Journal of structural biology最新文献

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Lack of embryonic skeletal muscle in mice leads to abnormal mineral deposition and growth
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-03-01 DOI: 10.1016/j.jsb.2025.108178
Isabella Silva Barreto , Marianne Liebi , Sophie Le Cann , Saima Ahmed , Leonard C. Nielsen , Tilman A. Grünewald , Hector Dejea , Viviane Lutz-Bueno , Niamh C. Nowlan , Hanna Isaksson
{"title":"Lack of embryonic skeletal muscle in mice leads to abnormal mineral deposition and growth","authors":"Isabella Silva Barreto ,&nbsp;Marianne Liebi ,&nbsp;Sophie Le Cann ,&nbsp;Saima Ahmed ,&nbsp;Leonard C. Nielsen ,&nbsp;Tilman A. Grünewald ,&nbsp;Hector Dejea ,&nbsp;Viviane Lutz-Bueno ,&nbsp;Niamh C. Nowlan ,&nbsp;Hanna Isaksson","doi":"10.1016/j.jsb.2025.108178","DOIUrl":"10.1016/j.jsb.2025.108178","url":null,"abstract":"<div><div>Developing bones can be severely impaired by a range of disorders where muscular loading is abnormal. Recent work has indicated that the effects of absent skeletal muscle on bones are more severe early in development, with rudiment length and mineralization lengths being almost normal in muscle-less limbs just prior to birth. However, the impact of abnormal mechanical loading on the nanoscale structure and composition during prenatal mineralization remains unknown. In this exploratory study, we characterized the mineralization process of humeri from muscle-less limb embryonic mice using a multiscale approach by combining X-ray scattering and fluorescence with infrared and light microscopy to identify potential key aspects of interest for future in-depth investigations. Muscle-less humeri were characterized by initially less mineralized tissue to later catch up with controls, and exhibited continuous growth of mineral particles, which ultimately led to seemingly larger mineral particles than their controls at the end of development. Muscle-less limbs exhibited an abnormal pattern of mineralization, reflected by a more widespread distribution of zinc and homogenous distribution of hydroxyapatite compared to controls, which instead showed trabecular-like structures and zinc localized only to regions of ongoing mineralization. The decrease in collagen content in the hypertrophic zone due to resorption of the cartilage collagen matrix was less distinct in muscle-less limbs compared to controls. Surprisingly, the nanoscale orientation of the mineral particles was unaffected by the lack of skeletal muscle. The identified accelerated progression of ossification in muscle-less limbs at later prenatal stages provides a possible anatomical mechanism underlying their recovery in skeletal development.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108178"},"PeriodicalIF":3.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143433421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of Gα C-terminal deletion on the intrinsic GDP release/GTPase activity and conformational dynamics Gα C 端缺失对固有 GDP 释放/GTP 酶活性和构象动态的影响
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-02-27 DOI: 10.1016/j.jsb.2025.108182
Junyoung Kim, Ka Young Chung
{"title":"Effects of Gα C-terminal deletion on the intrinsic GDP release/GTPase activity and conformational dynamics","authors":"Junyoung Kim,&nbsp;Ka Young Chung","doi":"10.1016/j.jsb.2025.108182","DOIUrl":"10.1016/j.jsb.2025.108182","url":null,"abstract":"<div><div>Heterotrimeric G proteins (G proteins) serve as key signaling mediators downstream of G protein-coupled receptors (GPCRs). Comprised of Gα, Gβ, and Gγ subunits, the activation state of Gα, determined by GDP or GTP binding, governs G protein activity. While high-resolution structures of GPCR-G protein complexes have identified the Gα C-terminal 5 residues (<em>i.e.,</em> wavy hook) as critical for GPCR binding and coupling selectivity, its influence on Gα’s intrinsic biochemical properties remains unclear. Here, we investigated the role of wavy hook truncation in the intrinsic GDP/GTP turnover rate, GTPase activity, and conformational dynamics of Gαs and Gαi1 using BODIPY-labeled nucleotides and hydrogen/deuterium exchange mass spectrometry (HDX-MS). Truncation of the wavy hook significantly altered the GDP/GTP turnover rate, GTPase activity, and conformational flexibility of Gαs, particularly at the p-loop through α1 region, but had minimal impact on Gαi1. These findings reveal subtype-specific effects of the wavy hook on G protein stability and conformational dynamics, highlighting the importance of structural elements in regulating G protein function and their implications for GPCR signaling studies.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 2","pages":"Article 108182"},"PeriodicalIF":3.0,"publicationDate":"2025-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143537316","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Three-dimensional reconstruction of Magnetofaba australis strain IT-1: Magnetosome chain position with respect to flagella
