biochemical

Biochemical
  • DOI:
    文章类型: Journal Article
    参考间隔(RI)是随实验室结果提供的信息的重要组成部分。建议每个实验室应按照预先制定的指南建立RI。在这次系统性审查中,我们旨在全面分析和总结所有已发表的有关建立巴基斯坦人群生化参数RI的文献。
    我们使用Medline(PubMed界面)和PakMediNet文献进行了全面搜索,遵守PRISMA准则。搜索时间从1984年1月到2024年2月。包括为建立生化参数的RI而进行的所有研究,虽然是非人类研究,案例研究,预印本,没有排除全文和英文以外的其他语言的文章。严格的评估确保了他们研究分析的稳健性。
    数据库搜索揭示了161项研究,根据纳入标准对30例进行了分析。研究的累积样本量包括108,563名个体。大多数研究是在旁遮普省和信德省的成年人身上进行的。在每个研究中建立的RI和使用的单位之间注意到很大的差异。确定了关于健康人群描述的差距,患者制备样品处理和质量控制。
    在这篇评论中,数据中的关键差距,确定了方法和报告。为了加强未来的研究,研究人员应该明确定义健康人群,包括严格的样品处理和质量控制,跨中心合作。
    UNASSIGNED: Reference intervals (RI) are a vital part of information provided with laboratory results. It is recommended that RI should be established by each laboratory following pre-laid guidelines. In this systemic review, we aim to comprehensively analyze and summarize all the published literature about establishment of RI for biochemical parameters in Pakistani population.
    UNASSIGNED: We conducted a comprehensive search using Medline (PubMed interface) and PakMediNet literature, adhering to PRISMA guidelines. The search spanned from January 1984 to February 2024. All studies done for establishment of RI of biochemical parameters were included, while were nonhuman studies, case studies, preprints, no full text and articles in languages other than English were excluded. Rigorous evaluation ensured the robustness of their study analysis.
    UNASSIGNED: Database search reveled 161 studies, 30 were analyzed as per inclusion criteria. The accumulated sample size of the studies comprised 108,563 individuals. Most of the studies were carried out on adults in Punjab and Sindh provinces. A wide variation was noted among the RIs established and units used in each study. Gaps were identified regarding description of healthy population, patient preparation sample handing and quality control.
    UNASSIGNED: In this review, critical gaps in data, methodology and reporting were identified. To enhance future studies, researchers should clearly define healthy populations, incorporate rigorous sample handling and quality control, and collaborate across centers.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    洋地黄是Nilgiris的重要植物之一,印度的克什米尔和大吉岭地区,属于车前草科,具有众所周知的药理学应用。在目前的调查中,正在探索一种间接枝条器官发生的体外培养技术;生化属性,抗氧化活性和代谢组学分析是通过使用非目标气相色谱-质谱(GC-MS)和超高效液相色谱与电子喷雾电离/四极杆飞行时间质谱(UPLC-ESI-QTOF-MS)方法进行的。最初,叶片外植体用于愈伤组织诱导和增殖,在MS上获得最大愈伤组织频率(94.44%)和新鲜生物量(4.9g),用8.8µMBAP(6-苄基氨基嘌呤)+0.9µM2,4-D(2,4-二氯苯氧基乙酸)强化,随后在相同的MS培养基上观察到芽形成(间接器官发生),芽诱导频率为83.33%。稍后,体内的生化和抗氧化潜力-,评估了体外生长的叶片和叶片衍生的愈伤组织。明显较高的总酚,类黄酮,DPPH(2,2-二苯基-1-吡啶酰肼),与田间生长的叶片相比,在体外生长的愈伤组织和叶片组织中发现了POD(过氧化物酶)和SOD(超氧化物歧化酶)活性。每种甲醇提取物的GC-MS分析(体内,体外衍生的叶子和叶子衍生的愈伤组织)显示存在超过75种生物活性化合物,即loliolide,污名,α-生育酚,角鲨烯,棕榈酸,亚油酸,β-Amyrin,菜油甾醇等.具有巨大的治疗重要性。以正离子和负离子化模式进行每种甲醇提取物的基于UPLC-MS的代谢物指纹分析。获得的结果揭示了田间和实验室生长组织中植物化学成分的变化,表明体外培养条件对植物组织的影响。检测到的植物化合物属于各种类别,如类黄酮,类固醇,萜类化合物,碳水化合物,单宁,木脂素等.鉴定的药用重要代谢物是20,22-二氢地高辛,洋地黄毒苷,芹菜素,木犀草素,Kaempferide,迷迭香酸,Nepitrin和其他人。本研究的结果表明,通过在较短的时间内生产具有商业价值的此类重要植物化合物,可以成功地将其体外培养物用于新药发现,而不会损害植物的自然种群。
