首页 > 最新文献

Vibrational Spectroscopy最新文献

英文 中文
Gaining insight into protein structure via ATR-FTIR spectroscopy 通过 ATR-FTIR 光谱深入了解蛋白质结构
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-23 DOI: 10.1016/j.vibspec.2024.103726
Đorđo Tintor , Katarina Ninković , Jelica Milošević, Natalija Đ. Polović

During the last decades, Fourier-transform infrared spectroscopy (FTIR) with attenuated total reflectance (ATR) has gained a substantial role in monitoring structural changes of proteins. The conformation of the polypeptide backbone, reflecting the pattern of intramolecular hydrogen bonding, affects the vibrational energy of carbonyl groups and, consequently, the absorption of infrared light. Specifically sensitive to the conformational state of a polypeptide is the Amide I region (1700–1600 cm−1), whose individual bands correlate with distinct secondary structures. ATR-FTIR thus provides the possibility to determine secondary structure content by deconvolution of the Amide I region, which makes it a valuable tool for investigating protein structure. Furthermore, the sensitivity of the Amide I band to subtle differences in hydrogen bonding enables discrimination between different β-sheet conformations, including intramolecular and intermolecular β-sheet. Compared to other methods for secondary structure determination, such as circular dichroism, this advantage makes infrared spectroscopy an excellent tool for monitoring aggregation processes. This review is intended to explain the principle of FTIR, the specificities of protein FTIR spectroscopy, to correlate the spectra with the protein secondary structure, and to provide different approaches for spectral analysis. To highlight FTIR contribution as a reliable parameter in protein structural analysis, here we review the data regarding the determination of the secondary structure of native globular proteins, the monitoring of discrete conformational changes upon destabilizing treatments, and the monitoring of structural changes in the aggregation process.

过去几十年来,傅立叶变换红外光谱(FTIR)和衰减全反射光谱(ATR)在监测蛋白质结构变化方面发挥了重要作用。多肽骨架的构象反映了分子内氢键的模式,会影响羰基的振动能量,从而影响对红外光的吸收。对多肽构象状态特别敏感的是酰胺 I 区域(1700-1600 cm-1),其各个波段与不同的二级结构相关。因此,ATR-傅立叶变换红外光谱可通过对酰胺 I 区进行解卷积来确定二级结构的含量,这使其成为研究蛋白质结构的重要工具。此外,酰胺 I 波段对氢键细微差别的敏感性使其能够区分不同的 β-片构象,包括分子内和分子间 β-片。与圆二色性等其他二级结构测定方法相比,这一优势使红外光谱成为监测聚集过程的绝佳工具。本综述旨在解释傅立叶变换红外光谱的原理、蛋白质傅立叶变换红外光谱的特性、光谱与蛋白质二级结构的相关性,并提供光谱分析的不同方法。为了突出傅立叶变换红外光谱在蛋白质结构分析中作为可靠参数的贡献,我们在此回顾了有关测定原生球蛋白二级结构、监测脱稳处理后的离散构象变化以及监测聚集过程中的结构变化的数据。
{"title":"Gaining insight into protein structure via ATR-FTIR spectroscopy","authors":"Đorđo Tintor ,&nbsp;Katarina Ninković ,&nbsp;Jelica Milošević,&nbsp;Natalija Đ. Polović","doi":"10.1016/j.vibspec.2024.103726","DOIUrl":"10.1016/j.vibspec.2024.103726","url":null,"abstract":"<div><p>During the last decades, Fourier-transform infrared spectroscopy (FTIR) with attenuated total reflectance (ATR) has gained a substantial role in monitoring structural changes of proteins. The conformation of the polypeptide backbone, reflecting the pattern of intramolecular hydrogen bonding, affects the vibrational energy of carbonyl groups and, consequently, the absorption of infrared light. Specifically sensitive to the conformational state of a polypeptide is the Amide I region (1700–1600 cm<sup>−1</sup>), whose individual bands correlate with distinct secondary structures. ATR-FTIR thus provides the possibility to determine secondary structure content by deconvolution of the Amide I region, which makes it a valuable tool for investigating protein structure. Furthermore, the sensitivity of the Amide I band to subtle differences in hydrogen bonding enables discrimination between different β-sheet conformations, including intramolecular and intermolecular β-sheet. Compared to other methods for secondary structure determination, such as circular dichroism, this advantage makes infrared spectroscopy an excellent tool for monitoring aggregation processes. This review is intended to explain the principle of FTIR, the specificities of protein FTIR spectroscopy, to correlate the spectra with the protein secondary structure, and to provide different approaches for spectral analysis. To highlight FTIR contribution as a reliable parameter in protein structural analysis, here we review the data regarding the determination of the secondary structure of native globular proteins, the monitoring of discrete conformational changes upon destabilizing treatments, and the monitoring of structural changes in the aggregation process.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"134 ","pages":"Article 103726"},"PeriodicalIF":2.7,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141849739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The infrared spectrum of YI3 in the vapour phase 气相中 YI3 的红外光谱
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-23 DOI: 10.1016/j.vibspec.2024.103725
R.J.M. Konings , A.S. Booij

The vibrational spectrum of the vapour phase above YI3 was measured by infrared spectroscopy. The spectrum revealed four strong bands, three of which could be assigned to the fundamantal infrared active vibrations of the YI3 monomer molecule. The observed frequencies agree very well with quantum-chemical calculations reported in literature. The presence of dimer molecules, the fraction of which is significant in the vapour according to literature, is also discussed in the context of assigning the fourth strong band in the experimental spectrum. Although its position matches well with a strong fundamental of the dimer, its intensity suggest a dimer fraction that is far outside the range for the other rare-earth triiodides.

