Diabetes mellitus

糖尿病
  • 文章类型: Journal Article
    背景:甘油三酯-葡萄糖(TyG)指数与冠状动脉疾病(CAD)的发展和预后相关。然而,在以往的研究中,TyG指数对不同糖代谢状态下CAD严重程度的影响存在显著差异.
    方法:这项横断面研究包括来自前瞻性队列的10,433名参与者。参与者根据葡萄糖代谢状态分为四组:正常葡萄糖调节(NGR),糖尿病前期(DM前期),糖尿病(DM),无胰岛素处方(Rx),和DM与胰岛素Rx。通过以下公式确定TyG指数:Ln[TG(mg/dL)×FPG(mg/dL)/2],其中TG是甘油三酯,FPG是空腹血糖。二元逻辑回归等统计方法,相互作用分析,限制三次样条(RCS),和接受者工作特征(ROC)用于分析整个人群和葡萄糖代谢亚组的TyG指数与CAD严重程度之间的关系。进行中介分析以检查糖化血红蛋白(HbA1c)对这些关系的中介作用。进行敏感性分析以确保结果的稳健性。
    结果:多变量逻辑回归分析显示,在整个人群中,TyG指数与多血管CAD之间存在显著正相关(OR:1.34;95%CI:1.22-1.47/1单位增量)。亚组分析显示NGR中一致的正相关,pre-DM,和DM非胰岛素Rx组,在NGR组中观察到最高的OR(OR:1.67;95%CI:每1个单位增量1.3-2.14)。在DM与胰岛素Rx亚组中未发现相关性。RCS分析表明,不同的葡萄糖代谢亚组之间存在不同的剂量反应关系。在所建立的模型中加入TyG指数略微提高了预测精度,特别是在NGR组中。中介分析显示HbA1c在不同的糖代谢亚组中具有不同的中介作用。敏感性分析证实了上述关系在新发CAD人群和未使用降血脂药物的个体中的稳健性。
    结论:在所有糖代谢状态下,TyG指数与CAD严重程度呈正相关,除了接受胰岛素治疗的个体。此外,除了已确定的因素外,它还可以作为CAD严重程度的补充非侵入性预测因子,尤其是NGR患者。
    BACKGROUND: The triglyceride-glucose (TyG) index is associated with the development and prognosis of coronary artery disease (CAD). However, the impact of the TyG index on CAD severity across different glucose metabolism states exhibits significant disparities in previous research.
    METHODS: This cross-sectional study comprised 10,433 participants from a prospective cohort. Participants were categorized into four groups based on glucose metabolism state: normal glucose regulation (NGR), prediabetes (pre-DM), diabetes mellitus (DM) without insulin prescribed (Rx), and DM with insulin Rx. The TyG index was determined by the following formula: Ln [TG (mg/dL) × FPG (mg/dL) / 2], where TG is triglycerides and FPG is fasting plasm glucose. Statistical methods such as binary logistic regression, interaction analysis, restricted cubic spline (RCS), and receiver operating characteristic (ROC) were employed to analyze the relationship between the TyG index and CAD severity across the entire population and glucose metabolism subgroups. Mediation analysis was conducted to examine the mediating effects of glycated hemoglobin (HbA1c) on these relationships. Sensitivity analysis was performed to ensure the robustness of the findings.
    RESULTS: Multivariable logistic regression analysis revealed a significant positive association between the TyG index and multi-vessel CAD in the entire population (OR: 1.34; 95% CI: 1.22-1.47 per 1-unit increment). Subgroup analysis demonstrated consistent positive associations in the NGR, pre-DM, and DM non-insulin Rx groups, with the highest OR observed in the NGR group (OR: 1.67; 95% CI: 1.3-2.14 per 1-unit increment). No correlation was found in the DM with insulin Rx subgroup. RCS analyses indicated the distinct dose-response relationships across different glucose metabolism subgroups. Including the TyG index in the established model slightly improved the predictive accuracy, particularly in the NGR group. Mediation analyses showed varying mediating effects of HbA1c among different glucose metabolism subgroups. Sensitivity analysis confirmed the robustness of the aforementioned relationships in the new-onset CAD population and in individuals not using antilipidemic medications.