    Digitalis purpurea L. is one of the important plant species of Nilgiris, Kashmir and Darjeeling regions of India, belonging to the family Plantaginaceae, with well-known pharmacological applications. In the present investigation, an in vitro culture technique of indirect shoot organogenesis of D. purpurea is being explored; the biochemical attributes, the antioxidant activities and the metabolomic analyses were made by utilizing untargeted Gas Chromatography-Mass Spectrometry (GC-MS) and Ultra Performance Liquid Chromatography coupled with electronspray ionization/quadrupole-time-of-flight-mass spectrometry (UPLC-ESI-QTOF-MS) approaches. Initially, the leaf explants were used for callus induction and proliferation and maximum callusing frequency (94.44%) and fresh biomass (4.9 g) were obtained on MS, fortified with 8.8 µM BAP (6-benzyl amino purine) + 0.9 µM 2,4-D (2,4-dichlorophenoxyacetic acid), subsequently shoot formation (indirect organogenesis) was noted on the same MS medium with a shoot induction frequency of 83.33%. Later on, the biochemical and antioxidant potential of in vivo-, in vitro grown leaf and leaf derived callus were assessed. Significantly higher total phenol, flavonoid, DPPH (2,2-diphenyl-1-picrylhydrazyl), POD (peroxidase) and SOD (superoxide dismutase) activities were noticed in in vitro grown callus and leaf tissues compared with field grown leaf. The GC-MS analysis of each methanolic extract (in vivo-, in vitro derived leaf and leaf derived callus) displayed the presence of more than 75 bioactive compounds viz loliolide, stigmasterin, alpha-tocopherol, squalene, palmitic acid, linoleic acid, beta-amyrin, campesterol etc. possessing immense therapeutic importance. The UPLC-MS based metabolite fingerprinting of each methanolic extracts were conducted in both positive and negative ionization mode. The obtained results revealed variation in phytochemical composition in field - and laboratory grown tissues, indicating the impact of in vitro culture conditions on plant tissues. The detected phytocompounds belongs to various classes such as flavonoids, steroids, terpenoids, carbohydrates, tannins, lignans etc. The medicinally important metabolites identified were 20, 22-dihydrodigoxigenin, digoxigenin monodigitoxoside, apigenin, luteolin, kaempferide, rosmarinic acid, nepitrin and others. The results of the present study suggest that in vitro culture of D. purpurea could successfully be utilized for the novel drug discovery by producing such important phytocompounds of commercial interest in shorter duration without harming the plants\' natural population.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    印度芥菜(Brassicajuncea)是印度重要的油料作物。链格孢菌叶斑病(链格孢菌枯萎病)是由真菌链格孢菌引起的。它主要影响作物生产,导致产量损失高达70%。为了避免这个问题,抗性机制的研究和生化标记的鉴定是其管理的重要策略之一。在本研究中,在两个季节中,总共筛选了219种带有检查的印度芥菜基因型的链格孢菌疫病。根据疾病进展曲线下面积(AUDPC)评分,在人工接种条件下,选择了十种表现一致的基因型来筛选生化和产量属性。结果表明,病害与产量属性呈负相关。与易感基因型相比,抗性基因型的过氧化氢酶(CAT)活性显着增加,表明CAT在抗性机制中的关键作用。病原体感染也增加了总蛋白含量,抗链格孢菌基因型显示出最高的总可溶性蛋白,而易感基因型显示出最低的总可溶性蛋白。根据SSI(压力敏感性指数)对十种基因型进行了分类,将Varuna鉴定为耐受性基因型,将Giriraj鉴定为油菜链格孢菌(Berk)Sacc的易感基因型。选择Varuna和Giriraj使用RP-HPLC(反相高效液相色谱)定量分析种子中的蛋氨酸和色氨酸氨基酸,并且Varuna和Giriraj基因型之间的蛋氨酸和色氨酸水平存在显着差异。与Giriraj基因型相比,Varuna显示出更高的蛋氨酸和色氨酸含量。较高的蛋白质含量表明生物应激反应性氨基酸增加,如蛋氨酸和色氨酸,表明这些高蛋白基因型对链格孢菌病的抗性增加。这些氨基酸可作为芥菜抗链格孢菌的生化标记。
    Indian mustard (Brassica juncea) is an important oilseed crop in India. Alternaria leaf spot (Alternaria blight) is incited by the fungus Alternaria brassicicola. It majorly affects crop production leading to a yield loss of up to 70%. To circumvent this problem, the study of the resistance mechanism and identification of biochemical markers is one of the important strategies for its management. In the present study, a total of 219 genotypes of Indian mustard with check were screened for Alternaria blight over two seasons. Based on the area under the disease progress curve (AUDPC) scores, ten