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1.
Sci Rep ; 11(1): 4943, 2021 03 02.
Article in English | MEDLINE | ID: mdl-33654146

ABSTRACT

The pandemic of COVID-19 is continuously spreading, becoming a worldwide emergency. Early and fast identification of subjects with a current or past infection must be achieved to slow down the epidemiological widening. Here we report a Raman-based approach for the analysis of saliva, able to significantly discriminate the signal of patients with a current infection by COVID-19 from healthy subjects and/or subjects with a past infection. Our results demonstrated the differences in saliva biochemical composition of the three experimental groups, with modifications grouped in specific attributable spectral regions. The Raman-based classification model was able to discriminate the signal collected from COVID-19 patients with accuracy, precision, sensitivity and specificity of more than 95%. In order to translate this discrimination from the signal-level to the patient-level, we developed a Deep Learning model obtaining accuracy in the range 89-92%. These findings have implications for the creation of a potential Raman-based diagnostic tool, using saliva as minimal invasive and highly informative biofluid, demonstrating the efficacy of the classification model.


Subject(s)
COVID-19/diagnosis , Saliva/chemistry , Spectrum Analysis, Raman/methods , Aged , Aged, 80 and over , Antibodies, Viral/analysis , Comorbidity , Computational Biology , Deep Learning , Female , Humans , Male , Middle Aged , Normal Distribution , Reproducibility of Results , Sensitivity and Specificity
2.
Sci Rep ; 10(1): 10175, 2020 06 23.
Article in English | MEDLINE | ID: mdl-32576912

ABSTRACT

Amyotrophic Lateral Sclerosis (ALS) is a neurodegenerative disease leading to progressive and irreversible muscle atrophy. The diagnosis of ALS is time-consuming and complex, with the clinical and neurophysiological evaluation accompanied by monitoring of progression and a long procedure for the discrimination of similar neurodegenerative diseases. The delayed diagnosis strongly slows the potential development of adequate therapies and the time frame for a prompt intervention. The discovery of new biomarkers could improve the disease diagnosis, as well as the therapeutic and rehabilitative effectiveness and monitoring of the pathological progression. In this work saliva collected from 19 patients with ALS, 10 affected by Parkinson's disease, 10 affected by Alzheimer's disease and 10 healthy subjects, was analysed using Raman spectroscopy, optimizing the parameters for detailed and reproducible spectra. The statistical multivariate analysis of the data revealed a significant difference between the groups, allowing the discrimination of the disease onset. Correlation of Raman data revealed a direct relationship with paraclinical scores, identifying multifactorial biochemical modifications related to the pathology. The proposed approach showed a promising accuracy in ALS onset discrimination, using a fast and sensitive procedure that can make more efficient the diagnostic procedure and the monitoring of therapeutic and rehabilitative processes in ALS.


Subject(s)
Amyotrophic Lateral Sclerosis/diagnosis , Biomarkers/metabolism , Saliva/metabolism , Aged , Aged, 80 and over , Alzheimer Disease/diagnosis , Alzheimer Disease/metabolism , Amyotrophic Lateral Sclerosis/metabolism , Disease Progression , Humans , Male , Middle Aged , Parkinson Disease/diagnosis , Parkinson Disease/metabolism
3.
Analyst ; 140(4): 1054-64, 2015 Feb 21.
Article in English | MEDLINE | ID: mdl-25568900

ABSTRACT

In clinical practice, the diagnosis and classification of acute myeloid leukaemia (AML) and myelodysplastic syndrome (MDS) start from the manual examination of stained smears of bone marrow (BM) and peripheral blood (PB) by using an optical microscope. This step is subjective and scarcely reproducible. Therefore, the development of subjective and potentially automatable methods for the recognition of typical AML/MDS cells is necessary. Here we have used Raman spectroscopy for distinguishing myeloblasts, promyelocytes, abnormal promyelocytes and erhytroblasts, which have to be counted for a correct diagnosis and morphological classification of AML and MDS. BM samples from patients affected by four different AML subtypes, mostly characterized by the presence of the four subpopulations selected for this study, were analyzed. First, each cell was scanned by acquiring 4096 spectra, thus obtaining Raman images which demonstrate an accurate description of morphological features characteristic of each subpopulation. Raman imaging coupled with hierarchical cluster analysis permitted the automatic discrimination and localization of the nucleus, the cytoplasm, myeloperoxidase containing granules and haemoglobin. Second, the averaged Raman fingerprint of each cell was analysed by multivariate analysis (principal component analysis and linear discriminant analysis) in order to study the typical vibrational features of each subpopulation and also for the automatic recognition of cells. The leave-one-out cross validation of a Raman-based classification model demonstrated the correct classification of myeloblasts, promyelocytes (normal/abnormal) and erhytroblasts with an accuracy of 100%. Normal and abnormal promyelocytes were distinguished with 95% accuracy. The overall classification accuracy considering the four subpopulations was 98%. This proof-of-concept study shows that Raman micro-spectroscopy could be a valid approach for developing label-free, objective and automatic methods for the morphological classification and counting of cells from AML/MDS patients, in substitution of the manual examination of BM and PB stained smears.


