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Mirizzi G, Jelke F, Pilot M, Klein K, Klamminger GG, Gérardy JJ, Theodoropoulou M, Mombaerts L, Husch A, Mittelbronn M, Hertel F, Kleine Borgmann FB. Impact of Formalin- and Cryofixation on Raman Spectra of Human Tissues and Strategies for Tumor Bank Inclusion. Molecules 2024; 29:1167. [PMID: 38474679 DOI: 10.3390/molecules29051167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Revised: 02/25/2024] [Accepted: 03/02/2024] [Indexed: 03/14/2024] Open
Abstract
Reliable training of Raman spectra-based tumor classifiers relies on a substantial sample pool. This study explores the impact of cryofixation (CF) and formalin fixation (FF) on Raman spectra using samples from surgery sites and a tumor bank. A robotic Raman spectrometer scans samples prior to the neuropathological analysis. CF samples showed no significant spectral deviations, appearance, or disappearance of peaks, but an intensity reduction during freezing and subsequent recovery during the thawing process. In contrast, FF induces sustained spectral alterations depending on molecular composition, albeit with good signal-to-noise ratio preservation. These observations are also reflected in the varying dual-class classifier performance, initially trained on native, unfixed samples: The Matthews correlation coefficient is 81.0% for CF and 58.6% for FF meningioma and dura mater. Training on spectral differences between original FF and pure formalin spectra substantially improves FF samples' classifier performance (74.2%). CF is suitable for training global multiclass classifiers due to its consistent spectrum shape despite intensity reduction. FF introduces changes in peak relationships while preserving the signal-to-noise ratio, making it more suitable for dual-class classification, such as distinguishing between healthy and malignant tissues. Pure formalin spectrum subtraction represents a possible method for mathematical elimination of the FF influence. These findings enable retrospective analysis of processed samples, enhancing pathological work and expanding machine learning techniques.
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Affiliation(s)
- Giulia Mirizzi
- National Department of Neurosurgery, Centre Hospitalier de Luxembourg (CHL), 1210 Luxembourg, Luxembourg
- Saarland University Medical Center and Faculty of Medicine, 66421 Homburg, Germany
| | - Finn Jelke
- National Department of Neurosurgery, Centre Hospitalier de Luxembourg (CHL), 1210 Luxembourg, Luxembourg
- Saarland University Medical Center and Faculty of Medicine, 66421 Homburg, Germany
- Department of Cancer Research (DoCR), Luxembourg Institute of Health (LIH), 1445 Strassen, Luxembourg
| | - Michel Pilot
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80539 Munich, Germany
| | - Karoline Klein
- Saarland University Medical Center and Faculty of Medicine, 66421 Homburg, Germany
| | - Gilbert Georg Klamminger
- Department of General and Special Pathology, Saarland University Medical Center (UKS), Saarland University (USAAR), 66424 Homburg, Germany
- National Center of Pathology (NCP), Laboratoire National de Santé (LNS), 3555 Dudelange, Luxembourg
| | - Jean-Jacques Gérardy
- National Center of Pathology (NCP), Laboratoire National de Santé (LNS), 3555 Dudelange, Luxembourg
- Luxembourg Center of Neuropathology (LCNP), 3555 Dudelange, Luxembourg
| | - Marily Theodoropoulou
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80539 Munich, Germany
| | - Laurent Mombaerts
- National Department of Neurosurgery, Centre Hospitalier de Luxembourg (CHL), 1210 Luxembourg, Luxembourg
- Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg (UL), 4365 Esch-sur-Alzette, Luxembourg
| | - Andreas Husch
- Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg (UL), 4365 Esch-sur-Alzette, Luxembourg
| | - Michel Mittelbronn
- Department of Cancer Research (DoCR), Luxembourg Institute of Health (LIH), 1445 Strassen, Luxembourg
- National Center of Pathology (NCP), Laboratoire National de Santé (LNS), 3555 Dudelange, Luxembourg
- Luxembourg Center of Neuropathology (LCNP), 3555 Dudelange, Luxembourg
- Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg (UL), 4365 Esch-sur-Alzette, Luxembourg
- Department of Life Science and Medicine (DLSM), University of Luxembourg (UL), 4365 Esch-sur-Alzette, Luxembourg
| | - Frank Hertel
- National Department of Neurosurgery, Centre Hospitalier de Luxembourg (CHL), 1210 Luxembourg, Luxembourg
- Saarland University Medical Center and Faculty of Medicine, 66421 Homburg, Germany
| | - Felix Bruno Kleine Borgmann
- Saarland University Medical Center and Faculty of Medicine, 66421 Homburg, Germany
- Department of Cancer Research (DoCR), Luxembourg Institute of Health (LIH), 1445 Strassen, Luxembourg
- Hôpitaux Robert Schuman, 2540 Luxembourg, Luxembourg
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Borgmann FK, Klamminger GG, Mombaerts L, Klein K, Jelke F, Mirizzi G, Slimani R, Pilot M, Husch A, Mittelbronn M, Hertel F. PATH-43. RAMAN SPECTROSCOPY AS A TOOL IN NEUROSURGERY. Neuro Oncol 2021. [DOI: 10.1093/neuonc/noab196.495] [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: 11/13/2022] Open
Abstract
Abstract
BACKGROUND
Raman Spectra have been shown to be sufficiently characteristic to their samples of origin that they can be used in a wide range of applications including distinction of intracranial tumors. While not replacing pathological analysis, the advantage of non-destructive sample analysis and extremely fast feedback make this technique an interesting tool for surgical use.
METHODS
We sampled intractanial tumors from more than 300 patients at the Centre Hospitalier Luxembourg over a period of three years and compared the spectra of different tumor entities, different tumor subregions and healthy surrounding tissue. We created machine-learning based classifiers that include tissue identification as well as diagnostics.
RESULTS
To this end, we solved several classes in the intracranial tumor classification, and developed classifiers to distinguish primary central nervous system lymphoma from glioblastoma, which is an important differential diagnosis, as well as meningioma from the surrounding healthy dura mater for identification of tumor tissue. Within glioblastoma, we resolve necrotic, vital tumor tissue and peritumoral infiltration zone.We are currently developing a multi-class classifier incorporating all tissue types measured.
CONCLUSIONS
Raman Spectroscopy has the potential to aid the surgeon in the surgery theater by providing a quick assessment of the tissue analyzed with regards to both tumor identity and tumor margin identification. Once a reliable classifier based on sufficient patient samples is developed, this may even be integrated into a surgical microscope or a neuronavigation system.
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Affiliation(s)
- Felix Kleine Borgmann
- Department of Oncology (DONC), Luxembourg Institute of Health (LIH), Luxembourg, Luxembourg
| | | | - Laurent Mombaerts
- Luxembourg Centre of Systems Biomedicine (LCSB), University of Luxembourg (UL), Esch-sur-Alzette, Belvaux, Luxembourg
| | - Karoline Klein
- University of Saarland - Faculty of Medicine, Homburg, Germany