通过红外光谱法测量了 YI3 以上气相的振动光谱。光谱显示了四个强带,其中三个可归属于 YI3 单体分子的基本红外活跃振动。观察到的频率与文献报道的量子化学计算结果非常吻合。根据文献,二聚体分子在蒸汽中的比例相当大,我们在讨论实验光谱中第四个强波段的归属时也讨论了二聚体分子的存在。虽然其位置与二聚物的强基带非常吻合,但其强度表明二聚物的比例远远超出了其他稀土三碘化物的范围。
{"title":"The infrared spectrum of YI3 in the vapour phase","authors":"R.J.M. Konings ,&nbsp;A.S. Booij","doi":"10.1016/j.vibspec.2024.103725","DOIUrl":"10.1016/j.vibspec.2024.103725","url":null,"abstract":"<div><p>The vibrational spectrum of the vapour phase above YI<sub>3</sub> was measured by infrared spectroscopy. The spectrum revealed four strong bands, three of which could be assigned to the fundamantal infrared active vibrations of the YI<sub>3</sub> monomer molecule. The observed frequencies agree very well with quantum-chemical calculations reported in literature. The presence of dimer molecules, the fraction of which is significant in the vapour according to literature, is also discussed in the context of assigning the fourth strong band in the experimental spectrum. Although its position matches well with a strong fundamental of the dimer, its intensity suggest a dimer fraction that is far outside the range for the other rare-earth triiodides.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"134 ","pages":"Article 103725"},"PeriodicalIF":2.7,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S092420312400078X/pdfft?md5=c2b554cc9653688e18dc90a75992b4bd&pid=1-s2.0-S092420312400078X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141840664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of non-invasive diagnosis based on FTIR spectroscopy 开发基于傅立叶变换红外光谱的无创诊断技术
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-17 DOI: 10.1016/j.vibspec.2024.103724
Susmita Roy , Jürgen Hauer , Kiran Sankar Maiti

Numerous illnesses progress silently, often reaching a critical stage by the time symptoms appear, making medical intervention difficult. While there exist sophisticated clinical techniques for precise disease detection, they are often invasive procedure and as a rule of thumb is used only with definite symptomatic cases. In addition, the extreme clinical costs prevent a large population from taking advantage of contemporary medical facilities. A non-invasive, economically feasible screening method that detects diseases even in their pre-symptomatic stages may overcome many critical challenges in health and medicine. Utilizing vibrational spectroscopy to identify volatile metabolites offers promise as such a non-invasive, cost-effective diagnostic tool. The article outlines the potential of vibrational spectroscopy for non-invasive diagnostics and proposes a method for its clinical implementation.

许多疾病都是悄无声息地发展,往往在出现症状时已经到了危急阶段,因此很难进行医疗干预。虽然有精确检测疾病的先进临床技术,但这些技术通常都是侵入性程序,通常只用于有明确症状的病例。此外,高昂的临床费用也阻碍了大量人群利用现代医疗设施。一种非侵入性的、经济可行的筛查方法,甚至可以在疾病未出现症状的阶段就能检测出疾病,这可能会克服健康和医学领域的许多重大挑战。利用振动光谱鉴定挥发性代谢物有望成为这样一种无创、经济有效的诊断工具。文章概述了振动光谱学在无创诊断方面的潜力,并提出了一种临床应用方法。
{"title":"Development of non-invasive diagnosis based on FTIR spectroscopy","authors":"Susmita Roy ,&nbsp;Jürgen Hauer ,&nbsp;Kiran Sankar Maiti","doi":"10.1016/j.vibspec.2024.103724","DOIUrl":"10.1016/j.vibspec.2024.103724","url":null,"abstract":"<div><p>Numerous illnesses progress silently, often reaching a critical stage by the time symptoms appear, making medical intervention difficult. While there exist sophisticated clinical techniques for precise disease detection, they are often invasive procedure and as a rule of thumb is used only with definite symptomatic cases. In addition, the extreme clinical costs prevent a large population from taking advantage of contemporary medical facilities. A non-invasive, economically feasible screening method that detects diseases even in their pre-symptomatic stages may overcome many critical challenges in health and medicine. Utilizing vibrational spectroscopy to identify volatile metabolites offers promise as such a non-invasive, cost-effective diagnostic tool. The article outlines the potential of vibrational spectroscopy for non-invasive diagnostics and proposes a method for its clinical implementation.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"134 ","pages":"Article 103724"},"PeriodicalIF":2.7,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0924203124000778/pdfft?md5=7f94f0778fc7792fd49baed0524fd542&pid=1-s2.0-S0924203124000778-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141728742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Size stable batch mode model updating method 尺寸稳定的批量模式模型更新方法
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-04 DOI: 10.1016/j.vibspec.2024.103717
Zhonghai He , Xuwang Chen , Zhanbo Feng , Xiaofang Zhang

In near-infrared spectroscopy analysis, the predictive performance of models may degrade due to variations in the measurement environment and sample properties. Maintenance or updates to the model are essential to uphold prediction accuracy. The state-of-the-art approach for model updates involves labeling new samples and incorporating them into the calibration set. However, this strategy leads to an escalating size of the calibration dataset, and the low ratio of new samples renders the model update process inefficient. To enhance update efficiency, a size-stable updating strategy is presented which involves the simultaneous addition of new samples and removal of old samples. This is achieved by utilizing the new set as a basis for identifying and deleting significantly different old labeled samples. To improve labeling efficiency, a batch mode update is employed. Initially, calibration samples are clustered to yield multiple clusters with comparable sizes to the new update set. Subsequently, differences between multiple old sample clusters and the new set are calculated. The old sample cluster that most different are removed, accompanied by the addition of the new sample set to maintain calibration set size stability. In calculating set similarity, a multi-indices fusion method is employed to ensure accurate judgments. The efficacy of this method is validated through simulated and real data.

