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Intelligent Hydrogel-Assisted Hepatocellular Carcinoma Therapy. 智能水凝胶辅助肝癌治疗。
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-14 eCollection Date: 2024-01-01 DOI: 10.34133/research.0477
Zixiang Tang, Lin Deng, Jing Zhang, Tao Jiang, Honglin Xiang, Yanyang Chen, Huzhe Liu, Zhengwei Cai, Wenguo Cui, Yongfu Xiong

Given the high malignancy of liver cancer and the liver's unique role in immune and metabolic regulation, current treatments have limited efficacy, resulting in a poor prognosis. Hydrogels, soft 3-dimensional network materials comprising numerous hydrophilic monomers, have considerable potential as intelligent drug delivery systems for liver cancer treatment. The advantages of hydrogels include their versatile delivery modalities, precision targeting, intelligent stimulus response, controlled drug release, high drug loading capacity, excellent slow-release capabilities, and substantial potential as carriers of bioactive molecules. This review presents an in-depth examination of hydrogel-assisted advanced therapies for hepatocellular carcinoma, encompassing small-molecule drug therapy, immunotherapy, gene therapy, and the utilization of other biologics. Furthermore, it examines the integration of hydrogels with conventional liver cancer therapies, including radiation, interventional therapy, and ultrasound. This review provides a comprehensive overview of the numerous advantages of hydrogels and their potential to enhance therapeutic efficacy, targeting, and drug delivery safety. In conclusion, this review addresses the clinical implementation of hydrogels in liver cancer therapy and future challenges and design principles for hydrogel-based systems, and proposes novel research directions and strategies.

鉴于肝癌的高恶性程度以及肝脏在免疫和代谢调节中的独特作用,目前的治疗效果有限,预后较差。水凝胶是由许多亲水性单体组成的软三维网络材料,作为肝癌治疗的智能药物输送系统具有相当大的潜力。水凝胶具有多种给药方式、精确靶向、智能刺激反应、药物释放控制、高载药能力、优异的缓释能力以及作为生物活性分子载体的巨大潜力。本文综述了水凝胶辅助肝细胞癌的先进治疗方法,包括小分子药物治疗、免疫治疗、基因治疗和其他生物制剂的应用。此外,它还研究了水凝胶与传统肝癌治疗的结合,包括放射、介入治疗和超声。本文综述了水凝胶的众多优势及其在提高治疗疗效、靶向性和给药安全性方面的潜力。综上所述,本文综述了水凝胶在肝癌治疗中的临床应用,以及未来水凝胶系统的挑战和设计原则,并提出了新的研究方向和策略。
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引用次数: 0
Glycyrrhizic Acid Hydrogel Microparticles Encapsulated with Mesenchymal Stem Cell Exosomes for Wound Healing. 甘草酸水凝胶微粒包裹间充质干细胞外泌体用于伤口愈合
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-14 eCollection Date: 2024-01-01 DOI: 10.34133/research.0496
Luting Zhang, Zhiqiang Luo, Hanxu Chen, Xiangyi Wu, Yuanjin Zhao

Hydrogel microparticles have been proved to be curative to diabetic wounds. Current trends focus on the integration of bioactive matrix and their smart stimulus-responsive release to meet the complex demand of regeneration in diabetic wound. In this paper, we present novel stem cell exosome-encapsulated Chinese herb glycyrrhizic acid (GA) hydrogel microparticles for wound healing. The integrated GA endows the hydrogel microparticles with antibacterial properties, while the encapsulated exosomes impart them with pro-angiogenesis ability. In addition, as the black phosphorus is incorporated into these hybrid hydrogel microparticles, the release profile of GA and exosomes could be controllable under near-infrared irradiation due to the excellent photothermal effect of black phosphorus and the reversible phase transformation properties of GA. Based on these features, we have demonstrated that these microparticles can effectively kill bacteria, scavenge free radical, and promote angiogenesis from in vitro experiments. Besides, they could also markedly accelerate the wound healing process by down-regulating inflammation and promoting collagen deposition and angiogenesis in bacteria-infected in vivo diabetic wound. These results indicate that the proposed exosome-integrated GA hydrogel microparticles present great potential for clinical diabetic wound treatment.