consistently performing genotypes were selected for the screening of biochemical and yield attributes under artificial inoculated conditions of Alternaria brassicicola (Berk) Sacc. The result showed a negative correlation between disease and yield attributes. The catalase (CAT) activity was significantly increased in resistant genotypes compared to susceptible ones, indicating the crucial role of CAT in the resistance mechanism. Pathogen infection also increases the total protein content and the Alternaria-resistant genotype showed the highest total soluble protein while the susceptible genotype showed the lowest total soluble protein. The ten genotypes were categorized by SSI (stress susceptibility index) and Varuna was identified as a tolerant genotype and Giriraj as a susceptible genotype for Alternaria brassicicola (Berk) Sacc. Varuna and Giriraj were chosen for quantitative analysis of methionine and tryptophan amino acids from seeds using RP-HPLC (Reverse Phase-High Performance Liquid Chromatography) and there were significant differences in the levels of methionine and tryptophan between the Varuna and Giriraj genotypes. Varuna showed higher methionine and tryptophan content compared to the Giriraj genotype. Higher protein content demonstrated an increase in biotic stress-responsive amino acids, such as methionine and tryptophan, suggesting increased resistance to Alternaria diseases in these high-protein genotypes. These amino acids could be used as biochemical markers for Alternaria resistance of mustard.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    全世界大量的死亡和残疾是由炎症性肺病引起的。许多炎症性肺部疾病,包括慢性呼吸性肺气肿,抗药性哮喘,抵抗类固醇,和冠状病毒感染的肺部感染,有严重的变异,没有可行的治疗方法;因此,需要新的治疗替代方案。这里,我们强调了氧化失衡如何导致挑衅性肺部问题的出现,这些问题对治疗具有挑战性。内源性抗氧化系统不足以避免由于诱导的ROS过量产生而引起的自由基介导的损伤。然后,由于细胞内信号传导事件而产生促炎介质,会伤害组织并加重炎症反应。ROS的过度产生导致氧化应激,导致肺部损伤和各种疾病。反复吸入的侵入性微生物或有害物质可导致产生过量的ROS。通过启动信号转导途径,炎症过程中ROS产生的增加可能导致DNA损伤和凋亡的复发,并激活原癌基因。这篇综述提供了有关在相关领域进行研究的新目标或目标因素的信息,control,或治疗此类炎性氧化应激诱导的炎性肺病。
    A significant number of deaths and disabilities worldwide are brought on by inflammatory lung diseases. Many inflammatory lung disorders, including chronic respiratory emphysema, resistant asthma, resistance to steroids, and coronavirus-infected lung infections, have severe variants for which there are no viable treatments; as a result, new treatment alternatives are needed. Here, we emphasize how oxidative imbalance contributes to the emergence of provocative lung problems that are challenging to treat. Endogenic antioxidant systems are not enough to avert free radical-mediated damage due to the induced overproduction of ROS. Pro-inflammatory mediators are then produced due to intracellular signaling events, which can harm the tissue and worsen the inflammatory response. Overproduction of ROS causes oxidative stress, which causes lung damage and various disease conditions. Invasive microorganisms or hazardous substances that are inhaled repeatedly can cause an excessive amount of ROS to be produced. By starting signal transduction pathways, increased ROS generation during inflammation may cause recurrent DNA damage and apoptosis and activate proto-oncogenes. This review provides information about new targets for conducting research in related domains or target factors to prevent, control, or treat such inflammatory oxidative stress-induced inflammatory lung disorders.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    由生物营养卵菌Albugo念珠菌引起的白锈病是实现芥菜油菜生产潜力的最严重障碍之一。