| | - Finn Jelke
- National Center of Neurosurgery, Centre Hospitalier de Luxembourg (CHL), Luxembourg, Luxembourg
| | - Giulia Mirizzi
- University of Saarland - Faculty of Medicine, Homburg, Germany
| | - Redouane Slimani
- Department of Oncology (DONC), Luxembourg Institute of Health (LIH), Luxembourg, Luxembourg
| | - Michel Pilot
- Ludwig-Maximilians-University of Munich, Munich, Germany
| | - Andreas Husch
- Luxembourg Centre of Systems Biomedicine (LCSB), University of Luxembourg (UL), Esch-sur-Alzette, Belvaux, Luxembourg
| | - Michel Mittelbronn
- National Center of Pathology (NCP), Laboratoire national de santé (LNS), Dudelange, Luxembourg;, Dudelange, Luxembourg
| | - Frank Hertel
- National Center of Neurosurgery, Centre Hospitalier de Luxembourg (CHL), Luxembourg, Luxembourg
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Waterman JO, Campbell LAD, Maréchal L, Pilot M, Majolo B. Effect of human activity on habitat selection in the endangered Barbary macaque. Anim Conserv 2019. [DOI: 10.1111/acv.12543] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- J. O. Waterman
- School of Psychology University of Lincoln Lincoln UK
- School of Natural Sciences & Psychology Liverpool John Moores University Liverpool UK
| | - L. A. D. Campbell
- School of Psychology University of Lincoln Lincoln UK
- WildCRU, Recanti‐Kaplan Centre University of Oxford Tubney UK
| | - L. Maréchal
- School of Psychology University of Lincoln Lincoln UK
| | - M. Pilot
- School of Life Sciences University of Lincoln Lincoln UK
- Museum and Institute of Zoology Polish Academy of Sciences Gdańsk Poland
| | - B. Majolo
- School of Psychology University of Lincoln Lincoln UK
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Li XF, Adekunbi DA, Alobaid HM, Li S, Pilot M, Lightman SL, O'Byrne KT. Role of the posterodorsal medial amygdala in predator odour stress-induced puberty delay in female rats. J Neuroendocrinol 2019; 31:e12719. [PMID: 30963653 PMCID: PMC6563483 DOI: 10.1111/jne.12719] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2018] [Revised: 03/29/2019] [Accepted: 04/03/2019] [Indexed: 01/24/2023]
Abstract
Puberty onset is influenced by various factors, including psychosocial stress. The present study investigated cat-odour stress on puberty onset and oestrous cyclicity in rats. Female weanling rats were exposed to either soiled cat litter or fresh unused litter for 10 consecutive days. Following vaginal opening (VO), rats were smeared for 14 days to determine oestrous cyclicity. Anxiety-like behaviour was assessed using standard anxiety tests. Brains were collected to determine corticotrophin-releasing factor (CRF), CRF receptor 1 (CRF-R1) and CRF receptor 2 (CRF-R2) mRNA in the paraventricular nucleus (PVN), as well as the central nucleus of the amygdala (CEA) and the medial nucleus of the amygdala (MEA). Cat odour delayed VO and first oestrus, disrupted oestrous cycles and caused anxiogenic responses. Cat odour elicited increased CRF mRNA expression in the PVN but not in the CeA. CRF-R1 and CRF-R2 mRNA levels in the PVN and CeA were unaffected by cat odour; however, CRF-R1 mRNA levels were decreased in the MeA. The role of CRF signalling in the MeA, particularly its posterodorsal subnucleus (MePD), with respect to pubertal timing was directly examined by unilateral intra-MePD administration of CRF (0.2 nmol day-1 for 14 days) via an osmotic mini-pump from postnatal day 24 and was shown to delay VO and first oestrus. These data suggest that CRF signalling in the MePD may be associated with predator odour-induced puberty delay.
