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1.
Viruses ; 16(6)2024 May 29.
Artigo em Inglês | MEDLINE | ID: mdl-38932165

RESUMO

Recently, high-throughput sequencing of influenza A viruses has become a routine test. It should be noted that the extremely high diversity of the influenza A virus complicates the task of determining the sequences of all eight genome segments. For a fast and accurate analysis, it is necessary to select the most suitable reference for each segment. At the same time, there is no standardized method in the field of decoding sequencing results that allows the user to update the sequence databases to which the reads obtained by virus sequencing are compared. The IAVCP (influenza A virus consensus and phylogeny) was developed with the goal of automatically analyzing high-throughput sequencing data of influenza A viruses. Its goals include the extraction of a consensus genome directly from paired raw reads. In addition, the pipeline enables the identification of potential reassortment events in the evolutionary history of the virus of interest by analyzing the topological structure of phylogenetic trees that are automatically reconstructed.


Assuntos
Genoma Viral , Sequenciamento de Nucleotídeos em Larga Escala , Vírus da Influenza A , Filogenia , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Vírus da Influenza A/genética , Vírus da Influenza A/classificação , Humanos , Genômica/métodos , Influenza Humana/virologia , Biologia Computacional/métodos
2.
Viruses ; 16(4)2024 04 07.
Artigo em Inglês | MEDLINE | ID: mdl-38675910

RESUMO

Influenza A viruses (IAVs) pose a serious threat to global health. On the one hand, these viruses cause seasonal flu outbreaks in humans. On the other hand, they are a zoonotic infection that has the potential to cause a pandemic. The most important natural reservoir of IAVs are waterfowl. In this study, we investigated the occurrence of IAV in birds in the Republic of Buryatia (region in Russia). In 2020, a total of 3018 fecal samples were collected from wild migratory birds near Lake Baikal. Of these samples, 11 were found to be positive for the H13N8 subtype and whole-genome sequencing was performed on them. All samples contained the same virus with the designation A/Unknown/Buryatia/Arangatui-1/2020. To our knowledge, virus A/Unknown/Buryatia/Arangatui-1/2020 is the first representative of the H13N8 subtype collected on the territory of Russia, the sequence of which is available in the GenBank database. An analysis of reassortments based on the genome sequences of other known viruses has shown that A/Unknown/Buryatia/Arangatui-1/2020 arose as a result of reassortment. In addition, a reassortment most likely occurred several decades ago between the ancestors of the viruses recently collected in China, the Netherlands, the United States and Chile. The presence of such reassortment emphasizes the ongoing evolution of the H13N8 viruses distributed in Europe, North and East Asia, North and South America and Australia. This study underscores the importance of the continued surveillance and research of less-studied influenza subtypes.


Assuntos
Aves , Genoma Viral , Vírus da Influenza A , Influenza Aviária , Filogenia , Vírus Reordenados , Sequenciamento Completo do Genoma , Animais , Vírus Reordenados/genética , Vírus Reordenados/classificação , Vírus Reordenados/isolamento & purificação , Influenza Aviária/virologia , Influenza Aviária/epidemiologia , Federação Russa/epidemiologia , Aves/virologia , Vírus da Influenza A/genética , Vírus da Influenza A/classificação , Vírus da Influenza A/isolamento & purificação , Fezes/virologia , Animais Selvagens/virologia
3.
Front Bioeng Biotechnol ; 12: 1371596, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38605988

RESUMO

Codon optimization has evolved to enhance protein expression efficiency by exploiting the genetic code's redundancy, allowing for multiple codon options for a single amino acid. Initially observed in E. coli, optimal codon usage correlates with high gene expression, which has propelled applications expanding from basic research to biopharmaceuticals and vaccine development. The method is especially valuable for adjusting immune responses in gene therapies and has the potenial to create tissue-specific therapies. However, challenges persist, such as the risk of unintended effects on protein function and the complexity of evaluating optimization effectiveness. Despite these issues, codon optimization is crucial in advancing gene therapeutics. This study provides a comprehensive review of the current metrics for codon-optimization, and its practical usage in research and clinical applications, in the context of gene therapy.