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-02-26 DOI: 10.1016/j.jsb.2025.108181
Eduardo Monteiro , Anderson S. Cabral , Viviana Morillo , Daniel Acosta-Avalos , Ulysses Lins , Fernanda Abreu
{"title":"Three-dimensional reconstruction of Magnetofaba australis strain IT-1: Magnetosome chain position with respect to flagella","authors":"Eduardo Monteiro ,&nbsp;Anderson S. Cabral ,&nbsp;Viviana Morillo ,&nbsp;Daniel Acosta-Avalos ,&nbsp;Ulysses Lins ,&nbsp;Fernanda Abreu","doi":"10.1016/j.jsb.2025.108181","DOIUrl":"10.1016/j.jsb.2025.108181","url":null,"abstract":"<div><div>Magnetotactic bacteria (MTB) are a broad and diverse group of Gram-negative prokaryotes that biomineralize magnetosomes, organelles composed of a magnetic nanocrystal of magnetite (Fe<sub>3</sub>O<sub>4</sub>) or greigite (Fe<sub>3</sub>S<sub>4</sub>) and enveloped by a biological membrane. Magnetosomes are arranged in one or more chains intracellularly, which impart a magnetic moment to the cell. These structures permit a passive orientation of the MTB with the geomagnetic field lines (GML), which, when associated with swimming propelled by flagella, originate a phenomenon called magneto-aerotaxis, an important life strategy in a chemical stratified environment. There is a classical model based on elongated cells as vibrios and rods that tries to explain the magneto-aerotaxis. Still, this model raises questions when applied to other morphologies other than elongated cells. Here, we observe the spatial disposition of magnetosomes, motility behavior, and influence of magneto-aerotaxis in <em>Magnetofaba australis</em> strain IT-1, an MTB that achieves high swimming speeds and has some peculiarity in its motility. The three-dimensional reconstruction showed that <em>Mf. australis</em> strain IT-1′s magnetosome chain is misaligned with the swimming axis, which makes it impossible to use the classical model to explain magneto-aerotaxis in this MTB. Despite this, <em>Mf. australis</em> strain IT-1 was capable of swimming aligned to the GML. Also, this work studied the influence of the magnetosome and magneto-aerotaxis between populations of <em>Mf. australis</em> strain IT-1 with and without magnetosomes. Our results indicated that the magnetosome presence not only positively influences the movement in <em>Mf.<!--> <!-->australis</em> strain IT-1 but also can positively impact population growth in these MTB.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 2","pages":"Article 108181"},"PeriodicalIF":3.0,"publicationDate":"2025-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143531298","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Computational identification of B and T-cell epitopes for designing a multi-epitope vaccine against SARS-CoV-2 spike glycoprotein
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-02-11 DOI: 10.1016/j.jsb.2025.108177
Truc Ly Nguyen , Thong Ba Nguyen , Heebal Kim
{"title":"Computational identification of B and T-cell epitopes for designing a multi-epitope vaccine against SARS-CoV-2 spike glycoprotein","authors":"Truc Ly Nguyen ,&nbsp;Thong Ba Nguyen ,&nbsp;Heebal Kim","doi":"10.1016/j.jsb.2025.108177","DOIUrl":"10.1016/j.jsb.2025.108177","url":null,"abstract":"<div><div>Although the peak of the COVID-19 pandemic has passed, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) continues to pose a significant global threat and remains a public health concern. Given the ongoing risk and the substantial loss of life caused by the virus, continuous research into vaccine development is essential. This study employs immunoinformatics approaches to identify T-cell and B-cell epitopes for designing a multi-epitope peptide vaccine candidate targeting the Omicron variant. The proposed vaccine construct comprises 1435 amino acids, including eight linear B lymphocyte, seven cytotoxic T lymphocyte, and five helper T lymphocyte