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Affiliation(s)
- Xiao Feng Li
- Department of Women and Children's HealthFaculty of Life Sciences and MedicineKing's College LondonLondonUK
| | - Daniel A. Adekunbi
- Department of Women and Children's HealthFaculty of Life Sciences and MedicineKing's College LondonLondonUK
| | - Hussah M. Alobaid
- Department of Women and Children's HealthFaculty of Life Sciences and MedicineKing's College LondonLondonUK
- Zoology DepartmentCollege of ScienceKing Saud UniversityRiyadhSaudi Arabia
| | - Shengyun Li
- Department of Women and Children's HealthFaculty of Life Sciences and MedicineKing's College LondonLondonUK
| | - Michel Pilot
- Department of Women and Children's HealthFaculty of Life Sciences and MedicineKing's College LondonLondonUK
| | - Stafford L. Lightman
- Henry Wellcome Laboratory for Integrative Neuroscience and EndocrinologyUniversity of BristolBristolUK
| | - Kevin T. O'Byrne
- Department of Women and Children's HealthFaculty of Life Sciences and MedicineKing's College LondonLondonUK
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Park S, Pilot M, Alexander M, Rosengart A. P-008 Evaluating Racial/Ethnic Disparity in Endovascular Thrombectomy Outcome for Acute Stroke Patients: 4,763 patients using Premier data 2011 to 2015. J Neurointerv Surg 2016. [DOI: 10.1136/neurintsurg-2016-012589.50] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Pilot M, Greco C, vonHoldt BM, Jędrzejewska B, Randi E, Jędrzejewski W, Sidorovich VE, Ostrander EA, Wayne RK. Genome-wide signatures of population bottlenecks and diversifying selection in European wolves. Heredity (Edinb) 2013; 112:428-42. [PMID: 24346500 DOI: 10.1038/hdy.2013.122] [Citation(s) in RCA: 76] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2013] [Revised: 10/14/2013] [Accepted: 10/16/2013] [Indexed: 12/21/2022] Open
Abstract
Genomic resources developed for domesticated species provide powerful tools for studying the evolutionary history of their wild relatives. Here we use 61K single-nucleotide polymorphisms (SNPs) evenly spaced throughout the canine nuclear genome to analyse evolutionary relationships among the three largest European populations of grey wolves in comparison with other populations worldwide, and investigate genome-wide effects of demographic bottlenecks and signatures of selection. European wolves have a discontinuous range, with large and connected populations in Eastern Europe and relatively smaller, isolated populations in Italy and the Iberian Peninsula. Our results suggest a continuous decline in wolf numbers in Europe since the Late Pleistocene, and long-term isolation and bottlenecks in the Italian and Iberian populations following their divergence from the Eastern European population. The Italian and Iberian populations have low genetic variability and high linkage disequilibrium, but relatively few autozygous segments across the genome. This last characteristic clearly distinguishes them from populations that underwent recent drastic demographic declines or founder events, and implies long-term bottlenecks in these two populations. Although genetic drift due to spatial isolation and bottlenecks seems to be a major evolutionary force diversifying the European populations, we detected 35 loci that are putatively under diversifying selection. Two of these loci flank the canine platelet-derived growth factor gene, which affects bone growth and may influence differences in body size between wolf populations. This study demonstrates the power of population genomics for identifying genetic signals of demographic bottlenecks and detecting signatures of directional selection in bottlenecked populations, despite their low background variability.
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Affiliation(s)
- M Pilot
- 1] School of Life Sciences, University of Lincoln, Lincoln, UK [2] Museum and Institute of Zoology, Polish Academy of Sciences, Warsaw, Poland
| | - C Greco
- Istituto Superiore per la Protezione e la Ricerca Ambientale (ISPRA), Rome and Ozzano Emilia (BO), Italy
| | - B M vonHoldt
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, CA, USA
| | - B Jędrzejewska
- Mammal Research Institute, Polish Academy of Sciences, Białowieża, Poland
| | - E Randi
- 1] Istituto Superiore per la Protezione e la Ricerca Ambientale (ISPRA), Rome and Ozzano Emilia (BO), Italy [2] Aalborg University, Department 18, Section of Environmental Engineering, Aalborg, Denmark
| | - W Jędrzejewski
- Mammal Research Institute, Polish Academy of Sciences, Białowieża, Poland
| | - V E Sidorovich
- Institute of Zoology, National Academy of Sciences of Belarus, Minsk, Belarus
| | - E A Ostrander
- Cancer Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - R K Wayne
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, CA, USA
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Dąbrowski MJ, Pilot M, Kruczyk M, Żmihorski M, Umer HM, Gliwicz J. Reliability assessment of null allele detection: inconsistencies between and within different methods. Mol Ecol Resour 2013; 14:361-73. [PMID: 24119056 DOI: 10.1111/1755-0998.12177] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2012] [Revised: 09/17/2013] [Accepted: 09/20/2013] [Indexed: 11/29/2022]
Abstract
Microsatellite loci are widely used in population genetic studies, but the presence of null alleles may lead to biased results. Here, we assessed five methods that indirectly detect null alleles and found large inconsistencies among them. Our analysis was based on 20 microsatellite loci genotyped in a natural population of Microtus oeconomus sampled during 8 years, together with 1200 simulated populations without null alleles, but experiencing bottlenecks of varying duration and intensity, and 120 simulated populations with known null alleles. In the natural population, 29% of positive results were consistent between the methods in pairwise comparisons, and in the simulated data set, this proportion was 14%. The positive results were also inconsistent between different years in the natural population. In the null-allele-free simulated data set, the number of false positives increased with increased bottleneck intensity and duration. We also found a low concordance in null allele detection between the original simulated populations and their 20% random subsets. In the populations simulated to include null alleles, between 22% and 42% of true null alleles remained undetected, which highlighted that detection errors are not restricted to false positives. None of the evaluated methods clearly outperformed the others when both false-positive and false-negative rates were considered. Accepting only the positive results consistent between at least two methods should considerably reduce the false-positive rate, but this approach may increase the false-negative rate. Our study demonstrates the need for novel null allele detection methods that could be reliably applied to natural populations.