4.
Stem Cell Res ; 75: 103311, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38237426

RESUMO

CDC73-related disorders are inherited in an autosomal dominant manner. An individual with a CDC73-related disorder may have inherited the disorder from an affected parent or developed it as the result of a de novo pathogenic variant of CDC73. The iPSC line was obtained by reprogramming the PBMCs of a patient with a heterozygous type mutation of the CDC73 gene. This cell line could be useful to scrutinize and study the development of CDC73-associated parathyroid carcinoma.


Assuntos
Células-Tronco Pluripotentes Induzidas , Neoplasias das Paratireoides , Humanos , Células-Tronco Pluripotentes Induzidas/metabolismo , Proteínas Supressoras de Tumor/genética , Mutação/genética , Neoplasias das Paratireoides/genética , Neoplasias das Paratireoides/metabolismo , Neoplasias das Paratireoides/patologia , Fatores de Transcrição/genética
5.
Stem Cell Res ; 74: 103298, 2024 02.
Artigo em Inglês | MEDLINE | ID: mdl-38176367

RESUMO

X-linked adrenoleukodystrophy is a metabolic disease associated with mutations in the ABCD1 gene (ATP-binding cassette subfamily D). Numerous pathogenic variants in this gene lead to a wide spectrum of symptoms, including adrenal insufficiency, slowly progressive dying-back axonopathy and demyelination of the central nervous system in specific phenotypes. The induced pluripotent stem cell line was derived from a patient diagnosed with x-ALD. Due to the complexity of developing working therapy based on animal models, it's crucial to obtain the cell model directly from patients. Peripheral blood mononuclear cells (PBMCs) isolated from the donor's whole blood were reprogrammed into induced pluripotent stem cells and then characterized. Expression of pluripotency markers SSEA4, TRA-1-60, SOX2, OCT4 is proven quantitatively and qualitatively, iPSCs demonstrate the ability to differentiate into three germ layers and the absence of Sendai virus expression factors.


Assuntos
Adrenoleucodistrofia , Animais , Humanos , Adrenoleucodistrofia/genética , Adrenoleucodistrofia/metabolismo , Leucócitos Mononucleares/metabolismo , Membro 1 da Subfamília D de Transportadores de Cassetes de Ligação de ATP/genética , Membro 1 da Subfamília D de Transportadores de Cassetes de Ligação de ATP/metabolismo , Mutação , Fenótipo
6.
Int J Mol Sci ; 24(13)2023 Jun 28.
Artigo em Inglês | MEDLINE | ID: mdl-37445943

RESUMO

In contrast to the standard enzyme-replacement therapy, administered from once per 7-14 days to 2-3 times a week in patients with severe hemophilia B, as a result of a single injection, gene therapy can restore F9 gene expression and maintain it for a prolonged time. In clinical research, the approach of delivering a functional copy of a gene using adeno-associated viral (AAV) vectors is widely used. The scientific community is actively researching possible modifications to improve delivery efficiency and expression. In preclinical studies, the possibility of genome editing using CRISPR/Cas9 technology for the treatment of hemophilia B is also being actively studied.


Assuntos
Hemofilia A , Hemofilia B , Humanos , Hemofilia B/terapia , Hemofilia B/tratamento farmacológico , Fator IX/genética , Fator IX/uso terapêutico , Fator IX/metabolismo , Vetores Genéticos/genética , Terapia Genética , Hemofilia A/genética , Dependovirus/genética , Dependovirus/metabolismo
7.
Stem Cell Res ; 69: 103099, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-37121194

RESUMO

Cone dystrophy with supernormal rod response (CDSRR) is associated with pathogenic variants of the KCNV2 gene that result in severe symptoms, including color vision defects, decreased visual acuity, and specific changes in electroretinogram responses. Two iPSC lines were obtained from two patients in the same family with different types of mutations in the KCNV2 gene. These lines could serve as a useful model for studying the pathogenetic mechanism and treatment development for CDSRR. PBMCs from donors have been reprogrammed into iPSC lines. Derived clones were characterized with mutation sequencing, analysis of common pluripotency-associated markers at the protein levels, and in vitro differentiation studies.


