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Yang R, Celino-Brady FT, Dunleavy JEM, Vigh-Conrad KA, Atkins GR, Hvasta RL, Pombar CRX, Yatsenko AN, Orwig KE, O'Bryan MK, Lima AC, Conrad DF. SATINN v2: automated image analysis for mouse testis histology with multi-laboratory data integration. Biol Reprod 2025:ioaf033. [PMID: 39961022 DOI: 10.1093/biolre/ioaf033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Revised: 11/08/2024] [Accepted: 02/10/2025] [Indexed: 03/21/2025] Open
Abstract
Analysis of testis histology is fundamental to the study of male fertility, but it is a slow task with a high skill threshold. Here, we describe new neural network models for the automated classification of cell types and tubule stages from whole-slide brightfield images of mouse testis. The cell type classifier recognizes 14 cell types, including multiple steps of meiosis I prophase, with an external validation accuracy of 96%. The tubule stage classifier distinguishes all 12 canonical tubule stages with external validation accuracy of 63%, which increases to 96% when allowing for ±1 stage tolerance. We addressed generalizability of SATINN, through extensive training diversification and testing on external (non-training population) wildtype and mutant datasets. This allowed us to use SATINN to successfully process data generated in multiple laboratories. We used SATINN to analyze testis images from 8 different mutant lines, generated from 3 different labs with a range of tissue processing protocols. Finally, we show that it is possible to use SATINN output to cluster histology images in latent space, which, when applied to the 8 mutant lines, reveals known relationships in their pathology. This work represents significant progress towards a tool for robust, automated testis histopathology that can be used by multiple labs.
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Affiliation(s)
- Ran Yang
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland OR, United States
| | - Fritzie T Celino-Brady
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland OR, United States
| | - Jessica E M Dunleavy
- School of Biosciences and Bio21 Molecular Science and Biotechnology Institute, Faculty of Science, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Katinka A Vigh-Conrad
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland OR, United States
| | - Georgia Rae Atkins
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Molecular Genetics and Developmental Biology Graduate Program, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Rachel L Hvasta
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Christopher R X Pombar
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Alexander N Yatsenko
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Kyle E Orwig
- Department of Obstetrics, Gynecology and Reproductive Sciences, Magee-Womens Research Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Moira K O'Bryan
- School of Biosciences and Bio21 Molecular Science and Biotechnology Institute, Faculty of Science, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Ana C Lima
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland OR, United States
| | - Donald F Conrad
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Portland OR, United States
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Pourmoradkhani F, Sarvi Moghanlou K, Sohrabi T, Imani A, Gholizadeh V, Pourahad Anzabi M. Supplementation of Siberian sturgeon (Acipenser baerii) diet with different zinc sources: effects on growth performance, digestive enzymes activity, hemato-biochemical parameters, antioxidant response and liver histology. Vet Res Commun 2024; 48:797-810. [PMID: 37923869 DOI: 10.1007/s11259-023-10252-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Accepted: 10/30/2023] [Indexed: 11/06/2023]
Abstract
An 8-week feeding trial was carried out to examine the effect of different sources of dietary Zn on some physiological responses (performance, digestive enzymes activity, hemato-biochemical parameters, antioxidant status and liver histology) of Siberian sturgeon, Acipenser baerii. For this purpose, fish with an average weight of 100 g ± 5 were randomly allocated into four groups including control, inorganic zinc (Zn-sulfate), organic zinc (Zn-gluconate), and zinc-oxide nanoparticles (ZnO-NPs) at 50 mg Zn kg- 1 feed. Improved growth indices, namely weight gain (WG) and specific growth rate (SGR) and feed conversion ratio (FCR) were observed in fish fed Zn-gluconate supplemented diet (P < 0.0.5). The highest digestive enzymes activity was recorded in fish fed Zn-gluconate supplementation (P < 0.0.5). Hematological indices significantly increased in fish fed diet containing ZnO-NPs (P < 0.0.5). Serum aspartate aminotransferase (AST) and alanine aminotransferase (ALT) of fish fed ZnO-NPs contained diet were the highest (P < 0.0.5). The highest serum superoxide dismutase (SOD) and catalase (CAT) enzymes activity were observed in fish fed ZnO-NPs and inorganic/organic Zn contained diets, respectively. While liver tissue SOD and glutathione peroxidase (GPx) enzymes activity Zn were significantly increased in fish fed inorganic/organic Zn supplemented diet (P < 0.0.5). Based on liver histological results, a severe tissue changes such as necrosis and pyknosis were observed in fish fed with Zn-sulfate in comparison to other forms. In conclusion, the data of the present study confirmed that organic Zn (mainly) and nano-Zn (to some extent) could be more efficient Zn sources in Siberian sturgeon.
