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Few-shot medical image segmentation with high-fidelity prototypes.
IF 10.7 1区 医学
Medical image analysis Pub Date : 2025-02-01 Epub Date: 2024-11-30 DOI: 10.1016/j.media.2024.103412
Song Tang, Shaxu Yan, Xiaozhi Qi, Jianxin Gao, Mao Ye, Jianwei Zhang, Xiatian Zhu
{"title":"Few-shot medical image segmentation with high-fidelity prototypes.","authors":"Song Tang, Shaxu Yan, Xiaozhi Qi, Jianxin Gao, Mao Ye, Jianwei Zhang, Xiatian Zhu","doi":"10.1016/j.media.2024.103412","DOIUrl":"10.1016/j.media.2024.103412","url":null,"abstract":"<p><p>Few-shot Semantic Segmentation (FSS) aims to adapt a pretrained model to new classes with as few as a single labeled training sample per class. Despite the prototype based approaches have achieved substantial success, existing models are limited to the imaging scenarios with considerably distinct objects and not highly complex background, e.g., natural images. This makes such models suboptimal for medical imaging with both conditions invalid. To address this problem, we propose a novel DetailSelf-refinedPrototypeNetwork (DSPNet) to construct high-fidelity prototypes representing the object foreground and the background more comprehensively. Specifically, to construct global semantics while maintaining the captured detail semantics, we learn the foreground prototypes by modeling the multimodal structures with clustering and then fusing each in a channel-wise manner. Considering that the background often has no apparent semantic relation in the spatial dimensions, we integrate channel-specific structural information under sparse channel-aware regulation. Extensive experiments on three challenging medical image benchmarks show the superiority of DSPNet over previous state-of-the-art methods. The code and data are available at https://github.com/tntek/DSPNet.</p>","PeriodicalId":18328,"journal":{"name":"Medical image analysis","volume":"100 ","pages":"103412"},"PeriodicalIF":10.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142780633","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Plant YABBY transcription factors: a review of gene expression, biological functions, and prospects. 植物 YABBY 转录因子:基因表达、生物功能和前景综述。
IF 8.1 2区 工程技术
Critical Reviews in Biotechnology Pub Date : 2025-02-01 Epub Date: 2024-06-03 DOI: 10.1080/07388551.2024.2344576
Kaiyuan Han, Meng Lai, Tianyun Zhao, Xiong Yang, Xinmin An, Zhong Chen
{"title":"Plant YABBY transcription factors: a review of gene expression, biological functions, and prospects.","authors":"Kaiyuan Han, Meng Lai, Tianyun Zhao, Xiong Yang, Xinmin An, Zhong Chen","doi":"10.1080/07388551.2024.2344576","DOIUrl":"10.1080/07388551.2024.2344576","url":null,"abstract":"<p><p>Transcription factors often contain several different functional regions, including DNA-binding domains, and play an important regulatory role in plant growth, development, and the response to external stimuli. YABYY transcription factors are plant-specific and contain two special domains (N-terminal C<sub>2</sub>C<sub>2</sub> zinc-finger and C-terminal helix-loop-helix domains) that are indispensable. Specifically, YABBY transcription factors play key roles in maintaining the polarity of the adaxial-abaxial axis of leaves, as well as in regulating: vegetative and reproductive growth, hormone response, stress resistance, and secondary metabolite synthesis in plants. Recently, the identification and functional verification of YABBY transcription factors in different plants has increased. On this basis, we summarize recent advances in the: identification, classification, expression patterns, and functions of the YABBY transcription factor family. The normal expression and function of YABBY transcription factors rely on a regulatory network that is established through the interaction of YABBY family members with other genes. We discuss the interaction network of YABBY transcription factors during leaf polarity establishment and floral organ development. This article provides a reference for research on YABBY function, plant genetic improvement, and molecular breeding.</p>","PeriodicalId":10752,"journal":{"name":"Critical Reviews in Biotechnology","volume":" ","pages":"214-235"},"PeriodicalIF":8.1,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141237286","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advancements in 3D skin bioprinting: processes, bioinks, applications and sensor integration. 三维皮肤生物打印的进展:工艺、生物墨水、应用和传感器集成。