Assuntos
Distrofia de Cones , Células-Tronco Pluripotentes Induzidas , Canais de Potássio de Abertura Dependente da Tensão da Membrana , Humanos , Células Fotorreceptoras Retinianas Bastonetes , Mutação/genética , Canais de Potássio de Abertura Dependente da Tensão da Membrana/genética
8.
Heliyon ; 9(4): e15071, 2023 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-37095911

RESUMO

The adeno-associated virus (AAV) is one of the most potent vectors in gene therapy. The experimental profile of this vector shows its efficiency and accepted safety, which explains its increased usage by scientists for the research and treatment of a wide range of diseases. These studies require using functional, pure, and high titers of vector particles. In fact, the current knowledge of AAV structure and genome helps improve the scalable production of AAV vectors. In this review, we summarize the latest studies on the optimization of scalable AAV production through modifying the AAV genome or biological processes inside the cell.

9.
Int J Mol Sci ; 24(6)2023 Mar 10.
Artigo em Inglês | MEDLINE | ID: mdl-36982440

RESUMO

The adrenal glands are important endocrine organs that play a major role in the stress response. Some adrenal glands abnormalities are treated with hormone replacement therapy, which does not address physiological requirements. Modern technologies make it possible to develop gene therapy drugs that can completely cure diseases caused by mutations in specific genes. Congenital adrenal hyperplasia (CAH) is an example of such a potentially treatable monogenic disease. CAH is an autosomal recessive inherited disease with an overall incidence of 1:9500-1:20,000 newborns. To date, there are several promising drugs for CAH gene therapy. At the same time, it remains unclear how new approaches can be tested, as there are no models for this disease. The present review focuses on modern models for inherited adrenal gland insufficiency and their detailed characterization. In addition, the advantages and disadvantages of various pathological models are discussed, and ways of further development are suggested.


Assuntos
Hiperplasia Suprarrenal Congênita , Recém-Nascido , Humanos , Hiperplasia Suprarrenal Congênita/diagnóstico , Hiperplasia Suprarrenal Congênita/genética , Hiperplasia Suprarrenal Congênita/terapia , Glândulas Suprarrenais , Mutação , Incidência
10.
Vaccines (Basel) ; 11(2)2023 Jan 20.
Artigo em Inglês | MEDLINE | ID: mdl-36851116

RESUMO

Recently, the mRNA platform has become the method of choice in vaccine development to find new ways to fight infectious diseases. However, this approach has shortcomings, namely that mRNA vaccines require special storage conditions, which makes them less accessible. This instability is due to the fact that the five-prime and three-prime ends of the mRNA are a substrate for the ubiquitous exoribonucleases. To address the problem, circular mRNAs have been proposed for transgene delivery as they lack these ends. Notably, circular RNAs do not have a capped five-prime end, which makes it impossible to initiate translation canonically. In this review, we summarize the current knowledge on cap-independent translation initiation methods and discuss which approaches might be most effective in developing vaccines and other biotechnological products based on circular mRNAs.

11.
Int J Mol Sci ; 24(4)2023 Feb 08.
Artigo em Inglês | MEDLINE | ID: mdl-36834842

RESUMO

Tissue autofluorescence of fixed tissue sections is a major concern of fluorescence microscopy. The adrenal cortex emits intense intrinsic fluorescence that interferes with signals from fluorescent labels, resulting in poor-quality images and complicating data analysis. We used confocal scanning laser microscopy imaging and lambda scanning to characterize the mouse adrenal cortex autofluorescence. We evaluated the efficacy of tissue treatment methods in reducing the intensity of the observed autofluorescence, such as trypan blue, copper sulfate, ammonia/ethanol, Sudan Black B, TrueVIEWTM Autofluorescence Quenching Kit, MaxBlockTM Autofluorescence Reducing Reagent Kit, and TrueBlackTM Lipofuscin Autofluorescence Quencher. Quantitative analysis demonstrated autofluorescence reduction by 12-95%, depending on the tissue treatment method and excitation wavelength. TrueBlackTM Lipofuscin Autofluorescence Quencher and MaxBlockTM Autofluorescence Reducing Reagent Kit were the most effective treatments, reducing the autofluorescence intensity by 89-93% and 90-95%, respectively. The treatment with TrueBlackTM Lipofuscin Autofluorescence Quencher preserved the specific fluorescence signals and tissue integrity, allowing reliable detection of fluorescent labels in the adrenal cortex tissue. This study demonstrates a feasible, easy-to-perform, and cost-effective method to quench tissue autofluorescence and improve the signal-to-noise ratio in adrenal tissue sections for fluorescence microscopy.