水凝胶微粒已被证明可治疗糖尿病伤口。目前的发展趋势是整合生物活性基质及其智能刺激响应释放,以满足糖尿病伤口再生的复杂需求。本文介绍了新型干细胞外泌体包裹中草药甘草酸(GA)水凝胶微颗粒用于伤口愈合。整合的甘草酸赋予水凝胶微颗粒抗菌特性,而包裹的外泌体则赋予其促进血管生成的能力。此外,由于在这些混合水凝胶微颗粒中加入了黑磷,在近红外辐照下,GA 和外泌体的释放曲线是可控的,这归功于黑磷出色的光热效应和 GA 的可逆相变特性。基于这些特点,我们在体外实验中证明了这些微颗粒能有效杀灭细菌、清除自由基和促进血管生成。此外,在细菌感染的体内糖尿病伤口中,它们还能通过下调炎症、促进胶原蛋白沉积和血管生成来显著加速伤口愈合过程。这些结果表明,所提出的外泌体整合 GA 水凝胶微颗粒在临床糖尿病伤口治疗中具有巨大的潜力。
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引用次数: 0
Noninvasive Novel Transdermal Drug Delivery System for Deep Drug Permeability. 用于深层药物渗透的无创新型透皮给药系统
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-14 eCollection Date: 2024-01-01 DOI: 10.34133/research.0504
Huijie Han, Hélder A Santos
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引用次数: 0
Erratum to "Enhanced Effects of Intermittent Fasting by Magnetic Fields in Severe Diabetes". 对 "磁场增强间歇性禁食对严重糖尿病患者的影响 "的勘误。
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-11 eCollection Date: 2024-01-01 DOI: 10.34133/research.0501
Ying Wang, Chuanlin Feng, Biao Yu, Junjun Wang, Weili Chen, Chao Song, Xinmiao Ji, Ruowen Guo, Guofeng Cheng, Hanxiao Chen, Xinyu Wang, Lei Zhang, Zhiyuan Li, Jialiang Jiang, Can Xie, Haifeng Du, Xin Zhang

[This corrects the article DOI: 10.34133/2022/9873203.].

[This corrects the article DOI: 10.34133/2022/9873203.].
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引用次数: 0
Adjustable Phase-Amplitude-Phase Acoustic Metasurface for the Implementation of Arbitrary Impedance Matrices. 用于实现任意阻抗矩阵的可调相位-振幅-相位声学元表面。
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-08 eCollection Date: 2024-01-01 DOI: 10.34133/research.0502
Yu-Ze Tian, Zhuo-Run Wei, Yan-Feng Wang, Vincent Laude, Yue-Sheng Wang

Impedance metasurfaces enable accurate regulation of acoustic fields. However, they can hardly supply a flexible response as such perfect operation is accompanied by stringent requirements on the design of unit cells. Actually, an arbitrary lossless and passive target impedance matrix requires the tuning of 3 independent real parameters. The set composed of a reflection phase, a transmission amplitude, and a transmission phase, enables the representation of an arbitrary impedance matrix, possibly possessing singular elements. In this paper, a mechanism of phase-amplitude-phase modulation (PAP modulation) is developed for the generic design of the unit cells of acoustic impedance metasurfaces. Adjustable acoustic impedance metasurfaces are further available under this framework. An impedance unit with 3 mobile parts is designed based on this idea. The assembled metasurface can handle different incidences for acoustic field manipulation at a given frequency. Beam steering and beam splitting are considered as demonstration examples and are verified by numerical simulation and experiment. PAP modulation enriches the design of acoustic impedance metasurfaces and extends the range of application of impedance theory.

阻抗元表面能够精确调节声场。然而,它们很难提供灵活的响应,因为这种完美的操作对单元单元的设计有严格的要求。实际上,一个任意的无损和被动目标阻抗矩阵需要调整 3 个独立的实际参数。由反射相位、传输振幅和传输相位组成的集合可以表示可能具有奇异元素的任意阻抗矩阵。本文开发了一种相位-振幅-相位调制(PAP 调制)机制,用于声阻抗元表面单元格的通用设计。在这一框架下,可调节的声阻抗元表面也将进一步问世。基于这一理念,我们设计了一个由 3 个移动部件组成的阻抗单元。组装后的元表面可在给定频率下处理不同的声场操纵事件。波束转向和波束分裂被视为演示示例,并通过数值模拟和实验进行了验证。PAP 调制丰富了声阻抗元表面的设计,扩大了阻抗理论的应用范围。
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引用次数: 0
BCAP31 Alleviates Lipopolysaccharide-Mediated Acute Lung Injury via Induction of PINK1/Parkin in Alveolar Epithelial Type II Cell. BCAP31 通过诱导肺泡上皮 II 型细胞中的 PINK1/Parkin 减轻脂多糖引起的急性肺损伤
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-08 eCollection Date: 2024-01-01 DOI: 10.34133/research.0498
Pingjun Zhu, Xi Wang, Qingfeng Wu, Jianbo Zhu, Yifan Que, Yan Wang, Yongkai Ding, Yang Yang, Jie Jin, Xin Zhang, Qian Xu, Qinge Yong, Christopher Chang, Guogang Xu, Yingzhen Du