    CONCLUSIONS: The TyG index positively associated with CAD severity across all glucose metabolism states, except for individuals receiving insulin treatment. Moreover, it might serve as a supplementary noninvasive predictor of CAD severity in addition to established factors, especially in NGR patients.
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  • 文章类型: Journal Article
    阿尔茨海默病(AD)和糖尿病(DM)表现出可比的病理生理途径。APP中的遗传异常,PS-1和PS-2链接到AD,与CSF和血液生物标志物的诊断辅助。胰岛素功能障碍,在AD中被称为“3型糖尿病”,涉及胰岛素信号改变和神经元收缩。胰岛素影响β-淀粉样蛋白代谢,加剧AD的神经毒性和DM的淀粉样蛋白产生。两种疾病均显示葡萄糖转运蛋白表达受损,加速认知能力下降。线粒体功能障碍和Toll样受体4介导的炎症使两种疾病的神经变性恶化。ApoE4会增加疾病风险,特别是当伴有DM常见的血脂异常时。针对共享途径,如胰岛素降解酶激活和HSP60,有望进行治疗干预。认识到这些相互关联的机制强调了开发针对AD和DM的重叠病理生理学的定制治疗的必要性。为更有效地管理这两种情况提供了潜在的途径。
    Alzheimer\'s disease (AD) and Diabetes mellitus (DM) exhibit comparable pathophysiological pathways. Genetic abnormalities in APP, PS-1, and PS-2 are linked to AD, with diagnostic aid from CSF and blood biomarkers. Insulin dysfunction, termed \"type 3 diabetes mellitus\" in AD, involves altered insulin signalling and neuronal shrinkage. Insulin influences beta-amyloid metabolism, exacerbating neurotoxicity in AD and amyloid production in DM. Both disorders display impaired glucose transporter expression, hastening cognitive decline. Mitochondrial dysfunction and Toll-like receptor 4-mediated inflammation worsen neurodegeneration in both diseases. ApoE4 raises disease risk, especially when coupled with dyslipidemia common in DM. Targeting shared pathways like insulin-degrading enzyme activation and HSP60 holds promise for therapeutic intervention. Recognizing these interconnected mechanisms underscores the imperative for developing tailored treatments addressing the overlapping pathophysiology of AD and DM, offering potential avenues for more effective management of both conditions.
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  • 文章类型: Journal Article
    对可能具有DPP-4抑制活性的已知药物的可能先导化合物的预测意味着在药物开发中在寻找用于治疗2型糖尿病(T2DM)的替代药物的时间和成本方面的优势。抑制二肽基肽酶-4(DPP-4)是开发针对这种情况的潜在药物的最多探索策略之一。构建了具有已知的针对DPP-4的实验抑制活性的分子的不同数据集,并用于使用不同的机器学习算法开发预测模型。模型M36是最有前途的一个基于内部和外部性能显示值Q2CV=0.813和Q2EXT=0.803。进行了适用性领域评估和Tropsha分析以验证M36,表明其在预测已建立领域内有机分子的pIC50值方面的稳健性和准确性。配体的物理化学性质,包括电负性,极化率,范德华体积与预测抑制过程有关。然后将该模型用于潜在的DPP4抑制剂的虚拟筛选,发现来自DrugBank的448种化合物和来自DiaNat的9种化合物具有潜在的抑制活性。使用分子对接和分子动力学模拟来深入了解配体-蛋白质相互作用。从筛选和有利的分子动力学结果来看,几种化合物,包括Skimmin(pIC50=3.54,结合能=-8.86kcal/mol),岩白菜碱(pIC50=2.69,结合能=-13.90kcal/mol),和DB07272(pIC50=3.97,结合能=-25.28kcal/mol)似乎是在T2DM治疗中测试和优化的有希望的命中。该结果意味着该药物应用的成本和时间的重要降低,因为有关其代谢的所有信息已经可用。
    The prediction of possible lead compounds from already-known drugs that may present DPP-4 inhibition activity imply a advantage in the drug development in terms of time and cost to find alternative medicines for the treatment of Type 2 Diabetes Mellitus (T2DM). The inhibition of dipeptidyl peptidase-4 (DPP-4) has been one of the most explored strategies to develop potential drugs against this condition. A diverse dataset of molecules with known experimental inhibitory activity against DPP-4 was constructed and used to develop predictive models using different machine-learning algorithms. Model M36 is the most promising one based on the internal and external performance showing values of Q2CV = 0.813, and Q2EXT = 0.803. The applicability domain evaluation and Tropsha\'s analysis were conducted to validate M36, indicating its robustness and accuracy in predicting pIC50 values for organic molecules within the established domain. The physicochemical properties of the ligands, including electronegativity, polarizability, and van der Waals volume were relevant to predict the inhibition process. The model was then employed in the virtual screening of potential DPP4 inhibitors, finding 448 compounds from the DrugBank