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Affiliation(s)
| | | | - Tooraj Sohrabi
- International Sturgeon Research Institute, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Organization (AREEO), Tehran, Iran , Rasht, Iran
| | - Ahmad Imani
- Department of Fisheries, Faculty of Natural Resources, Urmia University, Urmia, Iran
| | - Vahid Gholizadeh
- Department of Fisheries, Faculty of Natural Resources, Urmia University, Urmia, Iran
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Chu WK, Huang SC, Chang CF, Wu JL, Gong HY. Infertility control of transgenic fluorescent zebrafish with targeted mutagenesis of the dnd1 gene by CRISPR/Cas9 genome editing. Front Genet 2023; 14:1029200. [PMID: 36713075 PMCID: PMC9881232 DOI: 10.3389/fgene.2023.1029200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 01/02/2023] [Indexed: 01/15/2023] Open
Abstract
Transgenic technology and selective breeding have great potential for the genetic breeding in both edible fish and ornamental fish. The development of infertility control technologies in transgenic fish and farmed fish is the critical issue to prevent the gene flow with wild relatives. In this study, we report the genome editing of the dead end (dnd1) gene in the zebrafish model, using the CRISPR/Cas9 technology to achieve a loss-of-function mutation in both wild-type zebrafish and transgenic fluorescent zebrafish to develop complete infertility control technology of farmed fish and transgenic fish. We effectively performed targeted mutagenesis in the dnd1 gene of zebrafish with a single gRNA, which resulted in a small deletion (-7 bp) or insertion (+41 bp) in exon 2, leading to a null mutation. Heterozygotes and homozygotes of dnd1-knockout zebrafish were both selected by genotyping in the F 1 and F 2 generations. Based on a comparison of histological sections of the gonads between wild-type, heterozygous, and homozygous dnd1 zebrafish mutants, the dnd1 homozygous mutation (aa) resulted in the loss of germ cells. Still, there was no difference between the wild-type (AA) and dnd1 heterozygous (Aa) zebrafish. The homozygous dnd1 mutants of adult zebrafish and transgenic fluorescent zebrafish became all male, which had normal courtship behavior to induce wild-type female zebrafish spawning. However, they both had no sperm to fertilize the spawned eggs from wild-type females. Thus, all the unfertilized eggs died within 10 h. The targeted mutagenesis of the dnd1 gene using the CRISPR/Cas9 technology is stably heritable by crossing of fertile heterozygous mutants to obtain sterile homozygous mutants. It can be applied in the infertility control of transgenic fluorescent fish and genetically improved farmed fish by selective breeding to promote ecologically responsible aquaculture.
