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Promiscuous acylase as a green catalyst: to directly catalyze the conjugate addition reaction for the synthesis of brivaracetam intermediates 作为绿色催化剂的杂合酰化酶:直接催化共轭加成反应以合成双呋喃乙酰胺中间体
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-08-13 DOI: 10.1007/s12257-024-00135-0
Taimur Khan, Daixi Wang, Muhammad Shahab, Qaim Ali, Guojun Zheng

Epilepsy, a predominant neurological disorder affecting about 1% of the worldwide population, demands effective treatment options. An antiepileptic drug called brivaracetam has proven amazing efficacy in preventing epilepsy progression, garnering attention for novel synthesis methods. Despite recent progress in conventional synthesis routes, challenges such as expensive catalysts, inconvenient substrates, and hazardous solvents persist. In this context, we share the first finding that immobilized penicillin G acylase (IPGA) can catalyze the polarity reversal conjugate addition reaction. This synthesis is straightforward and does not require any purification. Yield up to 92.41% was achieved at 55 °C using dimethyl sulfoxide as a solvent. The catalytic specificity of IPGA was demonstrated through control experiments. Nonetheless, this research demonstrates the potential of IPGA and other biocatalysts to enable sustainable and effective organic synthesis processes and showcase the promiscuity of existing enzymes.

Graphical abstract

癫痫是一种主要的神经系统疾病,约占全球人口的 1%,因此需要有效的治疗方案。一种名为布瓦西坦(brivaracetam)的抗癫痫药物已被证明在预防癫痫进展方面具有惊人的疗效,从而引起了人们对新型合成方法的关注。尽管传统合成路线取得了最新进展,但昂贵的催化剂、不方便的底物和有害溶剂等挑战依然存在。在这种情况下,我们首次发现固定化青霉素 G酰化酶(IPGA)可以催化极性反转共轭加成反应。这种合成方法简单直接,无需任何纯化。以二甲亚砜为溶剂,在 55 ℃ 下的产率高达 92.41%。通过对照实验证明了 IPGA 的催化特异性。尽管如此,这项研究证明了 IPGA 和其他生物催化剂在实现可持续和有效的有机合成工艺方面的潜力,并展示了现有酶的多样性。
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引用次数: 0
Event-specific loop-mediated isothermal amplification for living modified cotton MON88701, MON531, MON15985, MON88913, and COT102 针对活体改良棉花 MON88701、MON531、MON15985、MON88913 和 COT102 的事件特异性环介导等温扩增技术
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-08-12 DOI: 10.1007/s12257-024-00137-y
Wonkyun Choi, A-Mi Yoon, Jun-Woo Lee, Hye Song Lim, Young Jun Jung, Jung Ro Lee

Gossypium hirsutum L., commonly known as upland cotton, is cultivated globally for natural fiber, feed, and seed oil. To enhance agricultural productivity and quality, living modified (LM) cotton has been developed and utilized since the late 1990s. Due to environmental concerns, such as biodiversity risks associated with living modified organisms (LMOs), the Korean government, including the Ministry of Environment, has been conducting LMO natural environment monitoring and post-management projects. In this study, we developed a loop-mediated isothermal amplification (LAMP) assay to detect five specific LM cotton events (MON88701, MON531, MON15985, MON88913, and COT102), which were the most abundant volunteers observed from 2019 to 2021 in South Korea. The event-specific LAMP assays for the five LM cotton events were established with a 40-min reaction time using LAMP reaction buffer, Bst DNA polymerase, and event-specific primers. The limit of detection ranged from 0.01 to 1 ng/μL. The assays' specificity and sensitivity were validated through colorimetric changes, fluorescence intensity measurements, and conventional PCR. To demonstrate the practical application of the LAMP assays, we tested 22 LM cotton volunteers collected from the natural environment in 2021. Each LAMP assay event-specifically amplified the respective LM cotton volunteers. These results indicate that the developed LAMP assays are effective tools for the efficient management and detection of LM cotton in field surveys, supporting regulatory compliance and environmental monitoring efforts.