epitopes, along with appropriate adjuvants and linkers. The evaluation of the vaccine revealed high antigenicity, non-allergenicity, non-toxicity, and favorable physicochemical properties. To further assess its efficacy, molecular docking studies were performed to investigate interactions between the vaccine and key immune components, including Toll-like receptors and major histocompatibility complex molecules. Stability of these interactions was confirmed using molecular dynamics simulations in triplicate, conducted over 100 ns using GROMACS 2023 to compute key metrics, such as root mean square deviation, root mean square fluctuation, solvent-accessible surface area, and radius of gyration. The results demonstrate that the multi-epitope vaccine has the potential to elicit strong immune responses against the Omicron variant, providing a promising foundation for further experimental validation and clinical development in COVID-19 vaccine research.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 2","pages":"Article 108177"},"PeriodicalIF":3.0,"publicationDate":"2025-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143414501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A computational approach to predict the effects of missense mutations on protein amyloidogenicity: A case study in hereditary transthyretin cardiomyopathy
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-02-09 DOI: 10.1016/j.jsb.2025.108176
Ivan A. Pyankov , Valentin Gonay , Yaroslav A. Stepanov , Pavel Shestun , Anna A. Kostareva , Mayya V. Uspenskaya , Michael G. Petukhov , Andrey V. Kajava
{"title":"A computational approach to predict the effects of missense mutations on protein amyloidogenicity: A case study in hereditary transthyretin cardiomyopathy","authors":"Ivan A. Pyankov ,&nbsp;Valentin Gonay ,&nbsp;Yaroslav A. Stepanov ,&nbsp;Pavel Shestun ,&nbsp;Anna A. Kostareva ,&nbsp;Mayya V. Uspenskaya ,&nbsp;Michael G. Petukhov ,&nbsp;Andrey V. Kajava","doi":"10.1016/j.jsb.2025.108176","DOIUrl":"10.1016/j.jsb.2025.108176","url":null,"abstract":"<div><div>With many amyloidosis-associated missense mutations still unidentified and early diagnostic methods largely unavailable, there is an urgent need for a reliable computational approach to predict hereditary amyloidoses from gene sequencing data. Progress has been made in predicting amyloidosis-triggering sequences within intrinsically disordered regions. However, some diseases are caused by mutations in amyloidogenic regions within structured domains that must unfold for amyloid formation. Accurate prediction of amyloidogenic regions requires tools for detecting amyloidogenicity and assessing mutation effects on protein stability. We developed datasets of mutations linked to hereditary ATTR cardiomyopathy and others likely unrelated, evaluating TTR mutants with amyloidogenicity and stability predictors. Notably, the stability predictors consistently indicated that ATTR-related mutations tend to destabilize the TTR structure more than non-ATTR-associated mutations. Using these datasets and newly generated mutation features, we developed a machine learning model SDAM-TTR to predict mutations leading to ATTR cardiomyopathy.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108176"},"PeriodicalIF":3.0,"publicationDate":"2025-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143395698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Interaction of berberine with different forms of DNA in human telomeric region
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-02-01 DOI: 10.1016/j.jsb.2025.108175
Mahdiyeh Mostafavi , Leila Hassani , Maryam Khoshkam
{"title":"Interaction of berberine with different forms of DNA in human telomeric region","authors":"Mahdiyeh Mostafavi ,&nbsp;Leila Hassani ,&nbsp;Maryam Khoshkam","doi":"10.1016/j.jsb.2025.108175","DOIUrl":"10.1016/j.jsb.2025.108175","url":null,"abstract":"<div><div>Guanine-rich oligonucleotide sequences have the potential to form four-stranded structure known as G-quadruplex. These structures are frequently observed in crucial regions of the human genome, including promoter and telomeric regions. Due to their involvement in regulating gene expression and cell division, G-quadruplexes have emerged as promising targets for anticancer drugs. This study investigated interaction of berberine with different forms of DNA within human telomeric region. The results of absorption and fluorescence spectroscopy indicated that conformation of DNA plays an important role in the mode of binding. Circular dichroism suggested that berberine promotes compaction of the unstable quadruplex structure formed under non-saline conditions. Furthermore, interaction of berberine with the stable structures of G-quadruplex resulted in a change in their compactness without altering the type of DNA structure. 