由于病原体的专属性,基于R基因的抗性是不稳定的,因为新的毒力种族迅速出现。为此,深入了解抗性的分子基础对于开发耐久抗性品种至关重要。在这项研究中,我们选择了一个易感品种,\'PusaJaikisan\'及其基于单一R基因的抗性NIL,\'PusaJaikisanWRR作为理解念珠菌对念珠菌防御机制的来源。在12dpi下的比较组织化学分析显示,抗性品种中的call体沉积高于易感品种,这暗示了其在防御机制中的可能作用。根据生化标志物的观察,总蛋白与耐药性呈负相关。抗氧化酶(POX,CAT,和SOD)和多酚和脯氨酸等非酶ROS清除化合物与抗白锈性呈正相关。在“PusaJaikisanWRR”中,多酚氧化酶(PPO)总叶绿素和总类胡萝卜素也更丰富。基于热图分析,PAL被鉴定为参与防御机制的相对最诱导的酶。多酚氧化酶,在“PusaJaikisanWRR”中,总叶绿素和总类胡萝卜素也显示出更高的活性。此外,为了研究“PusaJaikisanWRR”与“PusaJaikisan”对念珠菌感染的防御反应,通过qRT-PCR对水杨酸(SA)标记的PR蛋白基因(PR1和PR2)和茉莉酸(JA)标记的PR蛋白基因(PR3和PR12)进行基因表达分析。根据结果,PR2成为防御念珠菌的最佳基因,其次是PR1。PR3和PR12也显示出与疾病抗性正相关,这可能是由于JA途径与SA途径互补。念珠菌互动。这提供了JA-SA激素串扰在抗白锈性的情况下是协同的证据。
    White rust disease caused by a biotrophic oomycete Albugo candida is one of the most serious impediments in realizing the production potential of Brassica juncea. Due to the obligate nature of the pathogen, R-gene-based resistance is unstable as the newer virulent races emerge quickly. For this, a deep understanding of the molecular basis of resistance is essential for developing durable resistant varieties. In this study, we selected one susceptible cultivar, \'Pusa Jaikisan\' and its single R gene based resistant NIL, \'Pusa Jaikisan WRR as the source of understanding the defense mechanism in B. juncea against A. candida. Comparative histochemical analysis at 12 dpi showed higher callose deposition in the resistant cultivar than in the susceptible which hints towards its possible role in defense mechanism. Based on the biochemical markers observation, total protein was found to have a negative correlation with the resistance. The antioxidant enzymes (POX, CAT, and SOD) and non-enzymatic ROS scavenging compounds such as polyphenols and proline showed a positive correlation with the white rust resistance. Polyphenol Oxidase (PPO) total chlorophyll and total carotenoids were also found to be more abundant in the \'Pusa Jaikisan WRR\'. Based on the heat map analysis, PAL was identified to be the comparatively most induced enzyme involved in the defense mechanism. The polyphenol oxidase, total chlorophyll and total carotenoids were also found to show higher activity in the \'Pusa Jaikisan WRR\'. Furthermore, to study the defense response of \'Pusa Jaikisan WRR\' compared to \'Pusa Jaikisan\' against A. candida infection, the gene expression analyses of salicylic acid (SA)-marker PR protein genes (PR1 and PR2) and jasmonic acid (JA)-marker PR protein genes (PR3 and PR12) were done by qRT-PCR. Based on the results, PR2 emerged as the best possible gene for defense against A. candida followed by PR1. PR3 and PR12 also showed positive correlation with the disease resistance which may be due to the JA pathway acting complementary to the SA pathway in case of B. juncea-A. candida interaction. This provides evidence for the JA-SA hormonal crosstalk to be synergistic in case of the white rust resistance.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:妊娠早期阴道出血会给父母带来焦虑和不确定感。通过妊娠早期超声扫描确定妊娠结局的能力仍然是产科的挑战。几个早期妊娠超声标记物单独或组合使用,以及与生化标志物结合使用的超声标志物,已被研究以确定其对妊娠结局的预测价值。进行此范围审查以确定已经为此目的研究了哪些标记。
    方法:使用四种不同类别的关键字进行了广泛而系统的数据库搜索,这些关键字使用布尔术语进行组合。最终数据图表表格中包含了总共14个变量。针对每个变量共同合成数据,然后针对仅分析一个标记的研究分别合成数据。对于分析多个标记的研究,数据是根据每个研究的标记数量合成的。
    结果:搜索产生了3608项研究,其中128人最终用于本次审查。数据提取,根据预定的资格标准,由两名作者独立完成。77项(62.6%)研究调查了单个超声标记的预测价值。其余46项(37.4%)研究探索了多种标志物,其中至少一个是超声标记。
    结论:这篇综述发现了不同研究之间的一些差异。这凸显了需要在研究人员之间达成更好的共识,以便设计一个预测模型,该模型能够将研究结果外推到所有孕妇。
    结论:通过对妊娠早期超声和生化指标的研究,临床医生可以更准确地预测先兆流产后的妊娠结局.