Gossypium hirsutum L. 通常被称为陆地棉,在全球范围内种植,用于生产天然纤维、饲料和籽油。为了提高农业生产率和质量,自 20 世纪 90 年代末以来,人们开始开发和利用改性活体(LM)棉花。由于环境问题,如改性活生物体(LMO)带来的生物多样性风险,韩国政府(包括环境部)一直在开展改性活生物体自然环境监测和后期管理项目。在本研究中,我们开发了一种环介导等温扩增(LAMP)检测方法,用于检测五种特定的LM棉花事件(MON88701、MON531、MON15985、MON88913和COT102),这五种事件是2019年至2021年在韩国观察到的最丰富的志愿者。使用 LAMP 反应缓冲液、Bst DNA 聚合酶和事件特异性引物,在 40 分钟的反应时间内建立了针对五个 LM 棉花事件的事件特异性 LAMP 检测方法。检测限为 0.01 至 1 纳克/微升。检测的特异性和灵敏度通过比色变化、荧光强度测量和常规 PCR 进行了验证。为了证明 LAMP 检测法的实际应用,我们对 2021 年从自然环境中采集的 22 名 LM 棉花志愿者进行了测试。每种 LAMP 检测方法都对相应的 LM 棉花志愿者进行了特异性扩增。这些结果表明,所开发的 LAMP 检测方法是在实地调查中有效管理和检测 LM 棉花的有效工具,可为监管合规和环境监测工作提供支持。
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引用次数: 0
Exosome-immobilized porous microspheres for efficiently combined and prolonged cancer treatment 外泌体固定多孔微球用于高效联合和延长癌症治疗时间
IF 2.5 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-08-09 DOI: 10.1007/s12257-024-00139-w
Aejin Lee, Jun Hyuk Lee, Chaewon So, In Gyu Kim, Hyejung Mok
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引用次数: 0
Biodegradation of azo dye Reactive Black 5 by strict anaerobe Clostridium acetobutylicum and evaluation of its effects for hydrogen production 严格厌氧菌乙酰丁酸梭菌对偶氮染料活性黑 5 的生物降解及其制氢效果评估
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-08-01 DOI: 10.1007/s12257-024-00131-4
Hyun-Joong Kim, Suwon Kim, Jeong Hyeon Hwang, Yeda Lee, Yuni Shin, Suhye Choi, Jinok Oh, Joonseok Koh, Sang Ho Lee, Yong-Keun Choi, Shashi Kant Bhatia, Yung-Hun Yang

As azo dyes are commercially used to treat textiles and leather articles, but they were toxic, allergenic, carcinogenic, and mutagenic to human and environment if they were not well treated, the content and degradation of azo dyes in wastewater were very important. So far, various methods such as physical, chemical, and biological methods have been applied to solve this. As a sequential work, we tried to remove a famous azo dye, Reactive Black 5 (RB5) by biological assay and found that Clostridium acetobutylicum showed the best decolorization of RB5 among the hydrogen producing Clostridium species examined. It was also found 100 ppm concentration of RB5 did not affect biohydrogen production of C. acetobutylicum suggesting simultaneous degradation of azo dye and biohydrogen production was possible. Optimal condition for simultaneous decolorization and biohydrogen production was selected as pH 6, 40 °C, and 200 rpm, and high concentration (200 ppm) of RB5 could be decolorized up to 97%. When C. acetobutylicum was examined for further decoloring activities, it was showed the decolorization of various dyes such as Bromophenol, Bromocresol, Methyl Red, and Reactive Red 120. This study showed potential application of C. acetobutylicum in wastewater treatment by simultaneous decolorizing and biohydrogen production.