3D fluorescence spectra analysis by chemometrics methods showed formation of two distinct species probably attributed to the self-association and specific binding of berberin to the different forms of DNA. It can be also concluded that berberine forms a more stable complex with the human telomeric hybride type G-quadruplex structure compared with the basket type. In conclusion, the findings imply that the successful design of drugs targeting DNA within the human telomere region necessitates careful consideration of the diverse forms of DNA.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108175"},"PeriodicalIF":3.0,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143122992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Different strategies towards strength: Unveiling the role of Zn vs Mn/Ca and chitin arrangement in scorpion stingers
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-01-30 DOI: 10.1016/j.jsb.2025.108174
C. Sakr , P. Cook , M. Seiter , C. Hörweg , S. Žák , M. Cordill , M. Burghammer , M. Sztucki , H. Lichtenegger
{"title":"Different strategies towards strength: Unveiling the role of Zn vs Mn/Ca and chitin arrangement in scorpion stingers","authors":"C. Sakr ,&nbsp;P. Cook ,&nbsp;M. Seiter ,&nbsp;C. Hörweg ,&nbsp;S. Žák ,&nbsp;M. Cordill ,&nbsp;M. Burghammer ,&nbsp;M. Sztucki ,&nbsp;H. Lichtenegger","doi":"10.1016/j.jsb.2025.108174","DOIUrl":"10.1016/j.jsb.2025.108174","url":null,"abstract":"<div><div>Arthropods and especially scorpions often use metal ions to harden their cuticle. In this study we analyse the chitin fibre arrangement, metal content and distribution and mechanical properties of the stingers of two scorpions: the buthid scorpion <em>Centruroides platnicki</em> (PS) and the diplocentrid scorpion <em>Nebo whitei</em> (NS)<em>.</em> Results show that both scorpions incorporate the same elements, Zn, Mn and Ca, but in different locations in the stinger cuticle. While NS uses Zn ions as hardening agent in the epicuticle, PS uses Mn/Ca ions. Interestingly, Zn ions were also found in PS but had no impact on the enhancement of the mechanical properties of the stinger. The use of different metal ions in biological materials is likely to enable precise adjustments of material properties to suit not only mechanical but biological functions as well.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108174"},"PeriodicalIF":3.0,"publicationDate":"2025-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143074895","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Structure and self-association of Arrestin-1
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-01-27 DOI: 10.1016/j.jsb.2025.108173
David Salom , Krzysztof Palczewski
{"title":"Structure and self-association of Arrestin-1","authors":"David Salom ,&nbsp;Krzysztof Palczewski","doi":"10.1016/j.jsb.2025.108173","DOIUrl":"10.1016/j.jsb.2025.108173","url":null,"abstract":"<div><div>Arrestins halt cell signaling by binding to phosphorylated activated G protein-coupled receptors. Arrestin-1 binds to rhodopsin, arrestin-4 binds to cone opsins, and arrestins-2,3 bind to the rest of GPCRs. In addition, it has been reported that arrestin-1 is functionally expressed in mouse cone photoreceptors. The structural characterization of arrestins was spearheaded by the elucidation of the crystal structure of bovine arrestin-1. Further progress in arrestin structural biology showed that the general fold of the four vertebrate arrestin subtypes is conserved and that self-association seems to play important physiological roles. In solution, mammalian arrestin-1 has been proposed to exist in a species-dependent equilibrium between monomers, dimers, and tetramers, the activated monomer being the form that binds to photo-activated phosphorylated rhodopsin. However, the nature and function of the oligomers of the different arrestin subtypes are still under debate. This article reviews several structural aspects of arrestin-1 in light of two recent crystal structures of <em>Xenopus</em> arrestin-1, which have provided insights on the structure, self-association, activation, and evolution of arrestins in general, and of arrestin-1 in particular.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108173"},"PeriodicalIF":3.0,"publicationDate":"2025-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143066417","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Outlier removal in cryo-EM via radial profiles