    BACKGROUND: Vaginal bleeding in the first trimester of pregnancy generates anxiety and uncertainty for expecting parents. The ability to determine pregnancy outcome through a first trimester ultrasound scan remains a challenge in obstetrics. Several first trimester ultrasound markers used individually or in combination, as well as ultrasound markers used in combination with biochemical markers, have been studied to determine their predictive value in pregnancy outcome. This scoping review was performed to determine which markers have already been investigated for this purpose.
    METHODS: An extensive and systematic database search was performed using four different categories of keywords which were combined using Boolean terms. A total of 14 variables were included on the final data charting forms. Data was synthesised collectively for each variable and then separately for the studies analysing only one marker. For the studies which analysed multiple markers, data was synthesised based on the number of markers per study.
    RESULTS: The search yielded 3608 studies, of which 128 were ultimately used for this review. Data extraction, based on predetermined eligibility criteria, was performed by two authors independently. Seventy-seven (62.6%) studies investigated the predictive value of a single ultrasound marker. The remaining 46 (37.4%) studies explored multiple markers, of which at least one was an ultrasound marker.
    CONCLUSIONS: This review identified several discrepancies among different studies. This highlights the need for better consensus among researchers to allow for the design of a predictive model which enables extrapolation of findings to all pregnant women.
    CONCLUSIONS: Through the study of ultrasound and biochemical markers in the first trimester of pregnancy, clinicians may provide a more accurate prediction of pregnancy outcome following threatened miscarriage.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    目的:本研究旨在确定生化,血液学,和内分泌异常在一个样本的儿童和青少年的体重过轻和非典型的AN,并比较这些结果在两组之间。
    方法:基于第5个BMI百分位数入院,纳入了体重过轻的AN(n=520)和非典型AN(n=255)青少年,并回顾了医疗记录.
    结果:低前白蛋白(35%)和中性粒细胞减少(39%),内分泌参数的几种异常(50%)是整个样本中最常见的改变。与非典型AN组相比,体重过轻的AN组的胆固醇升高(OR=2.50;p<0.001)和丙氨酸氨基转移酶升高(OR=0.22;p=0.005)和胰岛素样生长(IGF)因子-1降低(OR=0.29;p<0.001)的频率显着升高,T3(OR=0.46;p<0.001),黄体生成素(OR=0.24;p<0.001),卵泡刺激素(OR=0.58;p=0.004),和17b-雌二醇(OR=0.39;p<0.001)。然而,其他血液指标在两组中显示相似的改变.
    结论:两组均显示相同的血液参数异常,但一些异常参数在体重过轻的AN组中更为常见.这些结果表明,非典型AN和体重过轻的AN可能存在某些医学并发症的相似风险。
    OBJECTIVE: This study aimed to identify biochemical, hematological, and endocrinological abnormalities in a sample of children and adolescents with underweight AN and atypical AN and to compare these results between the two groups.
    METHODS: Based on the 5th BMI-percentile admission, adolescents with underweight AN (n = 520) and atypical AN (n = 255) were included and medical records were reviewed.