Graphical abstract

由于偶氮染料在商业上被用于处理纺织品和皮革制品,但如果处理不当,会对人类和环境产生毒性、致敏性、致癌性和诱变性,因此废水中偶氮染料的含量和降解非常重要。迄今为止,人们已经采用了物理、化学和生物等多种方法来解决这一问题。作为一项连续性工作,我们尝试用生物检测法去除一种著名的偶氮染料--活性黑 5(RB5),结果发现,在所考察的产氢梭菌中,乙酰丁酸梭菌对 RB5 的脱色效果最好。研究还发现,100 ppm 浓度的 RB5 不会影响乙酰丁酸梭菌的生物产氢,这表明同时降解偶氮染料和生物产氢是可能的。同时脱色和产生生物氢的最佳条件为 pH 值 6、温度 40 °C、转速 200 rpm,高浓度(200 ppm)RB5 的脱色率可达 97%。在对 C. acetobutylicum 的进一步脱色活性进行检测时,发现它能对多种染料(如溴酚、溴甲酚、甲基红和活性红 120)进行脱色。这项研究表明,通过同时脱色和产生生物氢,乙酰丁香菌在废水处理中具有潜在的应用价值。
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引用次数: 0
Carcinoembryonic antigen-positive circulating epithelial cells as a biomarker for the diagnosis and prognosis of colorectal cancer 癌胚抗原阳性循环上皮细胞作为结直肠癌诊断和预后的生物标记物
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-08-01 DOI: 10.1007/s12257-024-00115-4
Hong Jae Jeon, Jin hyuk Seo, Euna Jeong, Chae Yeon Son, Piper A. Rawding, Yuri Hwang, Seha Bang, Tae min Jang, Luke J. Kubiatowicz, Sung Hee Hyun, Seungpyo Hong, Ik-Chan Song, Tae Hee Lee, Jiyoon Bu, Hyuk Soo Eun

The serum carcinoembryonic antigen (CEA) level lacks the specificity required for precise colorectal cancer (CRC) diagnosis. To address this limitation, we investigated CEA-expressing circulating epithelial cells (CCECs) as a diagnostic biomarker for CRC. Human peripheral blood mononuclear cells, obtained from patient samples, were suspended in Matrigel and subjected to cyto-centrifugation for immunohistochemistry staining, enhancing cell immobilization on glass slides. Using this method, we successfully identified CCECs in 63% of CRC patients, whereas they were present in only 5% of non-cancer cohorts. Subsequently, receiver operating characteristic (ROC) analysis demonstrated the superior diagnostic capability of the CCEC count (area under the curve [AUC]-ROC: 0.817; p = 0.003) compared to serum CEA levels (AUC-ROC: 0.747; p = 0.021). Furthermore, a strong correlation emerged between tissue CEA expression and CCEC counts, with CCECs exclusively detectable in patients with CEA-positive tumors. The CCEC count also exhibited a high predictive value for estimating lymphovascular invasion and distant metastasis. To further enhance the clinical utility of CCECs, we established an integrated CEA score by combining serum CEA levels and CCEC counts. This scoring system exhibited superior AUC-ROCs for distinguishing malignancy and estimating tumor metastatic potential compared to individual biomarkers. Our study underscores the promise of CCECs as a biomarker for distinguishing and diagnosing CRC.

血清癌胚抗原(CEA)水平缺乏精确诊断结直肠癌(CRC)所需的特异性。为了解决这一局限性,我们研究了将表达 CEA 的循环上皮细胞(CCECs)作为诊断 CRC 的生物标记物。将从患者样本中获得的人类外周血单核细胞悬浮在 Matrigel 中,然后进行细胞离心以进行免疫组化染色,从而提高细胞在玻璃载玻片上的固定性。利用这种方法,我们成功地在 63% 的 CRC 患者中鉴定出了 CCECs,而在非癌症队列中仅有 5% 存在 CCECs。随后,接收器操作特征(ROC)分析表明,与血清 CEA 水平(AUC-ROC:0.747;p = 0.021)相比,CCEC 计数的诊断能力更强(曲线下面积 [AUC]-ROC:0.817;p = 0.003)。此外,组织 CEA 表达与 CCEC 数量之间存在很强的相关性,CEA 阳性肿瘤患者只能检测到 CCEC。CCEC计数对估计淋巴管侵犯和远处转移也有很高的预测价值。为了进一步提高CCECs的临床实用性,我们结合血清CEA水平和CCEC计数建立了综合CEA评分。与单个生物标记物相比,该评分系统在区分恶性程度和估计肿瘤转移潜力方面表现出更高的AUC-ROCs。我们的研究强调了CCECs作为一种生物标记物用于区分和诊断CRC的前景。
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引用次数: 0
Bioconjugated zinc oxide–quercetin nanocomposite enhances the selectivity and anti-biofilm activity of ZnO nanoparticles against Staphylococcus species 生物共轭氧化锌-槲皮素纳米复合材料增强了氧化锌纳米粒子对葡萄球菌的选择性和抗生物膜活性
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-07-30 DOI: 10.1007/s12257-024-00136-z
Hyemin Choi, Srimathi Raghavan, Joonho Shin, Jisung Kim, Kwang-sun Kim