IF 16.1 1区 工程技术
International Journal of Extreme Manufacturing Pub Date : 2025-02-01 Epub Date: 2024-11-19 DOI: 10.1088/2631-7990/ad878c
I Deniz Derman, Taino Rivera, Laura Garriga Cerda, Yogendra Pratap Singh, Shweta Saini, Hasan Erbil Abaci, Ibrahim T Ozbolat
{"title":"Advancements in 3D skin bioprinting: processes, bioinks, applications and sensor integration.","authors":"I Deniz Derman, Taino Rivera, Laura Garriga Cerda, Yogendra Pratap Singh, Shweta Saini, Hasan Erbil Abaci, Ibrahim T Ozbolat","doi":"10.1088/2631-7990/ad878c","DOIUrl":"10.1088/2631-7990/ad878c","url":null,"abstract":"<p><p>This comprehensive review explores the multifaceted landscape of skin bioprinting, revolutionizing dermatological research. The applications of skin bioprinting utilizing techniques like extrusion-, droplet-, laser- and light-based methods, with specialized bioinks for skin biofabrication have been critically reviewed along with the intricate aspects of bioprinting hair follicles, sweat glands, and achieving skin pigmentation. Challenges remain with the need for vascularization, safety concerns, and the integration of automated processes for effective clinical translation. The review further investigates the incorporation of biosensor technologies, emphasizing their role in monitoring and enhancing the wound healing process. While highlighting the remarkable progress in the field, critical limitations and concerns are critically examined to provide a balanced perspective. This synthesis aims to guide scientists, engineers, and healthcare providers, fostering a deeper understanding of the current state, challenges, and future directions in skin bioprinting for transformative applications in tissue engineering and regenerative medicine.</p>","PeriodicalId":52353,"journal":{"name":"International Journal of Extreme Manufacturing","volume":"7 1","pages":"012009"},"PeriodicalIF":16.1,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11574952/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142683344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comprehensive multi-objective framework for the estimation of crash frequency models.
IF 5.7 1区 工程技术
Accident; analysis and prevention Pub Date : 2025-02-01 Epub Date: 2024-12-02 DOI: 10.1016/j.aap.2024.107844
Zeke Ahern, Paul Corry, Mohammadali Shirazi, Alexander Paz
{"title":"A comprehensive multi-objective framework for the estimation of crash frequency models.","authors":"Zeke Ahern, Paul Corry, Mohammadali Shirazi, Alexander Paz","doi":"10.1016/j.aap.2024.107844","DOIUrl":"10.1016/j.aap.2024.107844","url":null,"abstract":"<p><p>A common and challenging data and modeling aspect in crash analysis is unobserved heterogeneity, which is often handled using random parameters and special distributions such as Lindley. Random parameters can be estimated with respect to each observation for the entire dataset, and grouped across segments of the dataset, with variable means, or variable variances. The selection of the best approach to handle unobserved heterogeneity depends on the data characteristics and requires the corresponding hypothesis testing. In addition to dealing with unobserved heterogeneity, crash frequency modeling often requires explicit consideration of functional forms, transformations, and identification of likely contributing factors. During model estimation, it is important to consider multiple objectives such as in- and out-of-sample goodness-of-fit to generate reliable and transferable insights. Taking all of these aspects and objectives into account simultaneously represents a very large number of modeling decisions and hypothesis testing. Limited testing and model development may lead to bias and missing relevant specifications with important insights. To address these challenges, this paper proposes a comprehensive optimization framework, underpinned by a mathematical programming formulation, for systematic hypothesis testing considering simultaneously multiple objectives, unobserved heterogeneity, grouped random parameters, functional forms, transformations, heterogeneity in means, and the identification of likely contributing factors. The proposed framework employs a variety of metaheuristic solution algorithms to address the complexity and non-convexity of the estimation and optimization problem. Several metaheuristics were tested including Simulated Annealing, Differential Evolution and Harmony Search. Harmony Search provided convergence with low sensitivity to the choice of hyperparameters. The effectiveness of the framework was evaluated using three real-world data sets, generating sound and consistent results compared to the corresponding published models. These results demonstrate the ability of the proposed framework to efficiently estimate sound and parsimonious crash data count models while reducing costs associated with time and required knowledge, bias, and sub-optimal solutions due to limited testing. To support experimental testing for analysts and modelers, the Python package \"MetaCountRegressor,\" which includes algorithms and software, is available on PyPi.