Background: B-cell receptor-associated protein 31 (BCAP31) has protective effects against alveolar epithelial type II cells (AECII) damage by inhibiting mitochondrial injury in acute lung injury (ALI) induced by lipopolysaccharide (LPS), whereas the precise mechanism is still unclear. It is known that PTEN-induced putative kinase 1 (PINK1)/Parkin-mediated mitophagy can remove damaged mitochondria selectively, which may be involved in BCAP31 protection against mitochondrial injury. Methods: In the current study, ALI mice models were established by using surfactant protein C (Sftpc)-BCAP31 transgenic mice (BCAP31TG mice) and AECII-specific BCAP31 knockout mice (BCAP31CKO mice) treated with LPS. Results: BCAP31 expression in lung tissue and AECII were inhibited in ALI mice. Under LPS challenge, lower level of BCAP31 was found to correlate positively with pathological injury of the lung, respiratory dysfunction, mortality rates, inflammation response, and AECII damage. Further study showed that down-regulation of BCAP31 induced decreased phosphorylation of PINK1 via reduced binding to PINK1, thereby restraining PINK1/Parkin-mediated mitophagy. Down-regulation of mitophagy promoted mitochondrial injury, as shown by the increase in mitochondrial permeability transition pore opening rate, together with enhanced mitochondrial reactive oxygen species (mROS), which were accompanied by increased cellular apoptosis and reactive oxygen species (ROS). The increased cellular ROS contributed to the inflammatory response via activation of nuclear factor κB (NF-κB). In contrast, BCAP31 overexpression promoted phosphorylation of PINK1 and PINK1/Parkin-mediated mitophagy, thus blocking the mROS/ROS/NF-κB pathway, favoring a protective condition that ultimately led to the inhibition of AECII apoptosis and inflammatory response in LPS-induced ALI. Conclusion: Ultimately, BCAP31 alleviated ALI by activating PINK1/Parkin-mediated mitophagy and blocking the mROS/ROS/NF-κB pathway in AECII.

背景:B细胞受体相关蛋白31(BCAP31)通过抑制脂多糖(LPS)诱导的急性肺损伤(ALI)中的线粒体损伤,对肺泡上皮II型细胞(AECII)损伤具有保护作用,但其确切机制尚不清楚。众所周知,PTEN诱导的推定激酶1(PINK1)/Parkin介导的线粒体吞噬可选择性地清除受损线粒体,这可能参与了BCAP31对线粒体损伤的保护作用。研究方法在本研究中,利用表面活性蛋白 C(Sftpc)-BCAP31 转基因小鼠(BCAP31TG 小鼠)和 LPS 处理的 AECII 特异性 BCAP31 基因敲除小鼠(BCAP31CKO 小鼠)建立了 ALI 小鼠模型。结果ALI 小鼠肺组织和 AECII 中 BCAP31 的表达受到抑制。在 LPS 挑战下,发现 BCAP31 水平的降低与肺部病理损伤、呼吸功能障碍、死亡率、炎症反应和 AECII 损伤呈正相关。进一步的研究表明,BCAP31的下调会通过减少与PINK1的结合诱导PINK1磷酸化的减少,从而抑制PINK1/Parkin介导的有丝分裂。线粒体通透性转换孔开放率的增加以及线粒体活性氧(mROS)的增强表明,有丝分裂的下调促进了线粒体损伤,而线粒体损伤又伴随着细胞凋亡和活性氧(ROS)的增加。增加的细胞活性氧通过激活核因子κB(NF-κB)促进了炎症反应。与此相反,BCAP31 的过表达促进了 PINK1 的磷酸化和 PINK1/Parkin 介导的有丝分裂,从而阻断了 mROS/ROS/NF-κB 通路,有利于形成一种保护性条件,最终在 LPS 诱导的 ALI 中抑制了 AECII 的凋亡和炎症反应。结论最终,BCAP31通过激活PINK1/Parkin介导的有丝分裂和阻断AECII中的mROS/ROS/NF-κB通路,缓解了ALI。
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引用次数: 0
Melatonin Induces Analgesic Effects through MT2 Receptor-Mediated Neuroimmune Modulation in the Mice Anterior Cingulate Cortex. 褪黑素通过 MT2 受体介导的小鼠前扣带回皮层神经免疫调节诱导镇痛效应
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-08 eCollection Date: 2024-01-01 DOI: 10.34133/research.0493
Jian Wang, Junxiang Gu, Fujuan Ma, Yi Wei, Pan Wang, Shanming Yang, Xianxia Yan, Yifan Xiao, Keke Xing, Anxin Lou, Liru Zheng, Tingting Cao, Dayu Zhu, Jinlian Li, Luoying Zhang, Yunqing Li, Tao Chen