and 9 from DiaNat with potential inhibitory activity. Molecular docking and molecular dynamics simulations were used to get insight into the ligand-protein interaction. From the screening and the favorable molecular dynamic results, several compounds including Skimmin (pIC50 = 3.54, Binding energy = -8.86 kcal/mol), bergenin (pIC50 = 2.69, Binding energy = -13.90 kcal/mol), and DB07272 (pIC50 = 3.97, Binding energy = -25.28 kcal/mol) seem to be promising hits to be tested and optimized in the treatment of T2DM. This results imply a important reduction in cost and time on the application of this drugs because all the information about the its metabolism is already available.
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    文章类型: Journal Article
    BACKGROUND: Onychomycosis is a fungal infection of the nail unit and one of the common nail diseases that occurs commonly in diabetic patients. It poses a threat of diabetic foot complications to diabetics and negatively affects the quality of life of the patients.
    OBJECTIVE: The overall aim of the study was to determine the prevalence and clinical features of onychomycosis in diabetics, as well as the spectrum of causative fungi in Nigeria as compared with age and sex-matched controls.
    METHODS: This was a hospital-based, comparative cross-sectional study. One hundred and fifty consecutive adult diabetics and 150 healthy controls (accompanied persons and staff) matched for age and sex were recruited from the Diabetic Clinics and the Dermatology Clinic of the University of Nigeria Teaching Hospital, Ituku-Ozalla. The participants were interviewed using a pre-tested structured questionnaire, nail scrapings were collected for fungal studies, and clippings for nail histopathology using Periodic Acid Schiff.
    RESULTS: The prevalence of onychomycosis among DM subjects was 45.3% vs. 35.3% in controls, which was not statistically significant (P value 0.078). Distal-lateral subungual onychomycosis was the most common clinical type in both study groups and presented mainly with nail discolouration, onycholysis, and subungual hyperkeratosis. The most common fungi isolated were dermatophytes (Trichophyton soudanense), non-dermatophytes (Aspergillus spp.), and Candida species (Candida albicans).
    CONCLUSIONS: Onychomycosis in diabetics is a very common nail disorder in the South-Eastern part of Nigeria with a high prevalence. The presence of foot ulcers was associated with onychomycosis in diabetics, and they were more likely to have non-dermatophytic onychomycosis.
    BACKGROUND: L\'onychomycose est une infection fongique de l\'unité de l\'ongle et l\'une des maladies des ongles les plus courantes chez les patients diabétiques. Elle pose une menace de complications du pied diabétique et affecte négativement la qualité de vie des patients.
    OBJECTIVE: L\'objectif général de l\'étude était de déterminer la prévalence et les caractéristiques cliniques de l\'onychomycose chez les diabétiques, ainsi que le spectre des champignons causaux au Nigeria par rapport à un groupe témoin apparié selon l\'âge et le sexe.
    UNASSIGNED: Il s\'agissait d\'une étude transversale comparative réalisée en milieu hospitalier. Cent cinquante diabétiques adultes consécutifs et 150 témoins sains (personnes accompagnatrices et personnel) appariés selon l\'âge et le sexe ont été recrutés dans les cliniques de diabète et la clinique de dermatologie de l\'Hôpital Universitaire du Nigeria à Ituku-Ozalla. Les participants ont été interrogés à l\'aide d\'un questionnaire structuré pré-testé, des échantillons de grattage d\'ongles ont été prélevés pour des études fongiques, et des échantillons pour l\'histopathologie des ongles utilisant l\'acide périodique de Schiff.