在近红外光谱分析中,由于测量环境和样品特性的变化,模型的预测性能可能会下降。模型的维护或更新对于保持预测准确性至关重要。最先进的模型更新方法包括标记新样本并将其纳入校准集。然而,这种策略会导致校准数据集的规模不断扩大,而且新样本的比例较低,使得模型更新过程效率低下。为了提高更新效率,我们提出了一种规模稳定的更新策略,即同时增加新样本和去除旧样本。这是通过利用新样本集作为识别和删除差异显著的旧标记样本的基础来实现的。为了提高标记效率,采用了批量模式更新。首先,对校准样本进行聚类,以产生与新的更新集大小相当的多个聚类。随后,计算多个旧样本集群与新集群之间的差异。差异最大的旧样本簇被移除,同时加入新样本集,以保持校准集大小的稳定性。在计算集合相似度时,采用了多指数融合方法,以确保判断的准确性。通过模拟和真实数据验证了该方法的有效性。
{"title":"Size stable batch mode model updating method","authors":"Zhonghai He ,&nbsp;Xuwang Chen ,&nbsp;Zhanbo Feng ,&nbsp;Xiaofang Zhang","doi":"10.1016/j.vibspec.2024.103717","DOIUrl":"https://doi.org/10.1016/j.vibspec.2024.103717","url":null,"abstract":"<div><p>In near-infrared spectroscopy analysis, the predictive performance of models may degrade due to variations in the measurement environment and sample properties. Maintenance or updates to the model are essential to uphold prediction accuracy. The state-of-the-art approach for model updates involves labeling new samples and incorporating them into the calibration set. However, this strategy leads to an escalating size of the calibration dataset, and the low ratio of new samples renders the model update process inefficient. To enhance update efficiency, a size-stable updating strategy is presented which involves the simultaneous addition of new samples and removal of old samples. This is achieved by utilizing the new set as a basis for identifying and deleting significantly different old labeled samples. To improve labeling efficiency, a batch mode update is employed. Initially, calibration samples are clustered to yield multiple clusters with comparable sizes to the new update set. Subsequently, differences between multiple old sample clusters and the new set are calculated. The old sample cluster that most different are removed, accompanied by the addition of the new sample set to maintain calibration set size stability. In calculating set similarity, a multi-indices fusion method is employed to ensure accurate judgments. The efficacy of this method is validated through simulated and real data.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"134 ","pages":"Article 103717"},"PeriodicalIF":2.7,"publicationDate":"2024-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141594550","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synthesis of a SERRS substrate based on TiO2 nanotubes films decorated with Ag nanoparticles for anthocyanins species determination in grape skin extracts 基于用银纳米颗粒装饰的 TiO2 纳米管薄膜的 SERRS 基底的合成,用于葡萄皮提取物中花青素种类的测定
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-02 DOI: 10.1016/j.vibspec.2024.103716
Gabrielle Sarto , Thiago N.M. Cervantes , Maiara M. Slonski , João V. Martins , Pablo C. Soto , Henrique de Santana , Lucio C. de Almeida

The synthesis of TiO2 nanotubes film decorated with Ag nanoparticles (TiO2NTs/AgNPs) and its potential applicability as a SERRS (Surface-Enhanced Raman Resonance Scattering) substrate for detection and speciation of anthocyanins species in grape skin extracts is reported. Preliminary spectrophotometric analysis in the UV–Vis region allowed to identify the maximum absorption bands at 527 and 620 nm, related to the flavylium cation (AH+) and quinoidal base (A), respectively. The increase in the ratio AgNPs/extract concentration in colloidal solutions of AgNPs promoted the intensification of the vibrational modes of anthocyanins species, due to the SERRS effect. From deconvolutions of these SERRS spectra, a linear relationship (R2 = 0.993) for the intensity ratio of the vibrational modes A/AH+ (i.e., for the ratio 1631–1640/1648–1659 cm–1) as a function of the grape skin extract dilutions at colloidal solutions of AgNPs was found. The deposition of the extracts onto TiO2NTs/AgNPs surface promoted an additional SERRS signal intensification for A in detriment to AH+. The deconvolution of these SERRS spectra showed again a linear relationship (R2 = 0.999) between the intensity bands ratio A/AH+ and grape skin extract dilutions in the range of 0.1–1.0 %. The SERRS technique using the TiO2NTs/AgNPs substrate was more sensitive for anthocyanins quantification compared to the spectrophotometric one. The results revealed that the TiO2NTs/AgNPs films are versatile, efficient, and promising platforms for SERRS quantification and speciation of anthocyanin species in situ.