Neuropathic pain (NP) represents a considerable clinical challenge, profoundly impacting patients' quality of life. Presently, pharmacotherapy serves as a primary approach for NP alleviation, yet its efficacy often remains suboptimal. Melatonin (MLT), a biologically active compound secreted by the pineal gland, has long been associated with promoting and maintaining sleep. Although recent studies suggest analgesic effects of MLT, the underlying mechanism remains largely unknown, particularly its impact on the cortex. In this study, we induced an NP model in mice through spared nerve injury (SNI) and observed a considerable, dose-dependent alleviation in NP symptoms following intraperitoneal or anterior cingulate cortex (ACC) administration of MLT. Our findings further indicated that the NP management of MLT is selectively mediated by MLT-related receptor 2 (MT2R), rather than MT1R, on neurons and microglia within the ACC. Transcriptome sequencing, complemented by bioinformatics analysis, implicated MLT in the modulation of Gα(i) and immune-inflammatory signals. Specifically, MLT inhibited the excitability level of pyramidal cells in the ACC by activating the Gα(i) signaling pathway. Simultaneously, MLT attenuated M1 polarization and promoted M2 polarization of microglia, thereby mitigating the inflammatory response and type II interferon response within the ACC. These findings unveil a hitherto unrecognized molecular mechanism: an MLT-mediated neuroimmune modulation pathway in the ACC mediated by MT2R. This elucidation sheds light on the regulatory character of MLT in chronic nociceptive pain conditions, offering a prospective therapeutic strategy for NP management.

神经性疼痛(NP)是一项巨大的临床挑战,严重影响患者的生活质量。目前,药物疗法是缓解 NP 的主要方法,但其疗效往往不尽如人意。褪黑素(MLT)是松果体分泌的一种生物活性化合物,长期以来一直与促进和维持睡眠有关。尽管最近的研究表明褪黑激素具有镇痛作用,但其基本机制,尤其是对大脑皮层的影响,在很大程度上仍不为人所知。在这项研究中,我们通过幸免神经损伤(SNI)诱导小鼠建立 NP 模型,并观察到腹腔或前扣带回皮层(ACC)给予 MLT 后,NP 症状得到了显著的、剂量依赖性的缓解。我们的研究结果进一步表明,MLT 对 NP 的调节作用是由 ACC 内神经元和小胶质细胞上的 MLT 相关受体 2(MT2R)而非 MT1R 选择性介导的。转录组测序以及生物信息学分析表明,MLT 与 Gα(i) 和免疫炎症信号的调节有关。具体来说,MLT 通过激活 Gα(i) 信号通路抑制了 ACC 中锥体细胞的兴奋性水平。同时,MLT 还能减轻小胶质细胞的 M1 极化,促进 M2 极化,从而减轻 ACC 内的炎症反应和 II 型干扰素反应。这些发现揭示了一种迄今尚未认识到的分子机制:由 MT2R 介导的 MLT 介导的 ACC 神经免疫调节途径。这一发现揭示了 MLT 在慢性痛觉疼痛中的调节特性,为 NP 管理提供了一种前瞻性治疗策略。
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引用次数: 0
From Individual to Population: Circuit Organization of Pyramidal Tract and Intratelencephalic Neurons in Mouse Sensorimotor Cortex. 从个体到群体:小鼠感觉运动皮层中锥体束和脑内神经元的环路组织
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-07 eCollection Date: 2024-01-01 DOI: 10.34133/research.0470
Mei Yao, Ayizuohere Tudi, Tao Jiang, Xu An, Xueyan Jia, Anan Li, Z Josh Huang, Hui Gong, Xiangning Li, Qingming Luo

