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1.
Eur J Nucl Med Mol Imaging ; 50(6): 1792-1810, 2023 05.
Article in English | MEDLINE | ID: mdl-36757432

ABSTRACT

PURPOSE: Knowledge about pancreatic cancer (PC) biology has been growing rapidly in recent decades. Nevertheless, the survival of PC patients has not greatly improved. The development of a novel methodology suitable for deep investigation of the nature of PC tumors is of great importance. Molecular imaging techniques, such as Fourier transform infrared (FTIR) spectroscopy and Raman hyperspectral mapping (RHM) combined with advanced multivariate data analysis, were useful in studying the biochemical composition of PC tissue. METHODS: Here, we evaluated the potential of molecular imaging in differentiating three groups of PC tumors, which originate from different precursor lesions. Specifically, we comprehensively investigated adenocarcinomas (ACs): conventional ductal AC, intraductal papillary mucinous carcinoma, and ampulla of Vater AC. FTIR microspectroscopy and RHM maps of 24 PC tissue slides were obtained, and comprehensive advanced statistical analyses, such as hierarchical clustering and nonnegative matrix factorization, were performed on a total of 211,355 Raman spectra. Additionally, we employed deep learning technology for the same task of PC subtyping to enable automation. The so-called convolutional neural network (CNN) was trained to recognize spectra specific to each PC group and then employed to generate CNN-prediction-based tissue maps. To identify the DNA methylation spectral markers, we used differently methylated, isolated DNA and compared the observed spectral differences with the results obtained from cellular nuclei regions of PC tissues. RESULTS: The results showed significant differences among cancer tissues of the studied PC groups. The main findings are the varying content of Ɵ-sheet-rich proteins within the PC cells and alterations in the relative DNA methylation level. Our CNN model efficiently differentiated PC groups with 94% accuracy. The usage of CNN in the classification task did not require Raman spectral data preprocessing and eliminated the need for extensive knowledge of statistical methodologies. CONCLUSIONS: Molecular spectroscopy combined with CNN technology is a powerful tool for PC detection and subtyping. The molecular fingerprint of DNA methylation and Ɵ-sheet cytoplasmic proteins established by our results is different for the main PC groups and allowed the subtyping of pancreatic tumors, which can improve patient management and increase their survival. Our observations are of key importance in understanding the variability of PC and allow translation of the methodology into clinical practice by utilizing liquid biopsy testing.


Subject(s)
DNA Methylation , Pancreatic Neoplasms , Humans , Protein Conformation, beta-Strand , Pancreatic Neoplasms/diagnostic imaging , Pancreatic Neoplasms/pathology , Spectrum Analysis , Pancreatic Neoplasms
2.
Anal Bioanal Chem ; 415(29-30): 7281-7295, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37906289

ABSTRACT

The lack of specific and sensitive early diagnostic options for pancreatic cancer (PC) results in patients being largely diagnosed with late-stage disease, thus inoperable and burdened with high mortality. Molecular spectroscopic methodologies, such as Raman or infrared spectroscopies, show promise in becoming a leader in screening for early-stage cancer diseases, including PC. However, should such technology be introduced, the identification of differentiating spectral features between various cancer types is required. This would not be possible without the precise extraction of spectra without the contamination by necrosis, inflammation, desmoplasia, or extracellular fluids such as mucous that surround tumor cells. Moreover, an efficient methodology for their interpretation has not been well defined. In this study, we compared different methods of spectral analysis to find the best for investigating the biomolecular composition of PC cells cytoplasm and nuclei separately. Sixteen PC tissue samples of main PC subtypes (ductal adenocarcinoma, intraductal papillary mucinous carcinoma, and ampulla of Vater carcinoma) were collected with Raman hyperspectral mapping, resulting in 191,355 Raman spectra and analyzed with comparative methodologies, specifically, hierarchical cluster analysis, non-negative matrix factorization, T-distributed stochastic neighbor embedding, principal components analysis (PCA), and convolutional neural networks (CNN). As a result, we propose an innovative approach to spectra classification by CNN, combined with PCA for molecular characterization. The CNN-based spectra classification achieved over 98% successful validation rate. Subsequent analyses of spectral features revealed differences among PC subtypes and between the cytoplasm and nuclei of their cells. Our study establishes an optimal methodology for cancer tissue spectral data classification and interpretation that allows precise and cognitive studies of cancer cells and their subcellular components, without mixing the results with cancer-surrounding tissue. As a proof of concept, we describe findings that add to the spectroscopic understanding of PC.