</p>","PeriodicalId":6926,"journal":{"name":"Accident; analysis and prevention","volume":"210 ","pages":"107844"},"PeriodicalIF":5.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142765362","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How do probiotics alleviate constipation? A narrative review of mechanisms. 益生菌如何缓解便秘?机制综述。
IF 8.1 2区 工程技术
Critical Reviews in Biotechnology Pub Date : 2025-02-01 Epub Date: 2024-05-06 DOI: 10.1080/07388551.2024.2336531
Yu-Ping Huang, Jie-Yan Shi, Xin-Tao Luo, Si-Chen Luo, Peter C K Cheung, Harold Corke, Qiong-Qiong Yang, Bo-Bo Zhang
{"title":"How do probiotics alleviate constipation? A narrative review of mechanisms.","authors":"Yu-Ping Huang, Jie-Yan Shi, Xin-Tao Luo, Si-Chen Luo, Peter C K Cheung, Harold Corke, Qiong-Qiong Yang, Bo-Bo Zhang","doi":"10.1080/07388551.2024.2336531","DOIUrl":"10.1080/07388551.2024.2336531","url":null,"abstract":"<p><p>Constipation is a common gastrointestinal condition, which may occur at any age and affects countless people. The search for new treatments for constipation is ongoing as current drug treatments fail to provide fully satisfactory results. In recent years, probiotics have attracted much attention because of their demonstrated therapeutic efficacy and fewer side effects than pharmaceutical products. Many studies attempted to answer the question of how probiotics can alleviate constipation. It has been shown that different probiotic strains can alleviate constipation by different mechanisms. The mechanisms on probiotics in relieving constipation were associated with various aspects, including regulation of the gut microbiota composition, the level of short-chain fatty acids, aquaporin expression levels, neurotransmitters and hormone levels, inflammation, the intestinal environmental metabolic status, neurotrophic factor levels and the body's antioxidant levels. This paper summarizes the perception of the mechanisms on probiotics in relieving constipation and provides some suggestions on new research directions.</p>","PeriodicalId":10752,"journal":{"name":"Critical Reviews in Biotechnology","volume":" ","pages":"80-96"},"PeriodicalIF":8.1,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140853867","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synthetic biology for the food industry: advances and challenges. 食品工业的合成生物学:进步与挑战。
IF 8.1 2区 工程技术
Critical Reviews in Biotechnology Pub Date : 2025-02-01 Epub Date: 2024-05-26 DOI: 10.1080/07388551.2024.2340530
Ruipeng Chen, Shuyue Ren, Shuang Li, Huanying Zhou, Xuexia Jia, Dianpeng Han, Zhixian Gao
{"title":"Synthetic biology for the food industry: advances and challenges.","authors":"Ruipeng Chen, Shuyue Ren, Shuang Li, Huanying Zhou, Xuexia Jia, Dianpeng Han, Zhixian Gao","doi":"10.1080/07388551.2024.2340530","DOIUrl":"10.1080/07388551.2024.2340530","url":null,"abstract":"<p><p>As global environmental pollution increases, climate change worsens, and population growth continues, the challenges of securing a safe, nutritious, and sustainable food supply have become enormous. This has led to new requirements for future food supply methods and functions. The use of synthetic biology technology to create cell factories suitable for food industry production and renewable raw material conversion into: important food components, functional food additives, and nutritional chemicals, represents an important method of solving the problems faced by the food industry. Here, we review the recent progress and applications of synthetic biology in the food industry, including alternatives to: traditional (artificial pigments, meat, starch, and milk), functional (sweeteners, sugar substitutes, nutrients, flavoring agents), and green (green fiber, degradable packing materials, green packaging materials and food traceability) foods. Furthermore, we discuss the future prospects of synthetic biology-based applications in the food industry. Thus, this review may serve as a reference for research on synthetic biology in the: food safety, food nutrition, public health, and health-related fields.</p>","PeriodicalId":10752,"journal":{"name":"Critical Reviews in Biotechnology","volume":" ","pages":"23-47"},"PeriodicalIF":8.1,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141154777","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Recent advances in genome mining and synthetic biology for discovery and biosynthesis of natural products. 基因组挖掘和合成生物学在天然产品的发现和生物合成方面的最新进展。