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Affiliation(s)
- M J Dąbrowski
- Museum and Institute of Zoology, Polish Academy of Sciences, Wilcza 64, 00-679, Warsaw, Poland; Department of Cell and Molecular Biology, Uppsala University, Box 596, 751 24, Uppsala, Sweden
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Kalka D, Domagala Z, Wojcieszczyk J, Rusiecki L, Koleda P, Kowalewski P, Pilot M, Grychowski A, Rusiecka M, Pilecki W. 122 HEALTH-ORIENTED PHYSICAL ACTIVITY IN MOULDING PHYSICAL EFFICIENCY OF WOMEN TREATED INVASIVELY DUE TO ISCHEMIC HEART DISEASE. Maturitas 2012. [DOI: 10.1016/s0378-5122(12)70233-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Pilot M, Dahlheim ME, Hoelzel AR. Social cohesion among kin, gene flow without dispersal and the evolution of population genetic structure in the killer whale (Orcinus orca). J Evol Biol 2009; 23:20-31. [PMID: 19912451 DOI: 10.1111/j.1420-9101.2009.01887.x] [Citation(s) in RCA: 82] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
In social species, breeding system and gregarious behavior are key factors influencing the evolution of large-scale population genetic structure. The killer whale is a highly social apex predator showing genetic differentiation in sympatry between populations of foraging specialists (ecotypes), and low levels of genetic diversity overall. Our comparative assessments of kinship, parentage and dispersal reveal high levels of kinship within local populations and ongoing male-mediated gene flow among them, including among ecotypes that are maximally divergent within the mtDNA phylogeny. Dispersal from natal populations was rare, implying that gene flow occurs without dispersal, as a result of reproduction during temporary interactions. Discordance between nuclear and mitochondrial phylogenies was consistent with earlier studies suggesting a stochastic basis for the magnitude of mtDNA differentiation between matrilines. Taken together our results show how the killer whale breeding system, coupled with social, dispersal and foraging behaviour, contributes to the evolution of population genetic structure.
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Affiliation(s)
- M Pilot
- School of Biological and Biomedical Sciences, University of Durham, Durham, UK
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Pilot M, Gralak B, Goszczyński J, Posłuszny M. A method of genetic identification of pine marten (Martes martes) and stone marten (Martes foina) and its application to faecal samples. J Zool (1987) 2007. [DOI: 10.1111/j.1469-7998.2006.00179.x] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Qin X, Pilot M, Thompson H, Maskell J. Effects of spiramycin on gastrointestinal motility. Chemioterapia 1987; 6:319-20. [PMID: 3509431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- X Qin
- Microbiology Department, London Hospital Medical College, England
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Abstract
The duodenal transmural potential difference (pd) has been studied in isolated vascular-perfused preparations of canine stomach and duodenum. There was no quantitative correlation between the magnitude of the intraluminal pressure change and pd but fluctuations of pd in these preparations were related to duodenal slow wave activity.
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