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-01-27 DOI: 10.1016/j.jsb.2025.108172
Lev Kapnulin , Ayelet Heimowitz , Nir Sharon
{"title":"Outlier removal in cryo-EM via radial profiles","authors":"Lev Kapnulin ,&nbsp;Ayelet Heimowitz ,&nbsp;Nir Sharon","doi":"10.1016/j.jsb.2025.108172","DOIUrl":"10.1016/j.jsb.2025.108172","url":null,"abstract":"<div><div>The process of particle picking, a crucial step in cryo-electron microscopy (cryo-EM) image analysis, often encounters challenges due to outliers, leading to inaccuracies in downstream processing. In response to this challenge, this research introduces an additional automated step to reduce the number of outliers identified by the particle picker. The proposed method enhances both the accuracy and efficiency of particle picking, thereby reducing the overall running time and the necessity for expert intervention in the process. Experimental results demonstrate the effectiveness of the proposed approach in mitigating outlier inclusion and its potential to enhance cryo-EM data analysis pipelines significantly. This work contributes to the ongoing advancement of automated cryo-EM image processing methods, offering novel insights and solutions to challenges in structural biology research.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108172"},"PeriodicalIF":3.0,"publicationDate":"2025-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143066404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
GCTransNet: 3D mitochondrial instance segmentation based on Global Context Vision Transformers
IF 3 3区 生物学
Journal of structural biology Pub Date : 2025-01-20 DOI: 10.1016/j.jsb.2025.108170
Chaoyi Chen , Yidan Yan , Jingpeng Wu , Wen-Biao Gan
{"title":"GCTransNet: 3D mitochondrial instance segmentation based on Global Context Vision Transformers","authors":"Chaoyi Chen ,&nbsp;Yidan Yan ,&nbsp;Jingpeng Wu ,&nbsp;Wen-Biao Gan","doi":"10.1016/j.jsb.2025.108170","DOIUrl":"10.1016/j.jsb.2025.108170","url":null,"abstract":"<div><div>Mitochondria are double membrane-bound organelles essential for generating energy in eukaryotic cells. Mitochondria can be readily visualized in 3D using Volume Electron Microscopy (vEM), and accurate image segmentation is vital for quantitative analysis of mitochondrial morphology and function. To address the challenge of segmenting small mitochondrial compartments in vEM images, we propose an automated mitochondrial segmentation method called GCTransNet. This method employs grayscale migration technology to preprocess images, effectively reducing intensity distribution differences across EM images. By utilizing 3D Global Context Vision Transformers (GC-ViT) combined with global context self-attention modules and local self-attention modules, GCTransNet precisely models long-range and short-range spatial interactions. The long-range interactions enable the model to capture the global structural relationships within the mitochondrial segmentation network, while the short-range interactions refine local details and boundaries. In our approach, the encoder of the 3D U-Net network, a classical multi-scale learning architecture that retains high-resolution features through skip connections and combines multi-scale features for precise segmentation, is replaced by a 3D GC-ViT. The GC-ViT leverages shifted window-based self-attention, capturing long-range dependencies and offering improved segmentation accuracy compared to traditional U-Net encoders. In the MitoEM mitochondrial segmentation challenge, GCTransNet achieved state-of-the-art results, demonstrating its superiority in automated mitochondrial segmentation. The code and its documentation are publicly available at <span><span>https://github.com/GanLab123/GCTransNet</span><svg><path></path></svg></span>.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108170"},"PeriodicalIF":3.0,"publicationDate":"2025-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143023913","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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