Subject(s)
Erythroblasts/pathology , Granulocyte Precursor Cells/pathology , Leukemia, Myeloid, Acute/pathology , Myelodysplastic Syndromes/pathology , Spectrum Analysis, Raman/methods , Humans , Leukemia, Myeloid, Acute/diagnosis , Myelodysplastic Syndromes/diagnosis
5.
Br J Dermatol ; 160(1): 16-25, 2009 Jan.
Article in English | MEDLINE | ID: mdl-18945317

ABSTRACT

BACKGROUND: Skin immunosenescence accounts for increased susceptibility in the elderly to cutaneous infections and malignancies, and decreased contact hypersensitivity and response to vaccination. We have recently shown in immune cells that decreased expression of the receptor for activated C kinase (RACK)-1 underlies defective protein kinase C (PKC) activation and functional immune impairment with ageing. OBJECTIVES: This study was designed to determine if an age-related decline in skin RACK-1 expression was present and whether it correlated with defective tumour necrosis factor (TNF)-alpha production. METHODS: PKC isoforms and RACK-1 expression were evaluated by Western blot analysis and by immunofluorescence in skin obtained from Sprague-Dawley rats of different ages. TNF-alpha release by epidermal cells induced by lipopolysaccharide, 12-O-tetradecanoyl-phorbol-13-acetate and the contact allergen dinitrochlorobenzene was assessed by the L929 biological assay. RESULTS: Skin obtained from old rats (> 18 months) showed decreased RACK-1 immunoreactivity if compared with young rats (< 3 months). RACK-1 preferentially interacts with PKC beta. Despite a similar total skin content of this isoform, the reduced expression of RACK-1 was associated with a decreased translocation of PKC beta in the membrane compartment. The defective PKC beta translocation associated with ageing correlated with decreased TNF-alpha release from epidermal cells following treatment with different inflammatory stimuli. CONCLUSIONS: Overall, we demonstrated for the first time a decrease in RACK-1 expression, defective PKC beta translocation and reduced TNF-alpha release in epidermal cells with ageing. These alterations might be mechanistically significant, and provide a new understanding of the consequences of ageing on skin immunology.


Subject(s)
Protein Kinase C/metabolism , Receptors, Cell Surface/metabolism , Skin Aging/immunology , Tumor Necrosis Factor-alpha/biosynthesis , Age Factors , Animals , Cells, Cultured , Epidermal Cells , Epidermis/metabolism , Immunohistochemistry , Male , Protein Kinase C/immunology , Rats , Rats, Sprague-Dawley , Receptors for Activated C Kinase , Receptors, Cell Surface/immunology , Tumor Necrosis Factor-alpha/immunology
6.
Eur J Histochem ; 51(4): 283-90, 2007.
Article in English | MEDLINE | ID: mdl-18162458

ABSTRACT

The early radiation of epidermal reactions can lead to healing of the lesion or radiation necrosis. There is no general agreement for either the prevention and/or treatment of radiation skin response, also as little is known about the immediate phases of this phenomenon. We investigated the early effects exerted by Healing and Wound Emulsion (HWE) on human skin response after ionizing radiation. Epidermal morphology, Heat Shock Protein (HSP) 70, and Transforming Growth Factor-beta1 (TGF-beta1) gene expression were investigated in organotypic human skin cultures undergoing a double dose of gamma-rays (2 Gy). HSP70 gene expression tended to be induced in the HWE group 6 hours after cream administration and was significantly up-regulated after 48 hours, when epidermal morphological alterations were evident. TGF-beta1 seems not affected in cream treated samples. HWE may stimulate skin to mount an early defensive response against damage induced by gamma rays.