报告了用银纳米粒子(TiO2NTs/AgNPs)装饰的 TiO2 纳米管薄膜的合成及其作为 SERRS(表面增强拉曼共振散射)基底的潜在应用性,该基底可用于检测和标定葡萄皮提取物中的花青素种类。紫外可见光区的初步分光光度分析确定了 527 和 620 纳米波长处的最大吸收带,分别与黄素阳离子(AH+)和醌基(A-)有关。由于 SERRS 效应,AgNPs 胶体溶液中 AgNPs/提取物浓度比的增加促进了花青素振动模式的增强。通过对这些 SERRS 光谱进行解卷积,发现在 AgNPs 胶体溶液中,A-/AH+(即 1631-1640/1648-1659 cm-1)振动模式的强度比与葡萄皮提取物稀释度呈线性关系(R2 = 0.993)。将提取物沉积到 TiO2NTs/AgNPs 表面会促进 A- 的额外 SERRS 信号增强,而不利于 AH+。对这些 SERRS 光谱的解卷积再次表明,在 0.1-1.0 % 的范围内,A-/AH+ 的强度带比率与葡萄皮提取物稀释度之间存在线性关系(R2 = 0.999)。与分光光度法相比,使用 TiO2NTs/AgNPs 基质的 SERRS 技术对花青素的定量更为灵敏。研究结果表明,TiO2NTs/AgNPs 薄膜是一种多功能、高效、前景广阔的 SERRS 平台,可用于花青素物种的原位定量和分类。
{"title":"Synthesis of a SERRS substrate based on TiO2 nanotubes films decorated with Ag nanoparticles for anthocyanins species determination in grape skin extracts","authors":"Gabrielle Sarto ,&nbsp;Thiago N.M. Cervantes ,&nbsp;Maiara M. Slonski ,&nbsp;João V. Martins ,&nbsp;Pablo C. Soto ,&nbsp;Henrique de Santana ,&nbsp;Lucio C. de Almeida","doi":"10.1016/j.vibspec.2024.103716","DOIUrl":"https://doi.org/10.1016/j.vibspec.2024.103716","url":null,"abstract":"<div><p>The synthesis of TiO<sub>2</sub> nanotubes film decorated with Ag nanoparticles (TiO<sub>2</sub>NTs/AgNPs) and its potential applicability as a SERRS (Surface-Enhanced Raman Resonance Scattering) substrate for detection and speciation of anthocyanins species in grape skin extracts is reported. Preliminary spectrophotometric analysis in the UV–Vis region allowed to identify the maximum absorption bands at 527 and 620 nm, related to the flavylium cation (AH<sup>+</sup>) and quinoidal base (A<sup>–</sup>), respectively. The increase in the ratio AgNPs/extract concentration in colloidal solutions of AgNPs promoted the intensification of the vibrational modes of anthocyanins species, due to the SERRS effect. From deconvolutions of these SERRS spectra, a linear relationship (<em>R</em><sup>2</sup> = 0.993) for the intensity ratio of the vibrational modes A<sup>–</sup>/AH<sup>+</sup> (i.e., for the ratio 1631–1640/1648–1659 cm<sup>–1</sup>) as a function of the grape skin extract dilutions at colloidal solutions of AgNPs was found. The deposition of the extracts onto TiO<sub>2</sub>NTs/AgNPs surface promoted an additional SERRS signal intensification for A<sup>–</sup> in detriment to AH<sup>+</sup>. The deconvolution of these SERRS spectra showed again a linear relationship (<em>R</em><sup>2</sup> = 0.999) between the intensity bands ratio A<sup>–</sup>/AH<sup>+</sup> and grape skin extract dilutions in the range of 0.1–1.0 %. The SERRS technique using the TiO<sub>2</sub>NTs/AgNPs substrate was more sensitive for anthocyanins quantification compared to the spectrophotometric one. The results revealed that the TiO<sub>2</sub>NTs/AgNPs films are versatile, efficient, and promising platforms for SERRS quantification and speciation of anthocyanin species <em>in situ</em>.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"134 ","pages":"Article 103716"},"PeriodicalIF":2.7,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141607487","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Structural and spectroscopic properties, solvation effects, intermolecular interactions, and biological assays of a Mn(II)-complex with 1,10-phenanthroline and chloro ligands 锰(II)与 1,10-菲罗啉和氯配体的络合物的结构和光谱特性、溶解效应、分子间相互作用以及生物检测
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1016/j.vibspec.2024.103710
Marinaldo V. de Souza Junior , João G. de Oliveira Neto , Jailton R. Viana , Richard P. Dutra , Mateus R. Lage , Adenilson O. dos Santos , Francisco F. de Sousa

The bis(chloro)-bis(1,10-phenanthroline)-manganese(II) crystalline complex, with the formula [Mn(phen)2Cl2], was synthesized by slow evaporation method. Structural, thermal, and vibrational properties of the crystal were obtained by X-ray powder diffraction (XRPD), thermal analysis, Raman, and Fourier-transform infrared (FT-IR) spectroscopy. XRPD results showed that the crystal belongs to a monoclinic system with P21/c (C2h5) space group. Thermal analyses revealed that the material presents good stability within 300–558 K temperature interval. In addition, Hirshfeld surface analysis revealed the sites involved in intermolecular interactions predominant in the crystal. Also, all Raman and IR-active bands were assigned from computational calculations based on density functional theory (DFT) to analyze intramolecular vibration modes. Additionally, the electronic and vibrational properties were investigated considering three different media (vacuum, methanol, and water) using the integral equations formalism of the polarizable continuum model (IEFPCM). Lastly, the bactericidal assays on Staphylococcus aureus (ATCC 6538), Escherichia coli (ATCC 25922), Pseudomonas aeruginosa (ATCC 27853) e Enterococcus faecalis (ATCC 25923) were carried out to evaluate the antimicrobial activity of this complex.