Quercetin (Q), a plant-derived flavonoid, has antibacterial properties against a wide range of bacterial types, and preferentially targets gram-positive bacteria. However, because of its lower activity than that of current antibiotics, Q has only been used as an antimicrobial adjuvant, particularly against antimicrobial-resistant strains, where it works synergistically with other agents to increase their antimicrobial activity and selectivity. Zinc oxide (ZnO) nanomaterials, which are among the most extensively researched and powerful antibacterial compounds, have limitations in terms of off-target effects and cytotoxicity at high concentrations and this necessitates the use of biocompatible chemicals for their modification. In this study, we bio-conjugated ZnO with Q using cell-free supernatant of Staphylococcus ATCC 25923. UV–visible spectroscopy, X-ray diffraction analysis, Fourier-transform infrared spectroscopy, dynamic light scattering, and transmission electron microscopy confirmed the formation of ZnO nanoparticles (NPs) with Q nanocomposite (ZnO@Q NC). The in vitro antibacterial activity of ZnO@Q NC against gram-negative and gram-positive bacterial species was evaluated as the minimum inhibitory concentration. The results demonstrated that ZnO@Q NC exhibited a 4–32-fold higher preferential activity toward Staphylococcus species than Q and ZnO NPs. Additional mechanistic studies revealed that ZnO@Q NC disrupted bacterial membranes and prevented biofilm formation. The biocompatibility of ZnO@Q NC with WI-38 cells was assessed, and the synergistic use of ZnO@Q NC with antibiotics was suggested to reduce its cytotoxicity. Overall, the results demonstrated that conjugating ZnO NPs with Q can significantly boost their bactericidal efficacy and selective pressure against Staphylococcus species.

Graphical abstract

槲皮素(Q)是一种植物黄酮类化合物,对多种细菌类型具有抗菌特性,并且优先针对革兰氏阳性细菌。然而,由于其活性低于目前的抗生素,Q 只被用作抗菌辅助剂,特别是针对耐抗菌菌株,它与其他药物协同作用,提高了抗菌活性和选择性。氧化锌(ZnO)纳米材料是研究最广泛、最强大的抗菌化合物之一,但在高浓度下会产生脱靶效应和细胞毒性,因此必须使用生物相容性化学品对其进行修饰。在本研究中,我们利用 ATCC 25923 葡萄球菌的无细胞上清液将氧化锌与 Q 进行了生物共轭。紫外可见光谱、X 射线衍射分析、傅立叶变换红外光谱、动态光散射和透射电子显微镜证实了 ZnO 纳米颗粒(NPs)与 Q 纳米复合材料(ZnO@Q NC)的形成。ZnO@Q NC 对革兰氏阴性菌和革兰氏阳性菌的体外抗菌活性以最小抑菌浓度进行评估。结果表明,ZnO@Q NC 对葡萄球菌的活性比 Q 和 ZnO NPs 高出 4-32 倍。其他机理研究表明,ZnO@Q NC 能破坏细菌膜并阻止生物膜的形成。研究还评估了 ZnO@Q NC 与 WI-38 细胞的生物相容性,并建议将 ZnO@Q NC 与抗生素协同使用,以降低其细胞毒性。总之,研究结果表明,ZnO NPs与Q共轭可显著提高其杀菌效果和对葡萄球菌的选择性压力。
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引用次数: 0
Anti-inflammatory and skin barrier regulation of cyanin chloride in TNF-α/IL-17A/IFN-γ-induced HaCaT psoriasis model 氯化氰在 TNF-α/IL-17A/IFN-γ 诱导的 HaCaT 银屑病模型中的抗炎和皮肤屏障调节作用
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-07-23 DOI: 10.1007/s12257-024-00134-1
Min Ji Kim, Hui Su Chung, Yea Ju Han, Jeong min Cho, Dong won Kim, Hyung Seo Hwang