Subject(s)
Breast , Emulsions/pharmacology , Epidermis/drug effects , Epidermis/radiation effects , Gamma Rays , Radiodermatitis/prevention & control , Adult , Cell Proliferation/radiation effects , Epidermis/pathology , Female , Gene Expression/drug effects , Gene Expression/radiation effects , HSP72 Heat-Shock Proteins/genetics , Humans , Keratinocytes/drug effects , Keratinocytes/pathology , Keratinocytes/radiation effects , Necrosis , Organ Culture Techniques , Transforming Growth Factor beta1/genetics , Up-Regulation
7.
Br J Dermatol ; 153(5): 881-6, 2005 Nov.
Article in English | MEDLINE | ID: mdl-16225595

ABSTRACT

BACKGROUND: Skin reaction is the most common side-effect of radiation therapy. Radiation-induced dermal fibrosis has been characterized histologically, but little is known about the epidermis overlying fibronecrotic lesions. OBJECTIVES: To characterize the epidermal response 24 h after a single clinically relevant dose of gamma-rays in cultured human breast skin. METHODS: Biopsies obtained from cosmetic surgery (n = 7) were placed epidermis upwards in a Transwell system, and were exposed to a single dose of gamma-irradiation (2 Gy). A parallel set of nonirradiated skin fragments was incubated under the same conditions. Both irradiated and nonirradiated fragments were harvested 24 h after irradiation and processed for light microscopy and molecular biology analysis. A quantitative analysis of cell proliferation was performed after 5-bromo-2'-deoxyuridine incorporation. Cytokeratin 10 (CK10) and desmocollin 1 (Dsc1) expression was evaluated by immunofluorescence. Dsc1 and transforming growth factor (TGF)-beta1 gene expression was measured by reverse transcriptase-polymerase chain reaction analysis. RESULTS: The mean percentage inhibition of epidermal proliferation in irradiated samples was 53.7% (P < 0.01, paired Student's t-test). The inhibition of cell proliferation was significant in five of seven samples (P < 0.05, unpaired Student's t-test). Normal cell architecture was found in irradiated samples. Throughout the epithelial compartment, the distribution patterns of CK10 and Dsc1 were comparable in nonirradiated and irradiated fragments. Condensation of CK10 filaments suggested a cytoskeletal rearrangement in irradiated samples. Dsc1 and TGF-beta1 mRNA levels were, respectively, reduced and unmodified 24 h after irradiation. CONCLUSIONS: A perturbation of epidermal homeostasis occurs as early as 24 h after a single dose of gamma-rays. Our immunofluorescence observations indicate that keratinocyte terminal differentiation is not yet affected at the protein level 24 h after exposure to gamma-rays. The lack of an inverse relationship between TGF-beta1 gene expression and epidermal proliferation, together with decreased Dsc1 gene expression, may represent the early molecular basis for the development of the late effects of radiotherapy observed many months/years after radiotherapy. Our findings set the stage for further investigation of the best time to begin topical treatment at the start of radiation therapy.


Subject(s)
Breast/radiation effects , Epidermis/radiation effects , Gamma Rays , Adult , Breast/metabolism , Breast/pathology , Cell Proliferation/radiation effects , Desmocollins , Epidermis/metabolism , Epidermis/pathology , Female , Fluorescent Antibody Technique , Gene Expression , Humans , Keratin-10 , Keratins/metabolism , Membrane Glycoproteins/biosynthesis , Membrane Glycoproteins/genetics , Organ Culture Techniques , RNA, Messenger/genetics , Reverse Transcriptase Polymerase Chain Reaction/methods , Transforming Growth Factor beta/genetics , Transforming Growth Factor beta/metabolism , Transforming Growth Factor beta1
8.
Cancer ; 85(11): 2433-8, 1999 Jun 01.
Article in English | MEDLINE | ID: mdl-10357414