Assuntos
Córtex Suprarrenal , Lipofuscina , Camundongos , Animais , Corantes , Fluorescência , Microscopia de Fluorescência , Azul Tripano , Indicadores e Reagentes , Microscopia Confocal/métodos
12.
Viruses ; 14(5)2022 05 13.
Artigo em Inglês | MEDLINE | ID: mdl-35632781

RESUMO

Adeno-associated viruses (AAVs) are a convenient tool for gene therapy delivery. According to the current classification, they are divided into the species AAV A and AAV B within the genus Dependoparvovirus. Historically AAVs were also subdivided on the intraspecies level into 13 serotypes, which differ in tissue tropism and targeted gene delivery capacity. Serotype, however, is not a universal taxonomic category, and their assignment is not always robust. Cross-reactivity has been shown, indicating that classification could not rely on the results of serological tests alone. Moreover, since the isolation of AAV4, all subsequent AAVs were subdivided into serotypes based primarily on genetic differences and phylogenetic reconstructions. An increased interest in the use of AAV as a gene delivery tool justifies the need to improve the existing classification. Here, we suggest genotype-based AAV classification below the species level based on the rep gene. A robust threshold was established as 10% nt differences within the 1248 nt genome fragment, with 4 distinct AAV genotypes identified. This distinct sub-species structure is maintained by ubiquitous recombination within, but not between, rep genes of the suggested genotypes.


Assuntos
Dependovirus , Técnicas de Transferência de Genes , Genótipo , Filogenia , Recombinação Genética
13.
Vaccines (Basel) ; 10(5)2022 Apr 30.
Artigo em Inglês | MEDLINE | ID: mdl-35632465

RESUMO

The seasonal flu vaccine is, essentially, the only known way to prevent influenza epidemics. However, this approach has limited efficacy due to the high diversity of influenza viruses. Several techniques could potentially overcome this obstacle. A recent first-in-human study of a chimeric hemagglutinin-based universal influenza virus vaccine demonstrated promising results. The coronavirus pandemic triggered the development of fundamentally new vaccine platforms that have demonstrated their effectiveness in humans. Currently, there are around a dozen messenger RNA and self-amplifying RNA flu vaccines in clinical or preclinical trials. However, the applicability of novel approaches for a universal influenza vaccine creation remains unclear. The current review aims to cover the current state of this problem and to suggest future directions for RNA-based flu vaccine development.

14.
J Immunol ; 208(5): 1139-1145, 2022 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-35101893

RESUMO

Despite measures taken world-wide, the coronavirus disease 2019 (COVID-19) pandemic continues. Because efficient antiviral drugs are not yet widely available, vaccination is the best option to control the infection rate. Although this option is obvious in the case of COVID-19-naive individuals, it is still unclear when individuals who have recovered from a previous SARS-CoV-2 infection should be vaccinated and whether the vaccination raises immune responses against the coronavirus and its novel variants. In this study, we collected peripheral blood from 84 healthy human donors of different COVID-19 status who were vaccinated with the Sputnik Light vaccine and measured the dynamics of the Ab and T cell responses, as well as the virus-neutralizing activity (VNA) in serum, against two SARS-CoV-2 variants, B.1.1.1 and B.1.617.2. We showed that vaccination of individuals previously exposed to the virus considerably boosts the existing immune response. In these individuals, receptor-binding domain (RBD)-specific IgG titers and VNA in serum were already elevated on the 7th day after vaccination, whereas COVID-19-naive individuals developed the Ab response and VNA mainly 21 d postvaccination. Additionally, we found a strong correlation between RBD-specific IgG titers and VNA in serum, and according to these data vaccination may be recommended when the RBD-specific IgG titers drop to 142.7 binding Ab units/ml or below. In summary, the results of the study demonstrate that vaccination is beneficial for both COVID-19-naive and recovered individuals, especially since it raises serum VNA against the B.1.617.2 variant, one of the five SARS-CoV-2 variants of concern.