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Affiliation(s)
- Wai-Kwan Chu
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan,Center of Excellence for the Oceans, National Taiwan Ocean University, Keelung, Taiwan
| | - Shih-Chin Huang
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan
| | - Ching-Fong Chang
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan,Center of Excellence for the Oceans, National Taiwan Ocean University, Keelung, Taiwan
| | - Jen-Leih Wu
- Institute of Cellular and Organismic Biology, Academia Sinica, Taipei, Taiwan,College of Life Sciences, National Taiwan Ocean University, Keelung, Taiwan
| | - Hong-Yi Gong
- Department of Aquaculture, National Taiwan Ocean University, Keelung, Taiwan,Center of Excellence for the Oceans, National Taiwan Ocean University, Keelung, Taiwan,*Correspondence: Hong-Yi Gong,
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Elizalde-Velázquez GA, Rosas-Ramírez JR, Raldua D, García-Medina S, Orozco-Hernández JM, Rosales-Pérez K, Islas-Flores H, Galar-Martínez M, Guzmán-García X, Gómez-Oliván LM. Low concentrations of ciprofloxacin alone and in combination with paracetamol induce oxidative stress, upregulation of apoptotic-related genes, histological alterations in the liver, and genotoxicity in Danio rerio. CHEMOSPHERE 2022; 294:133667. [PMID: 35077737 DOI: 10.1016/j.chemosphere.2022.133667] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 01/12/2022] [Accepted: 01/16/2022] [Indexed: 06/14/2023]
Abstract
Nowadays, there are countless articles about the harmful effects of paracetamol (PCM) in non-target organisms. Nonetheless, information regarding the toxicity of ciprofloxacin (CPX) and the CPX-PCM mixture is still limited. Herein, we aimed to evaluate the hepatotoxic and genotoxic effects that ciprofloxacin alone and in combination with paracetamol may induce in Danio rerio adults. For this purpose, we exposed several D. rerio adults to three environmentally relevant concentrations of PCM (0.125, 0.250, and 0.500 μg/L), CPX (0.250, 0.500, and 1 μg/L), and their mixture (0.125 + 0.250, 0.250 + 0.500, and 0.500 + 1 μg/L) for 96 h. The blood samples showed CPX alone and in combination with PCM damaged the liver function of fish by increasing the serum levels of liver enzymes alanine aminotransferase and alkaline phosphatase. Moreover, our histopathological study demonstrated liver of fish suffered several tissue alterations, such as congestion, hyperemia, infiltration, sinusoidal dilatation, macrovascular fatty degeneration, and pyknotic nuclei after exposure to CPX alone and in combination with PCM. Concerning oxidative stress biomarkers and the expression of genes, we demonstrated that CPX and its mixture, with PCM, increased the levels of antioxidant enzymes and oxidative damage biomarkers and altered the expression of Nrf1, Nrf2, BAX, and CASP3, 6, 8, and 9 in the liver of fish. Last but not least, we demonstrated CPX alone and with PCM induced DNA damage via comet assay and increased the frequency of micronuclei in a concentration-dependent manner in fish. Overall, our results let us point out CPX, even at low concentrations, induces hepatotoxic effects in fish and that its combination with PCM has a negative synergic effect in the liver of this organism.
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Affiliation(s)
| | | | - Demetrio Raldua
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Mexico
| | - Sandra García-Medina
- Laboratorio de Toxicología Acuática, Departamento de Farmacia, Escuela Nacional de Ciencias Biológicas, Instituto Politécnico Nacional, Mexico
| | | | - Karina Rosales-Pérez
- Laboratorio de Toxicología Ambiental, Facultad de Química, Universidad Autónoma Del Estado de México, Mexico
| | - Hariz Islas-Flores
- Laboratorio de Toxicología Ambiental, Facultad de Química, Universidad Autónoma Del Estado de México, Mexico
| | | | - Xochitl Guzmán-García
- Laboratorio de Ecotoxicología. Departamento de Hidrobiología. Div. CBS. Universidad Autónoma Metropolitana-Iztapalapa, Mexico
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Artefacts in Volume Data Generated with High Resolution Episcopic Microscopy (HREM). Biomedicines 2021; 9:biomedicines9111711. [PMID: 34829939 PMCID: PMC8615656 DOI: 10.3390/biomedicines9111711] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 11/11/2021] [Accepted: 11/16/2021] [Indexed: 11/23/2022] Open
Abstract
High resolution episcopic microscopy (HREM) produces digital volume data by physically sectioning histologically processed specimens, while capturing images of the subsequently exposed block faces. Our study aims to systematically define the spectrum of typical artefacts inherent to HREM data and to research their effect on the interpretation of the phenotype of wildtype and mutant mouse embryos. A total of 607 (198 wildtypes, 409 mutants) HREM data sets of mouse embryos harvested at embryonic day (E) 14.5 were systematically and comprehensively examined. The specimens had been processed according to essentially identical protocols. Each data set comprised 2000 to 4000 single digital images. Voxel dimensions were 3 × 3 × 3 µm3. Using 3D volume models and virtual resections, we identified a number of characteristic artefacts and grouped them according to their most likely causality. Furthermore, we highlight those that affect the interpretation of embryo data and provide examples for artefacts mimicking tissue defects and structural pathologies. Our results aid in optimizing specimen preparation and data generation, are vital for the correct interpretation of HREM data and allow distinguishing tissue defects and pathologies from harmless artificial alterations. In particular, they enable correct diagnosis of pathologies in mouse embryos serving as models for deciphering the mechanisms of developmental disorders.