Cyanin chloride, one of the active ingredients in figs, is a glycoside made of two sugars linked to a cyanidin aglycone. Although many studies have reported on the skin efficacy of cyanidin aglycone, there have been few reports on human psoriasis to date. Therefore, we focused on excessive inflammation and loss of skin barrier function, which are the main characteristics of psoriasis, and verified the function of cyanin chloride on the psoriasis. Cyanine chloride removed DPPH and ABTS radicals in a concentration-dependent manner and significantly inhibited NO production in LPS-induced RAW264.7 cells as well as suppressed inflammatory cytokines such as iNOS, COX-2, IL-6, and IL-1α/β. Moreover, we used TNF-α/IL-17A/IFN-γ-induced HaCaT cells, a human skin cell model of psoriasis. Cyanin chloride significantly inhibited the mRNA expression of inflammatory cytokines, such as IL-1α, IL-1β, and IL-6, and chemokines CXCL8 and CCL20 in TNF-α/IL-17A/IFN-γ-induced HaCaT cells. Cyanin chloride significantly inhibited the phosphorylation of STAT3 transcription factor in a concentration-dependent manner, confirming the regulatory function of CCL20 chemokine. Finally, cyanin chloride significantly restored the TEER value in TNF-α/IL-17A/IFN-γ-induced HaCaT cells, confirming the effect of strengthening the skin barrier function. In addition, cyanin chloride increased the mRNA levels of filaggrin which is cornified envelope proteins of the epidermal layer, in a concentration-dependent manner in normal epidermal cells. Taken together, the above results suggest that cyanin chloride can be considered a natural candidate for improving psoriasis, an incurable skin disease, not only by lowering excessive skin inflammatory reactions but also by restoring the skin barrier.

氯化花青素是无花果中的活性成分之一,它是一种苷,由两种糖与花青素苷元连接而成。尽管许多研究都报道了青花素苷凝集物对皮肤的功效,但迄今为止有关人类牛皮癣的报道却很少。因此,我们将重点放在银屑病的主要特征--过度炎症和皮肤屏障功能丧失上,并验证了氯化氰对银屑病的作用。氯化氰能以浓度依赖性方式清除 DPPH 和 ABTS 自由基,并能显著抑制 LPS 诱导的 RAW264.7 细胞中 NO 的产生,还能抑制 iNOS、COX-2、IL-6 和 IL-1α/β 等炎症细胞因子。此外,我们还使用了 TNF-α/IL-17A/IFN-γ 诱导的 HaCaT 细胞(一种银屑病人皮肤细胞模型)。氯化蓝能明显抑制 TNF-α/IL-17A/IFN-γ-诱导的 HaCaT 细胞中炎性细胞因子(如 IL-1α、IL-1β 和 IL-6)以及趋化因子 CXCL8 和 CCL20 的 mRNA 表达。氯化氰以浓度依赖的方式明显抑制了 STAT3 转录因子的磷酸化,证实了 CCL20 趋化因子的调控功能。最后,氯化氰明显恢复了 TNF-α/IL-17A/IFN-γ 诱导的 HaCaT 细胞的 TEER 值,证实了氯化氰具有增强皮肤屏障功能的作用。此外,氯化氰还能以浓度依赖的方式增加正常表皮细胞中表皮层粟粒状包膜蛋白--丝胶蛋白的 mRNA 水平。综上所述,上述结果表明氯化氰不仅能降低过度的皮肤炎症反应,还能恢复皮肤屏障,因此可被视为改善银屑病(一种无法治愈的皮肤病)的天然候选药物。
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引用次数: 0
Recycle of sugarcane molasses by Aurantiochytrium sp. for high-value docosahexaenoic acid 通过 Aurantiochytrium sp.回收甘蔗糖蜜以获得高价值的二十二碳六烯酸
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-07-07 DOI: 10.1007/s12257-024-00119-0
Qing Wang, Wenbiao Jin, Yujia Qin, Xu Zhou, Yidi Chen, Jing Sun, Sabah Ansar, Guangming Jiang