Assuntos
Anticorpos Neutralizantes/sangue , Anticorpos Antivirais/sangue , Vacinas contra COVID-19/imunologia , SARS-CoV-2/imunologia , Vacinas Sintéticas/imunologia , Adulto , Anticorpos Neutralizantes/imunologia , Anticorpos Antivirais/imunologia , COVID-19/imunologia , COVID-19/prevenção & controle , Feminino , Humanos , Imunoglobulina G/sangue , Imunoglobulina G/imunologia , Masculino , Pessoa de Meia-Idade , Domínios Proteicos/imunologia , Federação Russa , Linfócitos T/imunologia , Vacinação
15.
Pathogens ; 10(5)2021 May 20.
Artigo em Inglês | MEDLINE | ID: mdl-34065291

RESUMO

Avian influenza is one of the largest known threats to domestic poultry. Influenza outbreaks on poultry farms typically lead to the complete slaughter of the entire domestic bird population, causing severe economic losses worldwide. Moreover, there are highly pathogenic avian influenza (HPAI) strains that are able to infect the swine or human population in addition to their primary avian host and, as such, have the potential of being a global zoonotic and pandemic threat. Migratory birds, especially waterfowl, are a natural reservoir of the avian influenza virus; they carry and exchange different virus strains along their migration routes, leading to antigenic drift and antigenic shift, which results in the emergence of novel HPAI viruses. This requires monitoring over time and in different locations to allow for the upkeep of relevant knowledge on avian influenza virus evolution and the prevention of novel epizootic and epidemic outbreaks. In this review, we assess the role of migratory birds in the spread and introduction of influenza strains on a global level, based on recent data. Our analysis sheds light on the details of viral dissemination linked to avian migration, the viral exchange between migratory waterfowl and domestic poultry, virus ecology in general, and viral evolution as a process tightly linked to bird migration. We also provide insight into methods used to detect and quantify avian influenza in the wild. This review may be beneficial for the influenza research community and may pave the way to novel strategies of avian influenza and HPAI zoonosis outbreak monitoring and prevention.

16.
Mol Ther Methods Clin Dev ; 21: 180-198, 2021 Jun 11.
Artigo em Inglês | MEDLINE | ID: mdl-33816648

RESUMO

Optic neuropathies, including glaucoma, are a group of neurodegenerative diseases, characterized by the progressive loss of retinal ganglion cells (RGCs), leading to irreversible vision loss. While previous studies demonstrated the potential to replace RGCs with primary neurons from developing mouse retinas, their use is limited clinically. We demonstrate successful transplantation of mouse induced pluripotent stem cell (miPSC)/mouse embryonic stem cell (mESC)-derived RGCs into healthy and glaucomatous mouse retinas, at a success rate exceeding 65% and a donor cell survival window of up to 12 months. Transplanted Thy1-GFP+ RGCs were able to polarize within the host retina and formed axonal processes that followed host axons along the retinal surface and entered the optic nerve head. RNA sequencing of donor RGCs re-isolated from host retinas at 24 h and 1 week post-transplantation showed upregulation of cellular pathways mediating axonal outgrowth, extension, and guidance. Additionally, we provide evidence of subtype-specific diversity within miPSC-derived RGCs prior to transplantation.

17.
Endocrine ; 72(1): 12-19, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33713312

RESUMO

OBJECTIVE: To analyze the clinical presentations of patients with endogenous Cushing's syndrome (CS) affected by Coronavirus disease-19 (COVID-19). MATERIALS AND METHODS: Patients who were referred to our clinic with active CS from 31st March to 15th May 2020 were screened for COVID-19 using real-time reverse transcriptase-polymerase chain reaction (RT-PCR). Late-night serum cortisol (64-327 nmol/L), late-night salivary cortisol (LNSC) (0.5-9.4 nmol/L), or 24-h urinary free cortisol (24 hUFC) (100-379 nmol/24 h) were measured by electrochemiluminescence immunoassay. RESULTS: Among 22 patients with active CS we found three cases affected by COVID-19. Nonspecific inflammation markers were within the reference range or slightly elevated in these patients. A 71-year-old woman with newly diagnosed CS (late-night serum cortisol >1750 nmol/L, LNSC 908.6 nmol/L) developed dyspnea as an only symptom and died from bilateral polysegmantal hemorrhagic pneumonia 7 days later. A 38-year-old woman with a 5-year medical history of active Cushing's disease (CD) (late-night serum cortisol 581.3 nmol/L, 24 hUFC 959.7 nmol/24-h) suffered from dyspnea, cough, fever (39.3 °C) and chest pain. Oxygen therapy, antibiotics and symptomatic treatments lead to full recovery 24 days later. A 66-year-old woman with a 4-year medical history of mild CD (late-night serum cortisol 603.4 nmol/L, LNSC 10.03 nmol/L) tested positive for COVID-19 in routine screening and remained asymptomatic. CONCLUSIONS: The outcome of COVID-19 in patients with CS depends on the severity of hypercortisolism. Thus, severe hypercortisolism is a warning sign that CS affected by COVID-19 could require emergency care despite a lack of clinical presentations and low inflammation biomarkers.


