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: ADAMTS9

Gene summary for ADAMTS9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADAMTS9

Gene ID

56999

Gene nameADAM metallopeptidase with thrombospondin type 1 motif 9
Gene AliasADAMTS9
Cytomap3p14.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9P2N4


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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
56999ADAMTS9P2T-EHumanEsophagusESCC1.76e-531.02e+000.1177
56999ADAMTS9P16T-EHumanEsophagusESCC5.05e-194.43e-010.1153
56999ADAMTS9P56T-EHumanEsophagusESCC2.00e-058.99e-010.1613
56999ADAMTS9P76T-EHumanEsophagusESCC1.03e-051.87e-010.1207
56999ADAMTS9C21HumanOral cavityOSCC1.31e-07-6.00e-010.2678
56999ADAMTS9C43HumanOral cavityOSCC1.80e-11-6.00e-010.1704
56999ADAMTS9C46HumanOral cavityOSCC1.57e-13-6.00e-010.1673
56999ADAMTS9C57HumanOral cavityOSCC5.39e-09-6.00e-010.1679
56999ADAMTS9C08HumanOral cavityOSCC3.58e-12-5.83e-010.1919
56999ADAMTS9C09HumanOral cavityOSCC4.40e-02-3.68e-010.1431
56999ADAMTS9LN46HumanOral cavityOSCC1.36e-05-6.00e-010.1666
56999ADAMTS9EOLP-2HumanOral cavityEOLP9.21e-03-3.18e-01-0.0203
56999ADAMTS9NEOLP-3HumanOral cavityNEOLP2.06e-024.05e-01-0.0191
56999ADAMTS9SYSMH1HumanOral cavityOSCC3.41e-13-6.00e-010.1127
56999ADAMTS9SYSMH2HumanOral cavityOSCC2.36e-11-5.87e-010.2326
56999ADAMTS9SYSMH3HumanOral cavityOSCC3.09e-14-6.00e-010.2442
56999ADAMTS9SYSMH4HumanOral cavityOSCC3.08e-12-6.00e-010.1226
56999ADAMTS9SYSMH5HumanOral cavityOSCC6.15e-15-5.98e-010.0647
56999ADAMTS9SYSMH6HumanOral cavityOSCC3.44e-12-5.70e-010.1275
56999ADAMTS9047563_1562-all-cellsHumanProstateBPH3.39e-276.74e-010.0791
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:009013016ProstateBPHtissue migration105/3107365/187233.21e-091.24e-07105
GO:001063116ProstateBPHepithelial cell migration103/3107357/187233.80e-091.44e-07103
GO:000166717ProstateBPHameboidal-type cell migration128/3107475/187235.69e-092.05e-07128
GO:001063216ProstateBPHregulation of epithelial cell migration87/3107292/187231.18e-083.87e-0787
GO:000716010ProstateBPHcell-matrix adhesion72/3107233/187234.17e-081.16e-0672
GO:00512715ProstateBPHnegative regulation of cellular component movement94/3107367/187236.18e-069.00e-0594
GO:20001465ProstateBPHnegative regulation of cell motility91/3107359/187231.34e-051.76e-0491
GO:00605377ProstateBPHmuscle tissue development100/3107403/187231.35e-051.76e-04100
GO:00435429ProstateBPHendothelial cell migration73/3107279/187233.03e-053.46e-0473
GO:00400135ProstateBPHnegative regulation of locomotion96/3107391/187233.11e-053.54e-0496
GO:00303365ProstateBPHnegative regulation of cell migration86/3107344/187233.93e-054.25e-0486
GO:00105946ProstateBPHregulation of endothelial cell migration61/3107232/187231.13e-041.03e-0361
GO:0003170ProstateBPHheart valve development23/310765/187231.87e-041.55e-0323
GO:00147066ProstateBPHstriated muscle tissue development91/3107384/187231.90e-041.57e-0391
GO:0003179ProstateBPHheart valve morphogenesis20/310755/187233.18e-042.43e-0320
GO:19013424ProstateBPHregulation of vasculature development78/3107348/187232.76e-031.46e-0278
GO:00457654ProstateBPHregulation of angiogenesis76/3107342/187233.90e-031.95e-0276
GO:00430621ProstateBPHextracellular structure organization67/3107302/187236.67e-033.00e-0267
GO:00301981ProstateBPHextracellular matrix organization66/3107301/187239.20e-033.92e-0266
GO:00452291ProstateBPHexternal encapsulating structure organization66/3107304/187231.15e-024.66e-0266
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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
ADAMTS9SNVMissense_Mutationc.1226N>Ap.Gly409Glup.G409EQ9P2N4protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ADAMTS9SNVMissense_Mutationc.5698N>Cp.Ser1900Prop.S1900PQ9P2N4protein_codingtolerated(0.13)possibly_damaging(0.718)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ADAMTS9SNVMissense_Mutationnovelc.2728N>Gp.Gln910Glup.Q910EQ9P2N4protein_codingtolerated(0.07)benign(0.096)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ADAMTS9SNVMissense_Mutationc.3422N>Tp.Ser1141Leup.S1141LQ9P2N4protein_codingtolerated(0.1)benign(0.044)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ADAMTS9SNVMissense_Mutationrs775861579c.4717N>Ap.Glu1573Lysp.E1573KQ9P2N4protein_codingtolerated(0.94)benign(0.044)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
ADAMTS9SNVMissense_Mutationrs749861523c.4837N>Ap.Glu1613Lysp.E1613KQ9P2N4protein_codingtolerated(0.87)benign(0.007)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ADAMTS9SNVMissense_Mutationnovelc.5272A>Gp.Ile1758Valp.I1758VQ9P2N4protein_codingtolerated(1)benign(0.009)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
ADAMTS9SNVMissense_Mutationc.4658G>Ap.Arg1553Glnp.R1553QQ9P2N4protein_codingtolerated(0.29)benign(0)TCGA-B6-A408-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
ADAMTS9SNVMissense_Mutationc.4495C>Tp.Pro1499Serp.P1499SQ9P2N4protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ADAMTS9SNVMissense_Mutationc.2533N>Tp.Ile845Phep.I845FQ9P2N4protein_codingdeleterious(0.01)probably_damaging(0.914)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
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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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