Subject(s)
Pancreatic Neoplasms , Spectrum Analysis, Raman , Humans , Spectrum Analysis, Raman/methods , Pancreas , Cell Nucleus , Pancreatic Neoplasms
3.
Pol J Pathol ; 74(1): 1-11, 2023.
Article in English | MEDLINE | ID: mdl-37306347

ABSTRACT

Neuropathological central nervous system (CNS) post-mortem examination is a highly specialistic element of the autopsy procedure with methodological specificity. Herein we propose updated recommendations for CNS autopsy for pathologists and neuropathologists. The protocol includes the compendium of neuroanatomy with current nomenclature, consecutive steps of gross examination, as well as appropriate sampling algorithms in different clinical and pathological settings. The significance of pathoclinical cooperation in differential diagnosis is exposed. We believe it is essential to create and promote the guidelines to improve the quality of CNS post-mortem examination at the national level.


Subject(s)
Brain , Neuropathology , Humans , Autopsy , Poland , Spinal Cord
4.
Int J Mol Sci ; 24(20)2023 Oct 13.
Article in English | MEDLINE | ID: mdl-37894812

ABSTRACT

The incidence of thyroid nodules (TNs) is estimated at 36.5% and 23% in females and males, respectively. A single thyroid nodule is usually detected during ultrasound assessment in patients with symptoms of thyroid dysfunction or neck mass. TNs are classified as benign tumours (non-malignant hyperplasia), benign neoplasms (e.g., adenoma, a non-invasive follicular tumour with papillary nuclear features) or malignant carcinomas (follicular cell-derived or C-cell derived). The differential diagnosis is based on fine-needle aspiration biopsies and cytological assessment (which is burdened with the bias of subjectivity). Raman spectroscopy (RS) is a laser-based, semiquantitative technique which shows for oscillations of many chemical groups in one label-free measurement. RS, through the assessment of chemical content, gives insight into tissue state which, in turn, allows for the differentiation of disease on the basis of spectral characteristics. The purpose of this study was to report if RS could be useful in the differential diagnosis of TN. The Web of Science, PubMed, and Scopus were searched from the beginning of the databases up to the end of June 2023. Two investigators independently screened key data using the terms "Raman spectroscopy" and "thyroid". From the 4046 records found initially, we identified 19 studies addressing the differential diagnosis of TNs applying the RS technique. The lasers used included 532, 633, 785, 830, and 1064 nm lines. The thyroid RS investigations were performed at the cellular and/or tissue level, as well as in serum samples. The accuracy of papillary thyroid carcinoma detection is approx. 90%. Furthermore, medullary, and follicular thyroid carcinoma can be detected with up to 100% accuracy. These results might be biased with low numbers of cases in some research and overfitting of models as well as the reference method. The main biochemical changes one can observe in malignancies are as follows: increase of protein, amino acids (like phenylalanine, tyrosine, and tryptophan), and nucleic acid content in comparison with non-malignant TNs. Herein, we present a review of the literature on the application of RS in the differential diagnosis of TNs. This technique seems to have powerful application potential in thyroid tumour diagnosis.


Subject(s)
Adenocarcinoma, Follicular , Thyroid Neoplasms , Thyroid Nodule , Male , Female , Humans , Thyroid Nodule/diagnostic imaging , Thyroid Nodule/pathology , Spectrum Analysis, Raman , Thyroid Neoplasms/diagnostic imaging , Thyroid Neoplasms/pathology , Adenocarcinoma, Follicular/pathology
5.
Int J Mol Sci ; 23(14)2022 Jul 19.
Article in English | MEDLINE | ID: mdl-35887280