Sugarcane molasses is one of the by-products from the sugar industry, which is a candidate carbon source for microbes to produce high-value docosahexaenoic acid (DHA) that is beneficial to human health. The aim of this study was to optimize the sugarcane molasses medium for DHA production by Aurantiochytrium sp. and investigate the treatment and disposal of sugarcane molasses fermentation wastewater. Firstly, the sugarcane molasses volume ratio, carbon–nitrogen ratio and citric acid concentration were optimized for the sugarcane molasses medium, and the DHA production in Aurantiochytrium sp. R2A35 was increased from 2.63 to 7.48 g/L. Then, the two-staged oxygen supply strategy was adopted in the expanded culture, and the DHA production reached to 10.04 g/L. And the DHA proportion in total lipid was significantly improved from 41.08 to 60.46% (w/w), which promoted the total DHA production. The data showed that high oxygen supply promoted biomass accumulation and low oxygen supply promoted DHA accumulation in Aurantiochytrium sp. R2A35. It was also found that Aurantiochytrium sp. R2A35 preferred to use the reducing sugar in sugarcane molasses and then used sucrose. The final utilization rate of reducing sugar was 100% and the utilization rate of sucrose was 94.37%. Finally, the concentrated fermentation wastewater, sugarcane leaves and bagasse were mixed as a ratio of 2:5:12 for composting, and the compost product could meet the commercial organic fertilizer standard. This study accelerated the resource utilization of sugarcane waste and provided an alternative solution for DHA industry.

甘蔗糖蜜是制糖业的副产品之一,是微生物生产对人体健康有益的高价值二十二碳六烯酸(DHA)的候选碳源。本研究旨在优化甘蔗糖蜜培养基,以利于 Aurantiochytrium sp.首先,对甘蔗糖蜜培养基的甘蔗糖蜜体积比、碳氮比和柠檬酸浓度进行了优化,Aurantiochytrium sp.R2A35的DHA产量从2.63 g/L提高到7.48 g/L。然后,在扩大培养中采用两阶段供氧策略,DHA产量达到 10.04 g/L。DHA在总脂质中的比例从41.08%(重量比)显著提高到60.46%(重量比),促进了DHA的总产量。数据表明,高供氧促进了 Aurantiochytrium sp.研究还发现,Aurantiochytrium sp. R2A35 优先利用甘蔗糖蜜中的还原糖,然后再利用蔗糖。还原糖的最终利用率为 100%,蔗糖的利用率为 94.37%。最后,将浓缩发酵废水、甘蔗叶和甘蔗渣按 2:5:12 的比例混合堆肥,堆肥产品可达到商业有机肥标准。该研究加速了甘蔗废弃物的资源化利用,为 DHA 产业提供了一种替代解决方案。
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引用次数: 0
Automatic cancer nuclei segmentation on histological images: comparison study of deep learning methods 组织学图像上的自动癌核分割:深度学习方法的比较研究
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-07-04 DOI: 10.1007/s12257-024-00130-5
Maratbek T. Gabdullin, Assel Mukasheva, Dina Koishiyeva, Timur Umarov, Alibek Bissembayev, Ki-Sub Kim, Jeong Won Kang

Cancer is one of the most common health problems affecting individuals worldwide. In the field of biomedical engineering, one of the main methods for cancer diagnosis is the analysis of histological images of tissue structures and cell nuclei using artificial intelligence. Here, we compared the performance of 15 deep learning methods viz: UNet, Deep-UNet, UNet-CBAM, RA-UNet, SA-Unet and Nuclei-SegNet, UNet-VGG2016, UNet-Resnet-101, TransResUNet, Inception-UNet, Att-UNet++ , FF-UNet, Att-UNet, Res-UNet and a new model, DanNucNet, in pathological nuclei segmentation on tissue slices from different organs on five open datasets: MoNuSeg, CoNSeP, CryoNuSeg, Data Science Bowl, and NuInsSeg. Before training on the data, the pixel intensity and color distribution were analyzed, and different augmentation techniques were applied. The results showed that the UNet-based model with 34.57 million Deep-UNet parameters performed the best, outperforming all models in terms of the Dice coefficient from 3.13 to 22.91%. The implementation of Deep-UNet in this context provides a valuable tool for accurate extraction of cancer cell nuclei from histological images, which in turn will contribute to further developments in cancer pathology and digital histology.