The sensorimotor cortex participates in diverse functions with different reciprocally connected subregions and projection-defined pyramidal neuron types therein, while the fundamental organizational logic of its circuit elements at the single-cell level is still largely unclear. Here, using mouse Cre driver lines and high-resolution whole-brain imaging to selectively trace the axons and dendrites of cortical pyramidal tract (PT) and intratelencephalic (IT) neurons, we reconstructed the complete morphology of 1,023 pyramidal neurons and generated a projectome of 6 subregions within the sensorimotor cortex. Our morphological data revealed substantial hierarchical and layer differences in the axonal innervation patterns of pyramidal neurons. We found that neurons located in the medial motor cortex had more diverse projection patterns than those in the lateral motor and sensory cortices. The morphological characteristics of IT neurons in layer 5 were more complex than those in layer 2/3. Furthermore, the soma location and morphological characteristics of individual neurons exhibited topographic correspondence. Different subregions and layers were composed of different proportions of projection subtypes that innervate downstream areas differentially. While the axonal terminals of PT neuronal population in each cortical subregion were distributed in specific subdomains of the superior colliculus (SC) and zona incerta (ZI), single neurons selectively innervated a combination of these projection targets. Overall, our data provide a comprehensive list of projection types of pyramidal neurons in the sensorimotor cortex and begin to unveil the organizational principle of these projection types in different subregions and layers.

感觉运动皮层参与多种功能,其中有不同的相互连接的亚区域和投射定义的锥体神经元类型,而单细胞水平的电路元件的基本组织逻辑在很大程度上仍不清楚。在这里,我们利用小鼠 Cre 驱动系和高分辨率全脑成像技术选择性地追踪了皮层锥体束(PT)和脑内(IT)神经元的轴突和树突,重建了 1,023 个锥体神经元的完整形态,并生成了感觉运动皮层内 6 个亚区域的投射组。我们的形态学数据揭示了锥体神经元轴突支配模式的巨大层次和层间差异。我们发现,与外侧运动皮层和感觉皮层的神经元相比,位于内侧运动皮层的神经元具有更多样化的投射模式。第 5 层 IT 神经元的形态特征比第 2/3 层的神经元更为复杂。此外,单个神经元的体节位置和形态特征呈现出地形对应关系。不同亚区和不同层由不同比例的投射亚型组成,它们支配的下游区域也不同。虽然每个皮层亚区的 PT 神经元群的轴突末梢分布在上丘(SC)和内侧带(ZI)的特定亚区,但单个神经元选择性地支配这些投射目标的组合。总之,我们的数据提供了一个全面的感觉运动皮层锥体神经元投射类型列表,并开始揭示这些投射类型在不同亚区和层中的组织原理。
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引用次数: 0
Psychedelics and Consciousness: Expanding the Horizons of Mind and Therapy. 迷幻药与意识:拓展心灵与治疗的视野。
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-04 eCollection Date: 2024-01-01 DOI: 10.34133/research.0495
Miyuan Zhang, Yibo Wang, Tian-Ming Gao, Xiaohui Wang

Psychedelics have long been recognized not only for their profound impact on human consciousness but also for their potential therapeutic applications. This perspective explores the multifaceted relationship between psychedelics and consciousness, emphasizing their capacity to alter sensory perceptions, disrupt self-referential thought processes, and catalyze profound spiritual and existential experiences. As research advances, psychedelics are being integrated into therapeutic settings, challenging existing psychiatric models and offering new insights into the complex nature of consciousness and mental health. This emerging paradigm marks the need for careful regulation and ethical considerations in the therapeutic use of psychedelics, promising a more holistic approach to mental health disorders.