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Wang WY, Meng LJ, Xu YJ, Gong T, Yang Y. Effects of 4% paraformaldehyde and modified Davidson's fluid on the morphology and immunohistochemistry of Xiang pig testes. J Toxicol Pathol 2020; 33:97-104. [PMID: 32425342 PMCID: PMC7218235 DOI: 10.1293/tox.2019-0072] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2019] [Accepted: 12/11/2019] [Indexed: 01/05/2023] Open
Abstract
Modified Davidson’s fluid (mDF) is a good fixative for morphological and antigen
preservation. However, recent studies have shown that 4% paraformaldehyde (PFA) can better
preserve the actin structure in rodent testes. It remains controversial which of these
fixatives is best for testicular tissue. This study investigated the effects of both mDF
and 4% PFA on the morphology and antigen preservation of Xiang pig testes using
hematoxylin-eosin (HE) staining and immunohistochemistry (IHC). The stronger testis
penetration of mDF compared with that of 4% PFA was primarily manifested as testicular
color change and decrease in tissue weight loss. Testes fixed with 4% PFA displayed a
severe shrinkage of both the tubular and interstitial compartments and the seminiferous
tubule area decreased by 12.02% compared with that in mDF-fixed tissues. In contrast, IHC
results showed that 4% PFA fixation achieved better IHC-positive performance than mDF
fixation for antigens specifically expressed in germ cells, Leydig cells and Sertoli
cells. Due to this improved antigen preservation by 4% PFA fixation, the relative
immunoreactions intensity significantly increased by 39.8%, 27.8%, and 76.4%,
respectively, compared with that in mDF fixation. In summary, fixation of Xiang pig testes
with mDF was suitable for HE staining, while fixation with 4% PFA was more suitable for
IHC.
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Affiliation(s)
- Wei-Yong Wang
- Key Laboratory of Animal Genetics, Breeding and Reproduction in the Plateau Mountainous Region, Ministry of Education, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China.,College of Animal Science, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China
| | - Li-Jie Meng
- Key Laboratory of Animal Genetics, Breeding and Reproduction in the Plateau Mountainous Region, Ministry of Education, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China.,College of Animal Science, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China
| | - Yong-Jian Xu
- Key Laboratory of Animal Genetics, Breeding and Reproduction in the Plateau Mountainous Region, Ministry of Education, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China.,College of Animal Science, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China
| | - Ting Gong
- Key Laboratory of Animal Genetics, Breeding and Reproduction in the Plateau Mountainous Region, Ministry of Education, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China.,College of Animal Science, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China
| | - Yi Yang
- Key Laboratory of Animal Genetics, Breeding and Reproduction in the Plateau Mountainous Region, Ministry of Education, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China.,College of Animal Science, Guizhou University, No. 515 Jiaxiu South Road, Guiyang, 550025 China
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