癌症是影响全球个人最常见的健康问题之一。在生物医学工程领域,癌症诊断的主要方法之一是利用人工智能分析组织结构和细胞核的组织学图像。在这里,我们比较了 15 种深度学习方法的性能,分别是UNet、Deep-UNet、UNet-CBAM、RA-UNet、SA-Unet 和 Nuclei-SegNet 、UNet-VGG2016、UNet-Resnet-101、TransResUNet、Inception-UNet、Att-UNet++ 、FF-UNet、Att-UNet、Res-UNet 和一个新模型 DanNucNet,在五个开放数据集上对不同器官的组织切片进行病理细胞核分割:这些数据集包括:MoNuSeg、CoNSeP、CryoNuSeg、Data Science Bowl 和 NuInsSeg。在对数据进行训练之前,分析了像素强度和颜色分布,并应用了不同的增强技术。结果表明,具有 3457 万个 Deep-UNet 参数的基于 UNet 的模型表现最佳,在 3.13% 到 22.91% 的 Dice 系数方面优于所有模型。在这种情况下,Deep-UNet的实施为从组织学图像中精确提取癌细胞核提供了宝贵的工具,这反过来又将有助于癌症病理学和数字组织学的进一步发展。
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引用次数: 0
Immobilization study of a monomeric oleate hydratase from Rhodococcus erythropolis 红球菌单体油酸水解酶的固定化研究
IF 3.2 4区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-07-02 DOI: 10.1007/s12257-024-00129-y
Maria Bandookwala, Sophia A. Prem, Kathrin L. Kollmannsberger, Michael Zavrel, Daniel Garbe, Thomas Brück

The chemical, pharmaceutical, and cosmetic industries are currently confronted with the challenge of transitioning from traditional chemical processes to more sustainable biocatalytic methods. To support that aim, we developed various heterogeneous biocatalysts for an industrially relevant enzyme called oleate hydratase that converts oleic acid to 10-hydroxystearic acid, a fatty emollient substance useful for various technical applications. We used cheap support matrices such as silica, chitosan, cellulose, and agarose for further scale-up and economic feasibility at the industrial level alongside more sophisticated supports like metal–organic frameworks. Different physical and chemical binding approaches were employed. Particularly, by immobilizing oleate hydrates on a 3-aminopropyltriethoxysilane surface-functionalized cellulose matrix, we developed an enzyme immobilizate with almost 80% activity of the free enzyme. The long-term goal of this work was to be able to use the developed heterogeneous biocatalyst for multiple reuse cycles enabling profitable biocatalysis. Despite high initial conversion rate by the developed cellulose-based immobilizate, a depletion in enzyme activity of immobilized oleate hydratase was observed over time. Therefore, further enzyme modification is required to impart stability, the optimization of operational conditions, and the development of carrier materials that enable economical and sustainable enzymatic conversion of oleic acid to meet the commercial demand.

Graphical abstract

化学、制药和化妆品行业目前正面临着从传统化学工艺过渡到更具可持续性的生物催化方法的挑战。为了支持这一目标,我们为一种名为油酸氢化酶的工业相关酶开发了多种异质生物催化剂,该酶可将油酸转化为 10-羟基硬脂酸,这是一种可用于各种技术应用的脂肪润肤物质。我们使用了硅胶、壳聚糖、纤维素和琼脂糖等廉价的支撑基质,以便在工业水平上进一步扩大规模和提高经济可行性,同时还使用了金属有机框架等更复杂的支撑物。我们采用了不同的物理和化学结合方法。特别是通过将油酸水合物固定在 3-aminopropyltriethoxysilane 表面功能化的纤维素基质上,我们开发出了一种酶固定化物,其活性几乎达到游离酶的 80%。这项工作的长期目标是能够利用所开发的异质生物催化剂进行多次重复循环,从而实现有利可图的生物催化。尽管所开发的纤维素基固定化物的初始转化率很高,但随着时间的推移,固定化油酸水解酶的酶活性有所下降。因此,需要进一步对酶进行改性以提高稳定性、优化操作条件并开发载体材料,以实现油酸经济、可持续的酶转化,满足商业需求。
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Biotechnology and Bioprocess Engineering
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