长期以来,人们不仅认识到迷幻药对人类意识的深刻影响,还认识到其潜在的治疗用途。本视角探讨了迷幻药与意识之间的多层面关系,强调迷幻药能够改变感官知觉、扰乱自我推理的思维过程,并催化深刻的精神和存在体验。随着研究的进展,迷幻药正被纳入治疗环境,对现有的精神病学模式提出了挑战,并为意识和心理健康的复杂本质提供了新的见解。这种新兴的模式标志着在使用迷幻药进行治疗时需要谨慎的监管和道德考量,有望以一种更加全面的方法来治疗心理健康疾病。
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引用次数: 0
The Deep Learning-Crop Platform (DL-CRoP): For Species-Level Identification and Nutrient Status of Agricultural Crops. 深度学习作物平台(DL-CRoP):用于农作物的物种级识别和营养状况。
IF 11 1区 综合性期刊 Q1 Multidisciplinary Pub Date : 2024-10-04 eCollection Date: 2024-01-01 DOI: 10.34133/research.0491
Mohammad Urfan, Prakriti Rajput, Palak Mahajan, Shubham Sharma, Haroon Rashid Hakla, Verasis Kour, Bhubneshwari Khajuria, Rehana Chowdhary, Parveen Kumar Lehana, Namrata Karlupia, Pawanesh Abrol, Lam Son Phan Tran, Sikander Pal Choudhary

Precise and timely detection of a crop's nutrient requirement will play a crucial role in assuring optimum plant growth and crop yield. The present study introduces a reliable deep learning platform called "Deep Learning-Crop Platform" (DL-CRoP) for the identification of some commercially grown plants and their nutrient requirements using leaf, stem, and root images using a convolutional neural network (CNN). It extracts intrinsic feature patterns through hierarchical mapping and provides remarkable outcomes in identification tasks. The DL-CRoP platform is trained on the plant image dataset, namely, Jammu University-Botany Image Database (JU-BID), available at https://github.com/urfanbutt. The findings demonstrate implementation of DL-CRoP-cases A (uses shoot images) and B (uses leaf images) for species identification for Solanum lycopersicum (tomato), Vigna radiata (Vigna), and Zea mays (maize), and cases C (uses leaf images) and D (uses root images) for diagnosis of nitrogen deficiency in maize. The platform achieved a higher rate of accuracy at 80-20, 70-30, and 60-40 splits for all the case studies, compared with established algorithms such as random forest, K-nearest neighbor, support vector machine, AdaBoost, and naïve Bayes. It provides a higher accuracy rate in classification parameters like recall, precision, and F1 score for cases A (90.45%), B (100%), and C (93.21), while a medium-level accuracy of 68.54% for case D. To further improve the accuracy of the platform in case study C, the CNN was modified including a multi-head attention (MHA) block. It resulted in the enhancement of the accuracy of classifying the nitrogen deficiency above 95%. The platform could play an important role in evaluating the health status of crop plants along with a role in precise identification of species. It may be used as a better module for precision crop cultivation under limited nutrient conditions.

准确、及时地检测作物的养分需求对确保植物的最佳生长和作物产量起着至关重要的作用。本研究引入了一个可靠的深度学习平台,名为 "深度学习-作物平台"(DL-CRoP),利用卷积神经网络(CNN),通过叶片、茎和根的图像识别一些商业化种植的植物及其养分需求。它通过分层映射提取内在特征模式,在识别任务中取得了显著效果。DL-CRoP 平台在查谟大学植物学图像数据库(JU-BID)植物图像数据集上进行了训练,该数据集可在 https://github.com/urfanbutt 网站上查阅。研究结果展示了 DL-CRoP 的实施情况:案例 A(使用嫩枝图像)和案例 B(使用叶片图像)用于番茄(Solanum lycopersicum)、Vigna radiata(Vigna)和玉米(Zea mays)的物种鉴定;案例 C(使用叶片图像)和案例 D(使用根部图像)用于玉米缺氮的诊断。与随机森林、K-近邻、支持向量机、AdaBoost 和天真贝叶斯等成熟算法相比,该平台在所有案例研究中的准确率分别为 80-20、70-30 和 60-40。在案例 A(90.45%)、案例 B(100%)和案例 C(93.21%)中,该平台在召回率、精确度和 F1 分数等分类参数方面提供了更高的准确率,而案例 D 的准确率为 68.54%,处于中等水平。结果,缺氮分类的准确率提高到 95% 以上。该平台可在评估作物植物的健康状况方面发挥重要作用,同时还可在精确识别物种方面发挥作用。在有限的养分条件下,它可以作为作物精准栽培的一个更好的模块。
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