ABSTRACT

BACKGROUND: Routine histologic examination of axillary sentinel lymph nodes predicts axillary lymph node status and may spare patients with breast carcinoma axillary lymph node dissection. To avoid the need for two separate surgical sessions, the results of sentinel lymph node examination should be available intraoperatively. However, routine frozen-section examination of sentinel lymph nodes is liable to yield false-negative results. This study was conducted to ascertain whether extensive intraoperative examination of sentinel lymph nodes by frozen section examination would attain a sensitivity comparable to that obtained by routine histologic examination without intraoperative frozen section examination. METHODS: In a consecutive series of 155 clinically lymph node negative breast carcinoma patients, the axillary sentinel lymph nodes were examined intraoperatively, before complete axillary lymph node dissection. The frozen sentinel lymph nodes were sectioned subserially at 50-microm intervals. For each level, one section was stained with hematoxylin and eosin and the other section immunostained for cytokeratins using a rapid immunocytochemical assay. RESULTS: Sentinel lymph node metastases were detected in 70 of the 155 patients (45%). In 37 cases the sentinel lymph nodes were the only axillary lymph nodes with metastases. Immunocytochemistry did not increase the sensitivity of the examination. Five patients had metastases in the nonsentinel axillary lymph nodes despite having negative sentinel lymph nodes. The general concordance between sentinel and axillary lymph node status was 96.7%; the negative predictive value of intraoperative sentinel lymph node examination was 94.1%. CONCLUSIONS: The intraoperative examination of axillary sentinel lymph nodes is effective in predicting the axillary lymph node status of breast carcinoma patients and may be instrumental in deciding whether to spare patients axillary lymph node dissection.


Subject(s)
Breast Neoplasms/pathology , Intraoperative Care/methods , Axilla/pathology , Breast Neoplasms/chemistry , Female , Humans , Immunohistochemistry , Keratins/analysis , Lymphatic Metastasis , Neoplasm Proteins/analysis , Predictive Value of Tests
9.
Lancet ; 349(9069): 1864-7, 1997 Jun 28.
Article in English | MEDLINE | ID: mdl-9217757

ABSTRACT

BACKGROUND: Axillary lymph-node dissection is an important staging procedure in the surgical treatment of breast cancer. However, early diagnosis has led to increasing numbers of dissections in which axillary nodes are free of disease. This raises questions about the need for the procedure. We carried out a study to assess, first, whether a single axillary lymph node (sentinel node) initially receives malignant cells from a breast carcinoma and, second, whether a clear sentinel node reliably forecasts a disease-free axilla. METHODS: In a consecutive series of 163 women with operable breast carcinoma, we injected microcolloidal particles of human serum albumin labelled with technetium-99m. This tracer was injected subdermally, close to the tumour site, on the day before surgery, and scintigraphic images of the axilla and breast were taken 10 min, 30 min, and 3 h later. A mark was placed on the skin over the site of the radioactive node (sentinel node). During breast surgery, a hand-held gamma-ray detector probe was used to locate the sentinel node, and make possible its separate removal via a small axillary incision. Complete axillary lymphadenectomy was then done. The sentinel node was tagged separately from other nodes. Permanent sections of all removed nodes were prepared for pathological examination. FINDINGS: From the sentinel node, we could accurately predict axillary lymph-node status in 156 (97.5%) of the 160 patients in whom a sentinel node was identified, and in all cases (45 patients) with tumours less than 1.5 cm in diameter. In 32 (38%) of the 85 cases with metastatic axillary nodes, the only positive node was the sentinel node. INTERPRETATION: In the large majority of patients with breast cancer, lymphoscintigraphy and gamma-probe-guided surgery can be used to locate the sentinel node in the axilla, and thereby provide important information about the status of axillary nodes. Patients without clinical involvement of the axilla should undergo sentinel-node biopsy routinely, and may be spared complete axillary dissection when the sentinel node is disease-free.


Subject(s)
Breast Neoplasms/pathology , Carcinoma/pathology , Lymph Nodes/pathology , Adult , Aged , Axilla , Breast Neoplasms/surgery , Carcinoma/surgery , Female , Frozen Sections , Humans , Lymph Node Excision , Lymph Nodes/diagnostic imaging , Lymphatic Metastasis , Middle Aged , Predictive Value of Tests , Radionuclide Imaging , Technetium Tc 99m Aggregated Albumin
10.
Ann Thorac Surg ; 61(6): 1836-7; discussion 1837-8, 1996 Jun.
Article in English | MEDLINE | ID: mdl-8651801

ABSTRACT

Pulmonary sequestration is a congenital anomaly of lung parenchyma that can be definitively treated only with surgical resection. We report a case of an intralobar sequestration of the right lower pulmonary lobe in an infant successfully treated with video-thoracoscopic surgical removal of the involved lobe at 6 months of age.


Subject(s)
Bronchopulmonary Sequestration/surgery , Endoscopy , Pneumonectomy , Thoracoscopy , Video Recording , Bronchopulmonary Sequestration/pathology , Humans , Infant , Infant, Newborn , Male , Surgical Staplers , Thoracotomy/methods
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