IF 8.1 2区 工程技术
Critical Reviews in Biotechnology Pub Date : 2025-02-01 Epub Date: 2024-08-12 DOI: 10.1080/07388551.2024.2383754
Mingpeng Wang, Lei Chen, Zhaojie Zhang, Qinhong Wang
{"title":"Recent advances in genome mining and synthetic biology for discovery and biosynthesis of natural products.","authors":"Mingpeng Wang, Lei Chen, Zhaojie Zhang, Qinhong Wang","doi":"10.1080/07388551.2024.2383754","DOIUrl":"10.1080/07388551.2024.2383754","url":null,"abstract":"<p><p>Natural products have long served as critical raw materials in chemical and pharmaceutical manufacturing, primarily which can provide superior scaffolds or intermediates for drug discovery and development. Over the last century, natural products have contributed to more than a third of therapeutic drug production. However, traditional methods of producing drugs from natural products have become less efficient and more expensive over the past few decades. The combined utilization of genome mining and synthetic biology based on genome sequencing, bioinformatics tools, big data analytics, genetic engineering, metabolic engineering, and systems biology promises to counter this trend. Here, we reviewed recent (2020-2023) examples of genome mining and synthetic biology used to resolve challenges in the production of natural products, such as less variety, poor efficiency, and low yield. Additionally, the emerging efficient tools, design principles, and building strategies of synthetic biology and its application prospects in NPs synthesis have also been discussed.</p>","PeriodicalId":10752,"journal":{"name":"Critical Reviews in Biotechnology","volume":" ","pages":"236-256"},"PeriodicalIF":8.1,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141970751","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Antimicrobials from endophytes as novel therapeutics to counter drug-resistant pathogens. 从内生菌中提取抗菌素,作为对抗耐药性病原体的新型疗法。
IF 8.1 2区 工程技术
Critical Reviews in Biotechnology Pub Date : 2025-02-01 Epub Date: 2024-05-06 DOI: 10.1080/07388551.2024.2342979
Pragya Tiwari, Shreya Thakkar, Laurent Dufossé
{"title":"Antimicrobials from endophytes as novel therapeutics to counter drug-resistant pathogens.","authors":"Pragya Tiwari, Shreya Thakkar, Laurent Dufossé","doi":"10.1080/07388551.2024.2342979","DOIUrl":"10.1080/07388551.2024.2342979","url":null,"abstract":"<p><p>The rapid increase in antimicrobial resistance (AMR) projects a \"global emergency\" and necessitates a need to discover alternative resources for combating drug-resistant pathogens or \"superbugs.\" One of the key themes in \"One Health Concept\" is based on the fact that the interconnected network of humans, the environment, and animal habitats majorly contribute to the rapid selection and spread of AMR. Moreover, the injudicious and overuse of antibiotics in healthcare, the environment, and associated disciplines, further aggravates the concern. The prevalence and persistence of AMR contribute to the global economic burden and are constantly witnessing an upsurge due to fewer therapeutic options, rising mortality statistics, and expensive healthcare. The present decade has witnessed the extensive exploration and utilization of bio-based resources in harnessing antibiotics of potential efficacies. The discovery and characterization of diverse chemical entities from endophytes as potent antimicrobials define an important yet less-explored area in natural product-mediated drug discovery. Endophytes-produced antimicrobials show potent efficacies in targeting microbial pathogens and synthetic biology (SB) mediated engineering of endophytes for yield enhancement, forms a prospective area of research. In keeping with the urgent requirements for new/novel antibiotics and growing concerns about pathogenic microbes and AMR, this paper comprehensively reviews emerging trends, prospects, and challenges of antimicrobials from endophytes and their effective production <i>via</i> SB. This literature review would serve as the platform for further exploration of novel bioactive entities from biological organisms as \"novel therapeutics\" to address AMR.