Assuntos
COVID-19 , Síndrome de Cushing , Hormônio Adrenocorticotrópico , Adulto , Idoso , Ritmo Circadiano , Síndrome de Cushing/complicações , Síndrome de Cushing/diagnóstico , Feminino , Humanos , Hidrocortisona , SARS-CoV-2 , Saliva
18.
Haematologica ; 106(8): 2191-2202, 2021 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-32732364

RESUMO

MYB is a key regulator of definitive hematopoiesis and it is dispensable for the development of primitive hematopoietic cells in vertebrates. To delineate definitive versus primitive hematopoiesis during differentiation of human embryonic stem cells, we have introduced reporters into the MYB locus and inactivated the gene by bi-allelic targeting. To recapitulate the early developmental events more adequately, the mutant and wild type human embryonic stem cell lines were differentiated in defined culture conditions without the addition of hematopoietic cytokines. The differentiation of the reporter cell lines demonstrated that MYB is specifically expressed throughout emerging hematopoietic cell populations. Here we show that the disruption of the MYB gene leads to severe defects in the development and proliferation of primitive hematopoietic progenitors while the emergence of primitive blood cells is not affected. We also provide evidence that MYB is essential for neutrophil and T cell development and the upregulation of innate immunity genes during hematopoietic differentiation. Our results suggest that the endothelial origin of primitive blood cells is direct and does not include the intermediate step of primitive hematopoietic progenitors.


Assuntos
Hematopoese , Células-Tronco Hematopoéticas , Animais , Células Sanguíneas , Diferenciação Celular , Linhagem Celular , Hematopoese/genética , Humanos
19.
Front Cell Neurosci ; 14: 171, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32719585

RESUMO

We have developed a deep learning-based computer algorithm to recognize and predict retinal differentiation in stem cell-derived organoids based on bright-field imaging. The three-dimensional "organoid" approach for the differentiation of pluripotent stem cells (PSC) into retinal and other neural tissues has become a major in vitro strategy to recapitulate development. We decided to develop a universal, robust, and non-invasive method to assess retinal differentiation that would not require chemical probes or reporter gene expression. We hypothesized that basic-contrast bright-field (BF) images contain sufficient information on tissue specification, and it is possible to extract this data using convolutional neural networks (CNNs). Retina-specific Rx-green fluorescent protein mouse embryonic reporter stem cells have been used for all of the differentiation experiments in this work. The BF images of organoids have been taken on day 5 and fluorescent on day 9. To train the CNN, we utilized a transfer learning approach: ImageNet pre-trained ResNet50v2, VGG19, Xception, and DenseNet121 CNNs had been trained on labeled BF images of the organoids, divided into two categories (retina and non-retina), based on the fluorescent reporter gene expression. The best-performing classifier with ResNet50v2 architecture showed a receiver operating characteristic-area under the curve score of 0.91 on a test dataset. A comparison of the best-performing CNN with the human-based classifier showed that the CNN algorithm performs better than the expert in predicting organoid fate (84% vs. 67 ± 6% of correct predictions, respectively), confirming our original hypothesis. Overall, we have demonstrated that the computer algorithm can successfully recognize and predict retinal differentiation in organoids before the onset of reporter gene expression. This is the first demonstration of CNN's ability to classify stem cell-derived tissue in vitro.

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