly37Glup.G37EO43184protein_codingtolerated_low_confidence(0.24)benign(0)TCGA-BH-A0DE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ADAM12SNVMissense_Mutationrs745765822c.329N>Ap.Arg110Glnp.R110QO43184protein_codingtolerated(0.31)benign(0.053)TCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
ADAM12SNVMissense_Mutationc.860N>Cp.Leu287Prop.L287PO43184protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ADAM12SNVMissense_Mutationc.2328N>Ap.Met776Ilep.M776IO43184protein_codingtolerated(0.44)benign(0)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ADAM12SNVMissense_Mutationrs767462610c.2003N>Ap.Gly668Glup.G668EO43184protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XG-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ADAM12SNVMissense_Mutationnovelc.263N>Ap.Gly88Aspp.G88DO43184protein_codingtolerated(0.17)probably_damaging(0.99)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
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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
8038ADAM12NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor178103981ILOMASTAT
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