采用缓慢蒸发法合成了双(氯)-双(1,10-菲罗啉)-锰(II)结晶配合物,其化学式为[Mn(phen)2Cl2]。通过 X 射线粉末衍射(XRPD)、热分析、拉曼和傅立叶变换红外光谱(FT-IR)获得了晶体的结构、热和振动特性。X 射线粉末衍射(XRPD)结果表明,该晶体属于 P21/c (C2h5) 空间群的单斜晶系。热分析表明,该材料在 300-558 K 的温度区间内具有良好的稳定性。此外,Hirshfeld 表面分析还揭示了晶体中分子间相互作用的主要位点。此外,所有拉曼和红外活性带都是根据密度泛函理论(DFT)计算得出的,用于分析分子内振动模式。此外,还利用可极化连续模型的积分方程形式主义(IEFPCM)研究了三种不同介质(真空、甲醇和水)的电子和振动特性。最后,对金黄色葡萄球菌(ATCC 6538)、大肠杆菌(ATCC 25922)、铜绿假单胞菌(ATCC 27853)和粪肠球菌(ATCC 25923)进行了杀菌试验,以评估该复合物的抗菌活性。
{"title":"Structural and spectroscopic properties, solvation effects, intermolecular interactions, and biological assays of a Mn(II)-complex with 1,10-phenanthroline and chloro ligands","authors":"Marinaldo V. de Souza Junior ,&nbsp;João G. de Oliveira Neto ,&nbsp;Jailton R. Viana ,&nbsp;Richard P. Dutra ,&nbsp;Mateus R. Lage ,&nbsp;Adenilson O. dos Santos ,&nbsp;Francisco F. de Sousa","doi":"10.1016/j.vibspec.2024.103710","DOIUrl":"https://doi.org/10.1016/j.vibspec.2024.103710","url":null,"abstract":"<div><p>The bis(chloro)-bis(1,10-phenanthroline)-manganese(II) crystalline complex, with the formula [Mn(phen)<sub>2</sub>Cl<sub>2</sub>], was synthesized by slow evaporation method. Structural, thermal, and vibrational properties of the crystal were obtained by X-ray powder diffraction (XRPD), thermal analysis, Raman, and Fourier-transform infrared (FT-IR) spectroscopy. XRPD results showed that the crystal belongs to a monoclinic system with <em>P</em>2<sub>1</sub>/<em>c</em> (<span><math><msubsup><mrow><mi>C</mi></mrow><mrow><mn>2</mn><mi>h</mi></mrow><mrow><mn>5</mn></mrow></msubsup></math></span>) space group. Thermal analyses revealed that the material presents good stability within 300–558 K temperature interval. In addition, Hirshfeld surface analysis revealed the sites involved in intermolecular interactions predominant in the crystal. Also, all Raman and IR-active bands were assigned from computational calculations based on density functional theory (DFT) to analyze intramolecular vibration modes. Additionally, the electronic and vibrational properties were investigated considering three different media (vacuum, methanol, and water) using the integral equations formalism of the polarizable continuum model (IEFPCM). Lastly, the bactericidal assays on <em>Staphylococcus aureus</em> (ATCC 6538), <em>Escherichia coli</em> (ATCC 25922), <em>Pseudomonas aeruginosa</em> (ATCC 27853) e <em>Enterococcus faecalis</em> (ATCC 25923) were carried out to evaluate the antimicrobial activity of this complex.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"133 ","pages":"Article 103710"},"PeriodicalIF":2.7,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141481115","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Calorimetric and Raman spectroscopic studies of zwitterionic and anionic membrane interactions of phenolic compound coumarin 酚类化合物香豆素的齐聚物和阴离子膜相互作用的量热和拉曼光谱研究
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1016/j.vibspec.2024.103712
Cisem Altunayar-Unsalan

It is well known that polyphenols possess potent antioxidant qualities. However, the precise antioxidant action mechanism of phenolic compounds is still not well defined. It is evident that understanding the molecular mechanisms behind polyphenol-lipid interactions is necessary to comprehend this impact. The objective of this work is to examine the effect of phenolic compound coumarin on the physicochemical properties of cell membrane models. To accomplish this goal, model membranes made up of zwitterionic dimyristoylphosphatidylcholine (DMPC) and anionic dimyristoylphosphatidylglycerol (DMPG) lipids were used. These lipid species are the main component of the mammalian and gram-positive bacteria membranes, respectively. Differential scanning calorimetry (DSC) and Raman spectroscopy were applied for studying the interaction of coumarin with DMPC and DMPG. From the DSC results, it was found that pretransition was abolished for both lipid systems at 20 mol% coumarin. Main phase transition shifted to lower temperatures and broadened, but there was not a complete disappearance of main transition and coumarin was not fully miscible. A sharp peak at a higher temperature and a broad shoulder at a lower temperature of the main transition of DMPC were detected when compared to coumarin/DMPG binary system. A reduction in calorimetric enthalpy and entropy values of coumarin/DMPC system at 20 mol% was observed whereas an increase in these calorimetric parameters for coumarin/DMPG system occurred. Thus, the disorder was caused when 20 mol% coumarin interacts with DMPC lipid bilayers. The increase in enthalpy could be a result of the 20 mol% coumarin interactions with DMPG lipid bilayers or a possible generated partial interdigitation. From the Raman results, the peak height Raman intensity ratio I1090/I1130 showed that coumarin induces disorder in the DMPG bilayers in the gel phase due to the increasing gauche:trans ratio. According to the results obtained by DSC and Raman spectroscopy, it was found that coumarin has a varied effect on membranes made from lipids with choline and glycerol head groups. Thus, it is obvious that the polyphenol/membrane interactions can be significantly impacted by the lipids’ structural variations.