ABSTRACT

Diseases of the muscle tissue, particularly those disorders which result from the pathology of individual muscle cells, are often called myopathies. The diversity of the content of individual cells is of interest with regard to their role in both biochemical mechanisms and the structure of muscle tissue itself. These studies focus on the preliminary analysis of the differences that may occur between diseased tissues and tissues that have been recognised as a reference group. To do so, 13 samples of biopsied human muscle tissues were studied: 3 diagnosed as dystrophies, 6 as (non-dystrophic) myopathy and 4 regarded as references. From these sets of muscle biopsies, 135 completely measured muscle fibres were separated altogether, which were subjected to investigations using synchrotron radiation X-ray fluorescence (SR-XRF). Muscle fibres were analysed in terms of the composition of elements such as Br, Ca, Cl, Cr, Cu, Fe, K, Mn, P, S and Zn. The performed statistical tests indicate that all three groups (dystrophies-D; myopathies-M; references-R) show statistically significant differences in their elemental compositions, and the greatest impact, according to the multivariate discriminate analysis (MDA), comes from elements such as Ca, Cu, K, Cl and S.


Subject(s)
Muscle Fibers, Skeletal , Synchrotrons , Humans , Radiography , Spectrometry, X-Ray Emission , X-Rays
6.
Neurol Neurochir Pol ; 56(2): 118-130, 2022.
Article in English | MEDLINE | ID: mdl-34913473

ABSTRACT

INTRODUCTION: Neuropathological brain and spinal cord post mortem examination is a distinct procedure that still plays an important role in modern medicine. In front of increasing amounts of clinical and genetic data, together with important developments in the field of neuroimaging, the Polish Association of Neuropathologists have updated their recommendations regarding central nervous system (CNS) examination. These guidelines are aimed at neuropathologists, pathologists and clinicians. AIM OF THE STUDY: Presentation of the outlined recommendations as their goal is to improve the quality, informativity, and cost effectiveness of CNS post mortem examinations. A comprehensive study of the literature was conducted to provide a clinical background of neuropathological autopsy. There are numerous open questions in neuroscience, and new strategies are required to foster research in CNS diseases. These include the challenge of organizing brain banks tasked with managing and protecting detailed multidisciplinary information about their resources. Complex neuropathological analyses of post mortem series are also important to assess the effectiveness of diagnostics and therapy, identify environmental impact on the development of neurological disorders, and improve public health policy. The recommendations outline the need for collaboration between multiple specialists to establish the proper diagnosis and to broaden knowledge of neurological disorders.


Subject(s)
Central Nervous System Diseases , Neuropathology , Autopsy/methods , Brain/pathology , Central Nervous System Diseases/pathology , Humans , Neuroimaging
7.
Pol J Pathol ; 72(2): 180-184, 2021.
Article in English | MEDLINE | ID: mdl-34706527

ABSTRACT

Tuberous sclerosis complex (Bourneville-Pringle syndrome) is a rare genetic condition included in the group of diseases called phakomatoses. Most of the patients are diagnosed with abnormalities within the central nervous system and tend to develop tumors more frequently, especially gliomas. We present a case of 50-year-old patient suffering from tuberous sclerosis complex, who had been diagnosed with pleomorphic xanthoastrocytoma (PXA). The patient underwent surgery and adjuvant radiotherapy and has remained free from local recurrence for 5 years.


Subject(s)
Astrocytoma , Glioma , Tuberous Sclerosis , Humans , Middle Aged , Tuberous Sclerosis/complications
8.
Gynecol Endocrinol ; 36(5): 460-464, 2020 May.
Article in English | MEDLINE | ID: mdl-32037914

ABSTRACT

The article presents a case of a 28-year-old woman with so-called morulosis - a form of squamous metaplasia of the endometrium, which may mimic malignancy. The term 'morulosis' indicates extensive squamous mulberry-like metaplasia, which in a large part or nearly entirely affects endometrium, whereas in turn, benign squamous metaplasia or single morules, refers to a limited, usually small regional pathology of endometrium. Because the endometrial glands and stroma gradually undergo the process of squamous metaplasia, in a scanty biopsy material the picture may lead to overdiagnosis. In the epithelioid regions small inactive glands with an immunofenotype different from the remaining endometrium might be observed. So far 21 cases have been reported in English literature. The patients (age 19-45) had presented with abnormal bleeding, infertility or after hormonal therapy. The mechanism of the extensive squamous metaplasia of endometrium is still not clear. The prevailing view holds that morulosis appears to be a result of hormonal imbalance. To shed light on possible pathogenic background of morulosis, we present a case of particularly severe extensive squamous metaplasia of the endometrium (morulosis).


