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Herrgott G, Snyder J, She R, Malta T, Sabedot T, Lee I, Pawloski J, Asmaro K, Zhang J, Cannella C, Nelson K, Thomas B, deCarvalho A, Poisson L, Chitale D, Mukherjee A, Mosella M, Robin A, Walbert T, Rosenblum M, Mikkelsen T, Kalkanis S, Podolski-Gondim G, Tirapelli D, Carlotti Jr. C, Rock J, Castro A, Noushmehr H. OS01.7.A Detection of methylation-based prognostic signatures in liquid biopsy specimens from patients with meningiomas. Neuro Oncol 2022. [DOI: 10.1093/neuonc/noac174.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Background
Detection of distinct epigenetic biomarkers in circulating cell-free DNA (cfDNA) of liquid biopsy (LB) specimens (e.g. blood) fosters opportunity for prognostication of central nervous system (CNS) tumors and has not been thoroughly explored in patients with meningiomas.
Material and Methods
We profiled the cfDNA methylome (EPIC array) in serum specimens from patients with meningiomas (MNG; n= 63) and harnessed internal and external meningioma tissue methylome data with reported follow up (n=48). To predict recurrence risk (RR), we consolidated a tissue cohort with at least 5 years of follow up and divided them into confirmed recurrence (CR; either reported progressive disease in post-surgical imaging, or additional resections following initial surgery) and confirmed no-recurrence (CNR: no confirmed disease progression w/in at least 5-years of follow-up). Then through application of an iterative process consisting of multiple tissue- and serum-based supervised analyses, we identified risk-specific methylation markers with serum specific features which, when inputted into a random forest algorithm allowed for segregation of both tumor tissue and liquid biopsy specimens according to recurrence risk. We estimated immune cell composition using MethylCIBERSORT, where a reference methylome atlas of chosen immune cell types was utilized to deconvolute the MNG samples.
Results
The resulting recurrence risk classifier demonstrated an appreciable predictive power in classifying samples as high or low recurrence risk across the tumor tissue cohort (ACC: 87.5%, CUI+: 85.2%). When compared to another classifier, our model demonstrated statistically significant agreement across primary meningioma samples (κ=0.269, p=0.002), and more accurately predicted samples to recur across an expanded time window (time to recurrence >5yrs). Across resulting liquid biopsy classifications, recurrence risk subgroups were analogous with reported risk factors, including WHO grade, extent of resection, and tumor location. Recurrence risk subgroups (high and low) also demonstrated differential estimated immune cell contributions, with low-risk samples exhibiting a “hot” profile, or enrichment of B-Cells, CD56- and CD4 T-Cells, and natural killer cells. Notably, the estimated neutrophil to lymphocyte ratio, previously purported to be relevant to tumor prognosis, was appreciably higher for those meningioma samples with the highest recurrence risk.
Conclusion
DNA methylation markers identified in the serum are suitable for the development of machine learning-based models which present high predictive power to prognosticate patients with meningioma and estimate a differential immune profile across recurrence risk groups. After validation in an external cohort, this noninvasive approach may improve the presurgical therapeutic management of patients with meningiomas.
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Affiliation(s)
- G Herrgott
- Henry Ford Health , Detroit, MI , United States
| | - J Snyder
- Henry Ford Health , Detroit, MI , United States
| | - R She
- Henry Ford Health , Detroit, MI , United States
| | - T Malta
- Henry Ford Health , Detroit, MI , United States
| | - T Sabedot
- Henry Ford Health , Detroit, MI , United States
| | - I Lee
- Henry Ford Health , Detroit, MI , United States
| | - J Pawloski
- Henry Ford Health , Detroit, MI , United States
| | - K Asmaro
- Henry Ford Health , Detroit, MI , United States
| | - J Zhang
- Henry Ford Health , Detroit, MI , United States
| | - C Cannella
- Henry Ford Health , Detroit, MI , United States
| | - K Nelson
- Henry Ford Health , Detroit, MI , United States
| | - B Thomas
- Henry Ford Health , Detroit, MI , United States
| | | | - L Poisson
- Henry Ford Health , Detroit, MI , United States
| | - D Chitale
- Henry Ford Health , Detroit, MI , United States
| | - A Mukherjee
- Henry Ford Health , Detroit, MI , United States
| | - M Mosella
- Henry Ford Health , Detroit, MI , United States
| | - A Robin
- Henry Ford Health , Detroit, MI , United States
| | - T Walbert
- Henry Ford Health , Detroit, MI , United States
| | - M Rosenblum
- Henry Ford Health , Detroit, MI , United States