众所周知,多酚具有强大的抗氧化性。然而,酚类化合物的确切抗氧化作用机制仍未得到很好的界定。显然,要理解这种影响,就必须了解多酚与脂质相互作用背后的分子机制。这项工作的目的是研究酚类化合物香豆素对细胞膜模型理化性质的影响。为了实现这一目标,我们使用了由两性离子型二肉豆蔻酰磷脂酰胆碱(DMPC)和阴离子型二肉豆蔻酰磷脂酰甘油(DMPG)脂质组成的模型膜。这些脂类分别是哺乳动物和革兰氏阳性细菌膜的主要成分。应用差示扫描量热法(DSC)和拉曼光谱研究了香豆素与 DMPC 和 DMPG 的相互作用。差示扫描量热法(DSC)结果表明,当香豆素含量为 20 摩尔%时,两种脂质体系的预转变均已消失。主相变转移到较低的温度并变宽,但主相变并没有完全消失,香豆素也没有完全混溶。与香豆素/DMPG 二元体系相比,检测到 DMPC 的主转变在较高温度下有一个尖锐的峰,在较低温度下有一个宽肩。香豆素/DMPC 体系的热焓和热熵值在 20 mol% 时有所降低,而香豆素/DMPG 体系的这些热量参数则有所上升。因此,当 20 mol% 的香豆素与 DMPC 脂质双分子层相互作用时,会产生紊乱。焓的增加可能是 20 mol% 香豆素与 DMPG 脂质双分子层相互作用的结果,也可能是产生了部分相互咬合。从拉曼结果来看,峰高拉曼强度比 I1090/I1130 表明,香豆素在凝胶相中诱导了 DMPG 双层膜的无序性,原因是其 gauche:trans 比值增大。根据 DSC 和拉曼光谱得出的结果,发现香豆素对以胆碱和甘油为头基团的脂质制成的膜有不同的影响。因此,多酚与膜之间的相互作用显然会受到脂质结构变化的显著影响。
{"title":"Calorimetric and Raman spectroscopic studies of zwitterionic and anionic membrane interactions of phenolic compound coumarin","authors":"Cisem Altunayar-Unsalan","doi":"10.1016/j.vibspec.2024.103712","DOIUrl":"https://doi.org/10.1016/j.vibspec.2024.103712","url":null,"abstract":"<div><p>It is well known that polyphenols possess potent antioxidant qualities. However, the precise antioxidant action mechanism of phenolic compounds is still not well defined. It is evident that understanding the molecular mechanisms behind polyphenol-lipid interactions is necessary to comprehend this impact. The objective of this work is to examine the effect of phenolic compound coumarin on the physicochemical properties of cell membrane models. To accomplish this goal, model membranes made up of zwitterionic dimyristoylphosphatidylcholine (DMPC) and anionic dimyristoylphosphatidylglycerol (DMPG) lipids were used. These lipid species are the main component of the mammalian and gram-positive bacteria membranes, respectively. Differential scanning calorimetry (DSC) and Raman spectroscopy were applied for studying the interaction of coumarin with DMPC and DMPG. From the DSC results, it was found that pretransition was abolished for both lipid systems at 20 mol% coumarin. Main phase transition shifted to lower temperatures and broadened, but there was not a complete disappearance of main transition and coumarin was not fully miscible. A sharp peak at a higher temperature and a broad shoulder at a lower temperature of the main transition of DMPC were detected when compared to coumarin/DMPG binary system. A reduction in calorimetric enthalpy and entropy values of coumarin/DMPC system at 20 mol% was observed whereas an increase in these calorimetric parameters for coumarin/DMPG system occurred. Thus, the disorder was caused when 20 mol% coumarin interacts with DMPC lipid bilayers. The increase in enthalpy could be a result of the 20 mol% coumarin interactions with DMPG lipid bilayers or a possible generated partial interdigitation. From the Raman results, the peak height Raman intensity ratio I<sub>1090</sub>/I<sub>1130</sub> showed that coumarin induces disorder in the DMPG bilayers in the gel phase due to the increasing <em>gauche:trans</em> ratio. According to the results obtained by DSC and Raman spectroscopy, it was found that coumarin has a varied effect on membranes made from lipids with choline and glycerol head groups. Thus, it is obvious that the polyphenol/membrane interactions can be significantly impacted by the lipids’ structural variations.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"133 ","pages":"Article 103712"},"PeriodicalIF":2.7,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141485092","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Screening the capability of vibrational spectroscopic techniques for simultaneous quantification of vitamins B1, B6, and B12 in a powder blend 筛选振动光谱技术同时定量粉末混合物中维生素 B1、B6 和 B12 的能力
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1016/j.vibspec.2024.103711
Apostol Todorovski , Nikola Geskovski , Marina Petreska , Eric Deconinck , Hervé Rebière , Natalija Nakov , Katerina Brezovska , Jelena Acevska

The rising possibilities of vibrational spectroscopy coupled with multivariate modeling, enables many applications of these well-established analytical techniques, easy-to-use for rapid and non-destructive analysis. Owing to the lack of need for hazardous solvents or reagents in sample preparation, FTIR, NIR and Raman spectroscopy belong to the group of environmentally friendly techniques, known as “green analytical techniques”. Such characteristics re-introduce them into the pharmaceutical industry, especially as part of process-analytical-technology (PAT) tools for both qualitative and quantitative analysis.

This research aimed to assess the potential of ATR-FTIR, NIR and Raman as a PAT for the quantification of Vitamins B1 (thiamine), B6 (pyridoxine) and B12 (cyanocobalamin) in a powder blend, using a partial least square (PLS) regression model, as well as to monitor the powder blend homogeneity.

Results from each of the vibrational spectroscopy techniques were compared with those obtained by HPLC, which served as the reference analytical technique for quantifying the active substances in complex matrices using multivariate analysis. The developed PLS models were evaluated for their ability to quantify each of the active substances in the powder blend. The ATR-FTIR, NIR and Raman spectrum segments, revealed by the Variable Importance for Projection (VIP) plot for each model, respectively, were linked to the band assignment of each active ingredient.

The statistical indicators of the models (interpretation rate (R2X and R2Y), predictive ability (Q2 and RMSEP) and accuracy (RMSEE)) demonstrated their suitability for in-process estimation of vitamin B1, B6 and B12 contents in powder blends. Estimating B12 content proved more challenging, likely due to sampling issues related to its low content in the powder blend. Nevertheless, the observed variability in the models aligns with the variability in results obtained by HPLC, indicating the lack of blend homogeneity. Therefore, the quantification models could be considered for a further upgrade as PAT for monitoring the powder blend homogeneity during the manufacturing of vitamin blends.