Subject(s)
Endometrium/pathology , Uterine Diseases/pathology , Adult , Female , Humans , Infertility, Female/etiology , Metaplasia , Uterine Diseases/complications
9.
J Minim Invasive Gynecol ; 24(6): 1040-1045, 2017.
Article in English | MEDLINE | ID: mdl-28559086

ABSTRACT

Crohn's disease (CD) is a chronic inflammatory disorder that may involve any part of the gastrointestinal tract. Acute manifestations in female internal reproductive organs are rare and have been described in only a few cases. A 27-year-old nulligravida woman diagnosed with CD presented with pelvic pain, fever, and a palpable mass (confirmed by ultrasound) in the right lower quadrant of the abdomen. She underwent diagnostic laparoscopy because of worsening symptoms suggestive of a tubo-ovarian abscess. The right adnexa were excised after adhesiolysis. Pathologic examination revealed an ovarian granuloma consistent with CD. This case shows that a laparoscopic approach is possible for active CD, with all the benefits of a minimally invasive approach. Although the involved ovary was removed, similar to previous reports using laparotomy, conservative therapy should be considered if preoperative diagnosis can be made. Improvements in preoperative diagnosis and development of management guidelines is critical for ovarian preservation and conservative treatment options.


Subject(s)
Crohn Disease/surgery , Granuloma/surgery , Laparoscopy , Ovarian Diseases/surgery , Abdomen/surgery , Acute Disease , Adnexa Uteri/surgery , Adult , Crohn Disease/complications , Female , Granuloma/etiology , Humans , Laparoscopy/adverse effects , Ovarian Diseases/etiology , Ovary/pathology , Ovary/surgery , Pelvic Pain/etiology , Pelvic Pain/surgery
10.
Int J Mol Sci ; 18(2)2017 Feb 17.
Article in English | MEDLINE | ID: mdl-28218653

ABSTRACT

The role of different genotypes of apolipoprotein E (apoE) in the etiology of Alzheimer's disease is widely recognized. It has been shown that altered functioning of apoE may promote 4-hydroxynonenal modification of mitochondrial proteins, which may result in mitochondrial dysfunction, aggravation of oxidative stress, and neurodegeneration. Mitochondrial aldehyde dehydrogenase (ALDH2) is an enzyme considered to perform protective function in mitochondria by the detoxification of the end products of lipid peroxidation, such as 4-hydroxynonenal and other reactive aldehydes. The goal of our study was to apply a differential proteomics approach in concert with molecular and morphological techniques to elucidate the changes in the frontal cortex and hippocampus of apolipoprotein E knockout (apoE-/-) mice upon treatment with Alda-1-a small molecular weight activator of ALDH2. Despite the lack of significant morphological changes in the brain of apoE-/- mice as compared to age-matched wild type animals, the proteomic and molecular approach revealed many changes in the expression of genes and proteins, indicating the impairment of energy metabolism, neuroplasticity, and neurogenesis in brains of apoE-/- mice. Importantly, prolonged treatment of apoE-/- mice with Alda-1 led to the beneficial changes in the expression of genes and proteins related to neuroplasticity and mitochondrial function. The pattern of alterations implies mitoprotective action of Alda-1, however, the accurate functional consequences of the revealed changes require further research.


Subject(s)
Aldehyde Dehydrogenase, Mitochondrial/metabolism , Apolipoproteins E/deficiency , Benzamides/pharmacology , Benzodioxoles/pharmacology , Frontal Lobe/metabolism , Hippocampus/metabolism , Proteomics/methods , Aldehydes/blood , Animals , Apolipoproteins E/metabolism , Apoptosis/drug effects , Enzyme Activation/drug effects , Gene Expression Regulation/drug effects , Immunohistochemistry , Inflammation/pathology , Isotope Labeling , Mice, Inbred C57BL , Mice, Knockout , Mitochondria/drug effects , Mitochondria/metabolism , Mitochondrial Proteins/metabolism , Neuronal Plasticity/drug effects , Organelle Biogenesis , RNA, Messenger/genetics , RNA, Messenger/metabolism
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