2022
DOI: 10.1038/s41598-022-11473-5
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Quantitative and qualitative analysis of pulmonary arterial hypertension fibrosis using wide-field second harmonic generation microscopy

Abstract: We demonstrated that wide-field second harmonic generation (SHG) microscopy of lung tissue in combination with quantitative analysis of SHG images is a powerful tool for fast and label-free visualization of the fibrosis pathogenesis in pulmonary arterial hypertension (PAH). Statistical analysis of the SHG images revealed changes of the collagen content and morphology in the lung tissue during the monocrotaline-induced PAH progression in rats. First order statistics disclosed the dependence of the collagen over… Show more

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Cited by 7 publications
(3 citation statements)
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“…ML and DL algorithms trained on large datasets of annotated TPEM and H&E-stained images could identify patterns and features indicative of colorectal cancer, potentially even discovering new markers not previously recognized by human experts. Moreover, the integration of ML and DL approaches with high-throughput TPEM systems capable of generating images of entire histological slides [e.g., widefield SHG microscopy ( 41 , 42 ), and compact higher harmonic generation microscopy for unprocessed tissue ( 43 )] will enable direct comparisons between H&E-stained slides and their TPEM counterparts ( 44 ). This integration could simplify TPEM images interpretation, rendering it a promising avenue for further exploration.…”
Section: Discussionmentioning
confidence: 99%
“…ML and DL algorithms trained on large datasets of annotated TPEM and H&E-stained images could identify patterns and features indicative of colorectal cancer, potentially even discovering new markers not previously recognized by human experts. Moreover, the integration of ML and DL approaches with high-throughput TPEM systems capable of generating images of entire histological slides [e.g., widefield SHG microscopy ( 41 , 42 ), and compact higher harmonic generation microscopy for unprocessed tissue ( 43 )] will enable direct comparisons between H&E-stained slides and their TPEM counterparts ( 44 ). This integration could simplify TPEM images interpretation, rendering it a promising avenue for further exploration.…”
Section: Discussionmentioning
confidence: 99%
“…Моделирование ЛАГ у 54 животных осуществляли с помощью МКТ [8,9]. МКТ растворяли в подогретом до 30 °С 0,9% растворе NaCl; 1 мл полученного раствора вводили крысам утром натощак в дозе 60 мг/кг массы тела подкожно в область холки.…”
Section: материал и методыunclassified
“…To summarize, hemodynamic, histological and biochemical parameters determined in our study 3 weeks after MCT administration are characteristic for mild PH only. The most severe changes (including evident fibrosis) are observed mainly 4 weeks after MCT administration (Xu et al, 2018;Hołda et al, 2020a;Padrez et al, 2022).…”
Section: Induction Of Pulmonary Hypertensionmentioning
confidence: 99%