振动光谱技术与多变量建模技术的结合,使这些成熟的分析技术得以广泛应用,并易于进行快速、无损的分析。由于在样品制备过程中不需要使用有害溶剂或试剂,傅立叶变换红外光谱、近红外光谱和拉曼光谱属于环保型技术,被称为 "绿色分析技术"。本研究旨在使用偏最小二乘法(PLS)回归模型,评估 ATR-傅立叶变换红外光谱、近红外光谱和拉曼光谱作为定量粉末混合物中维生素 B1(硫胺素)、B6(吡哆醇)和 B12(氰钴胺)的 PAT 的潜力,并监测粉末混合物的均匀性。将每种振动光谱技术得出的结果与高效液相色谱法得出的结果进行了比较,后者是使用多元分析对复杂基质中的活性物质进行定量的参考分析技术。对所建立的 PLS 模型进行了评估,以确定其对混合粉末中每种活性物质的定量能力。模型的统计指标(解释率(R2X 和 R2Y)、预测能力(Q2 和 RMSEP)和准确度(RMSEE))表明,这些模型适用于混合物粉末中维生素 B1、B6 和 B12 含量的过程估算。B12 含量的估算更具挑战性,这可能是由于其在混合粉末中的含量较低造成的取样问题。尽管如此,观察到的模型变化与 HPLC 得出的结果变化一致,表明混合物缺乏均匀性。因此,可以考虑将定量模型进一步升级为 PAT,用于在维生素混合物生产过程中监测粉末混合物的均匀性。
{"title":"Screening the capability of vibrational spectroscopic techniques for simultaneous quantification of vitamins B1, B6, and B12 in a powder blend","authors":"Apostol Todorovski ,&nbsp;Nikola Geskovski ,&nbsp;Marina Petreska ,&nbsp;Eric Deconinck ,&nbsp;Hervé Rebière ,&nbsp;Natalija Nakov ,&nbsp;Katerina Brezovska ,&nbsp;Jelena Acevska","doi":"10.1016/j.vibspec.2024.103711","DOIUrl":"https://doi.org/10.1016/j.vibspec.2024.103711","url":null,"abstract":"<div><p>The rising possibilities of vibrational spectroscopy coupled with multivariate modeling, enables many applications of these well-established analytical techniques, easy-to-use for rapid and non-destructive analysis. Owing to the lack of need for hazardous solvents or reagents in sample preparation, FTIR, NIR and Raman spectroscopy belong to the group of environmentally friendly techniques, known as “green analytical techniques”. Such characteristics re-introduce them into the pharmaceutical industry, especially as part of process-analytical-technology (PAT) tools for both qualitative and quantitative analysis.</p><p>This research aimed to assess the potential of ATR-FTIR, NIR and Raman as a PAT for the quantification of Vitamins B1 (thiamine), B6 (pyridoxine) and B12 (cyanocobalamin) in a powder blend, using a partial least square (PLS) regression model, as well as to monitor the powder blend homogeneity.</p><p>Results from each of the vibrational spectroscopy techniques were compared with those obtained by HPLC, which served as the reference analytical technique for quantifying the active substances in complex matrices using multivariate analysis. The developed PLS models were evaluated for their ability to quantify each of the active substances in the powder blend. The ATR-FTIR, NIR and Raman spectrum segments, revealed by the Variable Importance for Projection (VIP) plot for each model, respectively, were linked to the band assignment of each active ingredient.</p><p>The statistical indicators of the models (interpretation rate (R2X and R2Y), predictive ability (Q2 and RMSEP) and accuracy (RMSEE)) demonstrated their suitability for in-process estimation of vitamin B1, B6 and B12 contents in powder blends. Estimating B12 content proved more challenging, likely due to sampling issues related to its low content in the powder blend. Nevertheless, the observed variability in the models aligns with the variability in results obtained by HPLC, indicating the lack of blend homogeneity. Therefore, the quantification models could be considered for a further upgrade as PAT for monitoring the powder blend homogeneity during the manufacturing of vitamin blends.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"133 ","pages":"Article 103711"},"PeriodicalIF":2.7,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141485104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of surface-enhanced Raman scattering technique for biomacromolecular detection 表面增强拉曼散射技术在生物分子检测中的应用
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1016/j.vibspec.2024.103713
Chengshun Jiang , Yongbing Cao , Feng Lu

Biomacromolecules, which mainly include nucleic acids, proteins, sugars, and lipids, are extensively present in the somatic cells of organisms. These four types of biomacromolecules not only play a crucial role in various normal physiological processes of organisms but also draw increasing attention in the field of in vitro research, such as nucleic acid aptamers and nucleotide drugs. Consequently, the accurate detection of biomacromolecules holds immense importance and significance. Surface-enhanced Raman Scattering (SERS) possesses a natural advantage in the detection of biomacromolecules due to its “fingerprint” characteristics, non-destructive nature, high sensitivity, simplicity, and speed, and it is not influenced by water signals. This paper primarily discusses the research progress of SERS in the detection of biomacromolecules, elaborates on the application of SERS in detecting nucleic acids, proteins, sugars, and lipids, and anticipates the potential application of SERS in biomacromolecule detection. It is anticipated that this paper will provide researchers with innovative ideas and methods for developing and applying new biomacromolecular detection techniques.