    RESULTS: Low prealbumin (35%) and neutropenia (39%), and several abnormalities in endocrinological parameters (50%) were the most common alterations found in the whole sample. Compared to the atypical AN group, the underweight AN group had significantly higher frequencies of elevated cholesterol (OR = 2.50; p < 0.001) and alanine aminotransferase (OR = 0.22; p = 0.005) and of reduced insulin-like growth (IGF) factor-1 (OR = 0.29; p < 0.001), T3 (OR = 0.46; p < 0.001), luteinizing hormone (OR = 0.24; p < 0.001), follicle stimulating hormone (OR = 0.58; p = 0.004), and 17b-estradiol (OR = 0.39; p < 0.001). However, other blood parameters showed similar alterations in both groups.
    CONCLUSIONS: Both groups showed abnormalities in the same blood parameters, but some abnormal parameters were more common in the underweight AN group. These results suggest that atypical AN and underweight AN could present similar risks of certain medical complications.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    为了应对气候危机,人们越来越关注用生物炼油厂衍生的产品代替传统的炼油厂衍生产品。利用脂质作为合成化学品和燃料的主要材料或中间体,它们是现有化工和石化行业不可或缺的一部分,是这一转变的关键步骤。这篇综述全面概述了可持续化学品(酸和醇)的生产,生物聚合物,和燃料(包括汽油,煤油,生物柴油,和重质燃料油)来自陆地和藻类生物质的脂质。从脂质中生产化学物质涉及多种方法,包括聚合,环氧化,和分离/纯化。此外,脂质转化为生物燃料可以通过催化裂化等过程来实现,加氢处理,和酯交换。这篇综述还提出了进一步推进脂质增值过程的未来研究方向,包括提高催化剂在恶劣条件下的耐久性,开发低H2消耗的脱氧工艺,研究目标化合物的精确分离,藻类生物量中脂质积累的增加,以及开发利用脂质提取和转化过程中产生的残留物和副产物的方法。
    In response to address the climate crisis, there has been a growing focus on substituting conventional refinery-derived products with those derived from biorefineries. The utilization of lipids as primary materials or intermediates for the synthesis of chemicals and fuels, which are integral to the existing chemical and petrochemical industries, is a key step in this transition. This review provides a comprehensive overview of the production of sustainable chemicals (acids and alcohols), biopolymers, and fuels (including gasoline, kerosene, biodiesel, and heavy fuel oil) from lipids derived from terrestrial and algal biomass. The production of chemicals from lipids involves diverse methods, including polymerization, epoxidation, and separation/purification. Additionally, the transformation of lipids into biofuels can be achieved through processes such as catalytic cracking, hydroprocessing, and transesterification. This review also suggests future research directions that further advance the lipid valorization processes, including enhancement of catalyst durability at harsh conditions, development of deoxygenation process with low H2 consumption, investigation of precise separation of target compounds, increase in lipid accumulation in algal biomass, and development of methods that utilize residues and byproducts generated during lipid extraction and conversion.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    针对程序性死亡-1(PD-1)途径的免疫检查点阻断疗法在患有各种癌症类型的患者中显示出显著的功效和持久的反应。治疗效果的早期预测对于优化治疗计划和避免潜在的副作用很重要。在这项工作中,我们开发了一种有效的机器学习预测方法,该方法使用常规血液学和生化参数来预测泛癌患者PD-1联合治疗的疗效.共431例鼻咽癌患者,接受PD-1检查点抑制剂联合治疗的食管癌和肺癌纳入本研究.患者分为两组:进行性疾病(PD)和疾病控制(DC)组。在PD-1治疗之前和第三周收集血液学和生化参数。开发并训练了六个机器学习模型,以预测8-12周时PD-1联合治疗的疗效。通过统计学分析PD-1联合治疗3周前后57项血液生物标志物,热图,主成分分析不能准确预测治疗结果.然而,有了机器学习模型,AdaBoost分类器和GBDT都表现出高水平的预测效率,临床上可接受的AUC值超过0.7。AdaBoost分类器在6种机器学习模型中表现出最高的性能,灵敏度为0.85,特异性为0.79。我们的研究证明了机器学习根据血液学和生化参数的变化预测PD-1联合治疗疗效的潜力。