| | - T Mikkelsen
- Henry Ford Health , Detroit, MI , United States
| | - S Kalkanis
- Henry Ford Health , Detroit, MI , United States
| | | | - D Tirapelli
- University of Sao Paulo , Sao Paulo , Brazil
| | | | - J Rock
- Henry Ford Health , Detroit, MI , United States
| | - A Castro
- Henry Ford Health , Detroit, MI , United States
| | - H Noushmehr
- Henry Ford Health , Detroit, MI , United States
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Atkinson S, Combelles C, Vincent D, Nachtigall P, Pawloski J, Breese M. Monitoring of progesterone in captive female false killer whales, Pseudorca crassidens. Gen Comp Endocrinol 1999; 115:323-32. [PMID: 10480983 DOI: 10.1006/gcen.1999.7319] [Citation(s) in RCA: 46] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The present study describes progesterone profiles to enhance understanding of general reproductive patterns in three female captive false killer whales and analyzes potential relationships in progesterone concentrations between plasma, salivary, and ocular secretions. Plasma progesterone concentrations reflected ovarian activity for most of the year, with increased concentrations in the spring and summer, indicating that the two adult female false killer whales were spontaneous ovulators and seasonally polyestrus. Elevated progesterone concentrations were determined at intervals, for up to 10 consecutive months, in one female. There were also varying periods of no apparent ovarian activity from 3 to 10 consecutive months. Correlation coefficients between progesterone concentrations in plasma, salivary, and ocular secretions ranged between -0.23 and 0.16. It is concluded that blood collection should not be replaced by salivary or ocular secretion collection for the measurement of progesterone in the false killer whale.
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Affiliation(s)
- S Atkinson
- University of Hawaii, Kaneohe, Hawaii, 96744, USA
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Channon KM, Qian H, Neplioueva V, Blazing MA, Olmez E, Shetty GA, Youngblood SA, Pawloski J, McMahon T, Stamler JS, George SE. In vivo gene transfer of nitric oxide synthase enhances vasomotor function in carotid arteries from normal and cholesterol-Fed rabbits. Circulation 1998; 98:1905-11. [PMID: 9799212 DOI: 10.1161/01.cir.98.18.1905] [Citation(s) in RCA: 48] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND The vascular endothelium is anatomically intact but functionally abnormal in preatherosclerotic states, and an early deficit in the bioavailability of nitric oxide (NO) or related molecules has been described in both humans and animal models. We hypothesized that the targeted gene transfer of NO synthase (NOS) isoforms might ameliorate or reverse the deficit. METHODS AND RESULTS We constructed a recombinant adenovirus, Ad.nNOS, that expresses the neuronal isoform of NOS (nNOS) and used it for in vivo endovascular gene transfer to carotid arteries (CA) from normal and cholesterol-fed rabbits. Vessels were harvested 3 days after gene transfer. In CA from normal rabbits, Ad.nNOS generated high levels of functional nNOS protein predominantly in endothelial cells and increased vascular NOS activity by 3.4-fold relative to sham-infected control CA. Ad.nNOS gene transfer also significantly enhanced endothelium-dependent vascular relaxation to acetylcholine; at 3 micromol/L acetylcholine, Ad.nNOS-treated arteries showed an 86+/-4% reduction in precontracted tension, whereas control CA showed a 47+/-6% reduction in tension. Contraction in response to phenylephrine and relaxation in response to nitroprusside were unaffected in both control and Ad.nNOS-treated CA. To determine the effect of Ad.nNOS in atherosclerotic arteries, 10 male New Zealand White rabbits maintained on a 1% cholesterol diet for 10 to 12 weeks underwent gene transfer according to the same protocol used in normal rabbits. Ad.nNOS-treated arteries showed a 2-fold increase in NADPH-diaphorase staining intensity relative to sham-infected and Ad. betaGal-treated arteries. The CA from cholesterol-fed rabbits showed impaired acetylcholine-induced relaxation, but this abnormality was almost entirely corrected by Ad.nNOS gene transfer. CONCLUSIONS In vivo adenovirus-mediated endovascular delivery of nNOS markedly enhances vascular NOS activity and can favorably influence endothelial physiology in the intact and atherosclerotic vessel wall.
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Affiliation(s)
- K M Channon
- Divisions of Cardiology, and Pulmonology, Departments of Medicine and Pharmacology, Howard Hughes Medical Institute, Duke University Medical Center, Durham, NC 27710, USA
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