生物大分子主要包括核酸、蛋白质、糖类和脂类,广泛存在于生物的体细胞中。这四类生物大分子不仅在生物体的各种正常生理过程中发挥着至关重要的作用,而且在体外研究领域也越来越受到关注,如核酸适配体和核苷酸药物。因此,准确检测生物大分子具有极其重要的意义。表面增强拉曼散射(SERS)因其 "指纹 "特征、非破坏性、高灵敏度、简便快捷、不受水信号影响等特点,在生物大分子检测方面具有天然优势。本文主要讨论了 SERS 在生物大分子检测方面的研究进展,阐述了 SERS 在检测核酸、蛋白质、糖类和脂类方面的应用,并展望了 SERS 在生物大分子检测方面的潜在应用。预计这篇论文将为研究人员开发和应用新的生物大分子检测技术提供创新的思路和方法。
{"title":"Application of surface-enhanced Raman scattering technique for biomacromolecular detection","authors":"Chengshun Jiang ,&nbsp;Yongbing Cao ,&nbsp;Feng Lu","doi":"10.1016/j.vibspec.2024.103713","DOIUrl":"https://doi.org/10.1016/j.vibspec.2024.103713","url":null,"abstract":"<div><p>Biomacromolecules, which mainly include nucleic acids, proteins, sugars, and lipids, are extensively present in the somatic cells of organisms. These four types of biomacromolecules not only play a crucial role in various normal physiological processes of organisms but also draw increasing attention in the field of in vitro research, such as nucleic acid aptamers and nucleotide drugs. Consequently, the accurate detection of biomacromolecules holds immense importance and significance. Surface-enhanced Raman Scattering (SERS) possesses a natural advantage in the detection of biomacromolecules due to its “fingerprint” characteristics, non-destructive nature, high sensitivity, simplicity, and speed, and it is not influenced by water signals. This paper primarily discusses the research progress of SERS in the detection of biomacromolecules, elaborates on the application of SERS in detecting nucleic acids, proteins, sugars, and lipids, and anticipates the potential application of SERS in biomacromolecule detection. It is anticipated that this paper will provide researchers with innovative ideas and methods for developing and applying new biomacromolecular detection techniques.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"133 ","pages":"Article 103713"},"PeriodicalIF":2.7,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141485090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine learning-assisted FT-IR spectroscopy for identification of pork oil adulteration in tuna fish oil 机器学习辅助傅立叶变换红外光谱鉴定金枪鱼油中的猪油掺假情况
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-27 DOI: 10.1016/j.vibspec.2024.103715
Anjar Windarsih, Tri Hadi Jatmiko, Ayu Septi Anggraeni, Laila Rahmawati

Tuna fish oil (TO) is a valuable source of omega fatty acids and polyunsaturated fatty acids required for human growth and development. Triggered by economic reasons, TO can potentially be adulterated with pork oil (PO), which has a lower price. The adulteration is a serious problem because PO is a non-halal oil, which is truly prohibited to be consumed, especially for Muslim. This research aimed to develop an effective and efficient analytical technique for detecting PO adulteration in TO using Fourier transform infrared (FT-IR) spectroscopy aided by machine learning techniques. Various machine learning techniques were developed, including linear regression, support vector machine (SVM), k-nearest neighbor (kNN), artificial neural network (ANN), and gradient boosting. The result showed that SVM at the fingerprint region (1400–900 cm−1) demonstrated the best model to detect and predict PO in TO with the highest R2 (0.993) and the lowest root mean square error (RMSE) of 2.719 %. All levels of PO contained in TO could be accurately predicted, as indicated by the closeness between the actual value and predicted value of PO levels predicted by the model. In conclusion, machine learning could be a promising tool for detecting adulterants in fish oil samples. Further research on method standardization is important to propose the method as the method of choice for fish oil authentication, including halal authentication.

金枪鱼油(TO)是人体生长发育所需的欧米伽脂肪酸和多不饱和脂肪酸的重要来源。由于经济原因,金枪鱼油有可能掺入价格较低的猪肉油(PO)。掺假是一个严重的问题,因为猪油是一种非清真油,确实禁止食用,尤其是穆斯林。本研究旨在利用傅立叶变换红外光谱(FT-IR)技术,并在机器学习技术的辅助下,开发出一种有效且高效的分析技术,用于检测 TO 中的猪油掺假情况。研究开发了多种机器学习技术,包括线性回归、支持向量机(SVM)、k-近邻(kNN)、人工神经网络(ANN)和梯度提升。结果表明,指纹区域(1400-900 cm-1)的 SVM 是检测和预测 TO 中 PO 的最佳模型,R2(0.993)最高,均方根误差(RMSE)最低,为 2.719 %。该模型预测的 PO 水平的实际值与预测值非常接近,这表明 TO 中所含 PO 的所有水平都能准确预测。总之,机器学习是检测鱼油样品中掺假物质的一种有前途的工具。要将该方法作为鱼油鉴定(包括清真鉴定)的首选方法,就必须进一步开展方法标准化研究。
{"title":"Machine learning-assisted FT-IR spectroscopy for identification of pork oil adulteration in tuna fish oil","authors":"Anjar Windarsih,&nbsp;Tri Hadi Jatmiko,&nbsp;Ayu Septi Anggraeni,&nbsp;Laila Rahmawati","doi":"10.1016/j.vibspec.2024.103715","DOIUrl":"https://doi.org/10.1016/j.vibspec.2024.103715","url":null,"abstract":"<div><p>Tuna fish oil (TO) is a valuable source of omega fatty acids and polyunsaturated fatty acids required for human growth and development. Triggered by economic reasons, TO can potentially be adulterated with pork oil (PO), which has a lower price. The adulteration is a serious problem because PO is a non-halal oil, which is truly prohibited to be consumed, especially for Muslim. This research aimed to develop an effective and efficient analytical technique for detecting PO adulteration in TO using Fourier transform infrared (FT-IR) spectroscopy aided by machine learning techniques. Various machine learning techniques were developed, including linear regression, support vector machine (SVM), k-nearest neighbor (kNN), artificial neural network (ANN), and gradient boosting. The result showed that SVM at the fingerprint region (1400–900 cm<sup>−1</sup>) demonstrated the best model to detect and predict PO in TO with the highest R<sup>2</sup> (0.993) and the lowest root mean square error (RMSE) of 2.719 %. All levels of PO contained in TO could be accurately predicted, as indicated by the closeness between the actual value and predicted value of PO levels predicted by the model. In conclusion, machine learning could be a promising tool for detecting adulterants in fish oil samples. Further research on method standardization is important to propose the method as the method of choice for fish oil authentication, including halal authentication.</p></div>","PeriodicalId":23656,"journal":{"name":"Vibrational Spectroscopy","volume":"134 ","pages":"Article 103715"},"PeriodicalIF":2.7,"publicationDate":"2024-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141594549","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Vibrational Spectroscopy
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1