    UNASSIGNED: La prévalence de l\'onychomycose chez les sujets atteints de diabète était de 45,3 % contre 35,3 % chez les témoins, ce qui n\'était pas statistiquement significatif (valeur de p 0,078). L\'onychomycose sousunguéale distale-latérale était le type clinique le plus courant dans les deux groupes d\'étude et se manifestait principalement par une décoloration des ongles, une onycholyse et une hyperkératose sousunguéale. Les champignons les plus couramment isolés étaient les dermatophytes (Trichophyton soudanense), les non-dermatophytes (Aspergillus spp.) et les espèces de Candida (Candida albicans).
    CONCLUSIONS: L\'onychomycose chez les diabétiques est un trouble des ongles très courant dans le sud-est du Nigeria avec une prévalence élevée. La présence d\'ulcères du pied était associée à l\'onychomycose chez les diabétiques, et ils étaient plus susceptibles de présenter une onychomycose non-dermatophytique.
    UNASSIGNED: Onychomycose, Diabète sucré, Prévalence, Champignons, Nigeria.
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  • 文章类型: Journal Article
    目的:使用连续血糖监测(CGM)评估接受Roux-en-Y胃旁路术(RYGB)的2型糖尿病(T2DM)患者的血糖变异性(GV)。
    方法:这项前瞻性队列研究比较了14例接受RYGB的T2DM患者(n=7)和非T2DM患者(n=7)的CGM数据。六个月后,将这些患者与BMI相匹配的非手术对照组(n=7)进行比较,性别,和年龄为T2DM组。
    结果:14例患者接受了RYGB,平均BMI为46.9±5.3kg/m2,平均年龄为47.9±8.9岁;85%为女性。手术后6个月,总重量损失(TWL)为27.1±6.3%,组间无显著差异。无糖尿病患者的平均间质葡萄糖水平较低(81vs.94和98mg/dl,p<0.01)和较低的血糖管理指标(GMI)(5.2vs.5.6%和5.65%,p=0.01)与对照组和T2DM组相比,分别。仅糖尿病患者的变异系数(CV)显着增加(17%vs.26.7%,p<0.01)。两组都有(0%vs.2%,p=0.03)和无(3%与22%,p=0.03)T2DM在低葡萄糖(54-69mg/dL)下经历低于范围的时间增加。然而,无T2DM患者的发病时间明显减少(70-180mg/dL)(97%vs.78%,p=0.04)。
    结论:RYGB患者中CGM指标的显著差异表明手术后血糖变异性增加,低血糖持续时间较长,特别是在没有T2DM的患者中。
    OBJECTIVE: To evaluate glycemic variability (GV) using continuous glucose monitoring (CGM) in individuals with and without type 2 diabetes mellitus (T2DM) undergoing Roux-en-Y gastric bypass (RYGB).
    METHODS: This prospective cohort study compared the CGM data of fourteen patients with T2DM (n = 7) and without T2DM (n = 7) undergoing RYGB. After 6 months, these patients were compared to a non-operative control group (n = 7) matched by BMI, sex, and age to the T2DM group.
    RESULTS: Fourteen patients underwent RYGB, with a mean BMI of 46.9 ± 5.3 kg/m2 and an average age of 47.9 ± 8.9 years; 85% were female. After 6 months post-surgery, the total weight loss (TWL) was 27.1 ± 6.3%, with no significant differences between the groups. Patients without diabetes had lower mean interstitial glucose levels (81 vs. 94 and 98 mg/dl, p < 0.01) and lower glucose management indicator (GMI) (5.2 vs. 5.6 and 5.65%, p = 0.01) compared to the control and T2DM groups, respectively. The coefficient of variation (CV) significantly increased only in patients with diabetes (17% vs. 26.7%, p < 0.01). Both groups with (0% vs. 2%, p = 0.03) and without (3% vs. 22%, p = 0.03) T2DM experienced an increased time below range with low glucose (54-69 mg/dL). However, patients without T2DM had significantly less time in rage (70-180 mg/dL) (97% vs. 78%, p = 0.04).
    CONCLUSIONS: Significant differences in CGM metrics among RYGB patients suggest an increase in glycemic variability after surgery, with a longer duration of hypoglycemia, especially in patients without T2DM.