</p>","PeriodicalId":10752,"journal":{"name":"Critical Reviews in Biotechnology","volume":" ","pages":"164-190"},"PeriodicalIF":8.1,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140854550","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrigendum to "Detection and analysis of cerebral aneurysms based on X-ray rotational angiography - the CADA 2020 challenge" [Medical Image Analysis, April 2022, Volume 77, 102333]. 基于 X 射线旋转血管造影的脑动脉瘤检测和分析--CADA 2020 挑战"[《医学图像分析》,2022 年 4 月,第 77 卷,102333] 勘误。
IF 10.7 1区 医学
Medical image analysis Pub Date : 2025-02-01 Epub Date: 2024-10-10 DOI: 10.1016/j.media.2024.103363
Matthias Ivantsits, Leonid Goubergrits, Jan-Martin Kuhnigk, Markus Huellebrand, Jan Bruening, Tabea Kossen, Boris Pfahringer, Jens Schaller, Andreas Spuler, Titus Kuehne, Yizhuan Jia, Xuesong Li, Suprosanna Shit, Bjoern Menze, Ziyu Su, Jun Ma, Ziwei Nie, Kartik Jain, Yanfei Liu, Yi Lin, Anja Hennemuth
{"title":"Corrigendum to \"Detection and analysis of cerebral aneurysms based on X-ray rotational angiography - the CADA 2020 challenge\" [Medical Image Analysis, April 2022, Volume 77, 102333].","authors":"Matthias Ivantsits, Leonid Goubergrits, Jan-Martin Kuhnigk, Markus Huellebrand, Jan Bruening, Tabea Kossen, Boris Pfahringer, Jens Schaller, Andreas Spuler, Titus Kuehne, Yizhuan Jia, Xuesong Li, Suprosanna Shit, Bjoern Menze, Ziyu Su, Jun Ma, Ziwei Nie, Kartik Jain, Yanfei Liu, Yi Lin, Anja Hennemuth","doi":"10.1016/j.media.2024.103363","DOIUrl":"10.1016/j.media.2024.103363","url":null,"abstract":"","PeriodicalId":18328,"journal":{"name":"Medical image analysis","volume":" ","pages":"103363"},"PeriodicalIF":10.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142400702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
3D printing: trends and approaches toward achieving long-term sustainability in the food industry. 三维打印:实现食品工业长期可持续性的趋势和方法。
IF 8.1 2区 工程技术
Critical Reviews in Biotechnology Pub Date : 2025-02-01 Epub Date: 2024-05-26 DOI: 10.1080/07388551.2024.2344577
Priyamvada Thorakkattu, Nancy Awasti, Karthik Sajith Babu, Anandu Chandra Khanashyam, Aiswariya Deliephan, Kartik Shah, Punit Singh, R Pandiselvam, Nilesh Prakash Nirmal
{"title":"3D printing: trends and approaches toward achieving long-term sustainability in the food industry.","authors":"Priyamvada Thorakkattu, Nancy Awasti, Karthik Sajith Babu, Anandu Chandra Khanashyam, Aiswariya Deliephan, Kartik Shah, Punit Singh, R Pandiselvam, Nilesh Prakash Nirmal","doi":"10.1080/07388551.2024.2344577","DOIUrl":"10.1080/07388551.2024.2344577","url":null,"abstract":"<p><p>Global food security has recently been under serious threat from the rapid rise in the world's population, the problems brought on by climate change, and the appearance of new pandemics. As a result, the need for novel and innovative solutions to solve the existing problems and improve food sustainability has become crucial. 3D printing is expected to play a significant role in providing tangible contributions to the food industry in achieving sustainable development goals. The 3D food printing holds the potential to produce highly customized food in terms of shape, texture, flavor, structure and nutritional value and enable us to create new unique formulations and edible alternatives. The problem of whether the cost of the printed meal and 3D printing itself can be sustainably produced is becoming more and more important due to global concerns. This review intends to provide a comprehensive overview of 3D printed foods with an overview of the current printing methodologies, illustrating the technology's influencing factors, and its applications in personalized nutrition, packaging, value addition, and valorization aspects to fully integrate sustainability concerns thus exploring the potential of 3D food printing.</p>","PeriodicalId":10752,"journal":{"name":"Critical Reviews in Biotechnology","volume":" ","pages":"48-68"},"PeriodicalIF":8.1,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141154773","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","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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