    Immune checkpoint blockade therapy targeting the programmed death-1(PD-1) pathway has shown remarkable efficacy and durable response in patients with various cancer types. Early prediction of therapeutic efficacy is important for optimizing treatment plans and avoiding potential side effects. In this work, we developed an efficient machine learning prediction method using routine hematologic and biochemical parameters to predict the efficacy of PD-1 combination treatment in Pan-Cancer patients. A total of 431 patients with nasopharyngeal carcinoma, esophageal cancer and lung cancer who underwent PD-1 checkpoint inhibitor combination therapy were included in this study. Patients were divided into two groups: progressive disease (PD) and disease control (DC) groups. Hematologic and biochemical parameters were collected before and at the third week of PD-1 therapy. Six machine learning models were developed and trained to predict the efficacy of PD-1 combination therapy at 8-12 weeks. Analysis of 57 blood biomarkers before and after three weeks of PD-1 combination therapy through statistical analysis, heatmaps, and principal component analysis did not accurately predict treatment outcome. However, with machine learning models, both the AdaBoost classifier and GBDT demonstrated high levels of prediction efficiency, with clinically acceptable AUC values exceeding 0.7. The AdaBoost classifier exhibited the highest performance among the 6 machine learning models, with a sensitivity of 0.85 and a specificity of 0.79. Our study demonstrated the potential of machine learning to predict the efficacy of PD-1 combination therapy based on changes in hematologic and biochemical parameters.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:酪氨酸酶,通常被认为是多酚氧化酶,作为酶在催化黑色素形成中起着关键作用,黑色素是一个复杂的过程,涉及单酚和邻二酚的氧化。
    目的:酪氨酸酶作为单加氧酶,促进单酚的邻羟基化以产生相应的儿茶酚,以及催化单酚氧化形成相应的邻醌,表现出二酚酶或儿茶酚酶活性。这种多功能的酶促能力不仅限于特定的生物体,而且可以在各种来源中找到。包括细菌,真菌,植物,和哺乳动物。
    方法:相关研究文章,reviews,通过全面的文献检索收集了酪氨酸酶的专利。对这些材料进行了分析,以了解酪氨酸酶的各种应用。审查的结构是通过对这些应用程序进行分类,并全面总结该领域的知识现状。
    结果:根据文献调查,酪氨酸酶在一系列生物技术应用中显示出有希望的潜力。这些包括但不限于:合成L-DOPA,创造创新的混合黑色素,制造酚类生物传感器,在食品和饲料工业中部署,促进蛋白质交联,消除酚类和染料,充当生物催化剂。此外,固定化酪氨酸酶在制药领域展示了多种实用途径。
    结论:本文对酪氨酸酶,包括其结构特征,进化起源,生化特性,以及在各个领域的当代应用。
    BACKGROUND: Tyrosinase, often recognized as polyphenol oxidase, plays a pivotal role as an enzyme in catalyzing the formation of melanin-a complex process involving the oxidation of monophenols and o-diphenols.
    OBJECTIVE: Tyrosinase functions as a monooxygenase, facilitating the o-hydroxylation of monophenols to generate the corresponding catechols, as well as catalyzing the oxidation of monophenols to form the corresponding o-quinones, exhibiting diphenolase or catecholase activity. This versatile enzymatic capability is not limited to specific organisms but is found across various sources, including bacteria, fungi, plants, and mammals.
    METHODS: Pertinent research articles, reviews, and patents on tyrosinase were gathered through a comprehensive literature search. These materials were analyzed to gain insights into the diverse applications of tyrosinase. The review was structured by categorizing these applications and offering a thorough summary of the current state of knowledge in the field.
    RESULTS: Based on the literature survey, tyrosinase exhibits promising potential across a spectrum of biotechnological applications. These include but are not limited to: synthesizing L-DOPA, creating innovative mixed melanins, manufacturing phenolic biosensors, deploying in food and feed industries, facilitating protein cross-linking, eliminating phenols and dyes, and serving as a biocatalyst. Moreover, immobilized tyrosinase demonstrates multiple utility avenues within the pharmaceutical sector.
    CONCLUSIONS: The article offers a comprehensive exploration of tyrosinase, encompassing its structural features, evolutionary origins, biochemical characteristics, and contemporary applications in various fields.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

公众号