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  • 文章类型: Journal Article
    目标:本研究检查了潜在的意图(态度,动机和自我效能)和过去澳大利亚国家糖尿病周活动视频的意外(对糖尿病的污名化)后果。Further,根据参与者认为其分配的视频对糖尿病造成污名化的程度,对结局进行比较.
    方法:在此横截面中,十臂研究,参与者(有或没有糖尿病的成年人;1:2的比例)被随机分配观看八个存档糖尿病运动视频(干预)之一,或主动或被动控制组。曝光后,针对研究的量表测量了糖尿病的误解和严重性,一般和糖尿病风险降低动机和自我效能,以及对糖尿病视频污名化的看法。按条件比较分数(干预与控制)和竞选耻辱(最高与最低三元得分),分别按队列(有或没有糖尿病)。
    结果:样品包括n=1023,无糖尿病;n=510,有糖尿病(79%的2型糖尿病)。在不同条件下观察到的结果没有显着差异(干预与control),有一个例外:对一般自我效能感的适度影响在那些没有糖尿病。那些认为竞选耻辱很高的人(15%),相对于低污名(60%),报道了更多的糖尿病误解,较低的感知严重性和(仅在没有糖尿病的人群中)较低的一般动机,但较高的糖尿病风险降低动机。
    结论:尽管仅限于单次暴露,我们发现过去的糖尿病运动视频对糖尿病态度没有什么有意义的积极影响,行为意图或自我效能感。Further,竞选视频被少数人认为是污名化的--这是一种潜在的有害影响。这项新颖的研究对设计有影响,实施和评估未来的糖尿病运动。
    OBJECTIVE: This study examines potential intended (attitudes, motivation and self-efficacy) and unintended (stigmatisation of diabetes) consequences of past Australian National Diabetes Week campaign videos. Further, outcomes are compared by the extent to which participants perceived their allocated video as stigmatising diabetes.
    METHODS: In this cross-sectional, ten-arm study, participants (adults with or without diabetes; 1:2 ratio) were randomly allocated to view one of eight archival diabetes campaign videos (intervention), or either an active or passive control group. Post-exposure, study-specific scales measured diabetes Misconceptions and Seriousness, General and Diabetes Risk-Reduction Motivation and Self-efficacy, and perceptions of video Stigmatisation of diabetes. Scores were compared by condition (intervention vs. control) and by campaign Stigma (highest vs. lowest tertile score), separately by cohort (with or without diabetes).
    RESULTS: The sample included n = 1023 without diabetes; and n = 510 with diabetes (79% type 2 diabetes). No significant differences in outcomes were observed between conditions (intervention vs. control), with one exception: a modest effect on General Self-efficacy among those without diabetes only. Those perceiving high campaign Stigma (15%), relative to low Stigma (60%), reported significantly greater diabetes Misconceptions, lower perceived Seriousness and (among those without diabetes only) lower General Motivation but higher Diabetes Risk Reduction Motivation.
    CONCLUSIONS: Though limited to a single-exposure, we found little meaningful positive influence of past diabetes campaign videos on diabetes attitudes, behavioural intentions or self-efficacy. Further, campaign videos were perceived as stigmatising by a minority-a potential harmful impact. This novel study has implications for the design, implementation and evaluation of future diabetes campaigns.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    青光眼仍然是长期失明的主要原因。虽然已知糖尿病(DM)和高血压(HTN)会影响青光眼,可能涉及年龄和性别等其他因素。在这项回顾性研究中,我们的目的是调查年龄之间的关联,性别,DM,HTN,和青光眼的风险。我们采用了使用200×200像素光学立方体进行的光学相干断层扫描(OCT)(CirrusHDOCT6000,版本10.0;CarlZeissMeditec,都柏林,CA,美国)。忽略了低测试信号所掩盖的影响。数据来自1337名患者。其中,218和402名患者患有DM和HTN,分别,133(10%)同时表现出来。基于性别的比较显示,女性的视网膜神经纤维层(RNFL)和神经节细胞内网状层(GCIPL)厚度稍大。没有DM和HTN的患者主要在50和60岁,而DM和HTN在60岁和70岁的患者中最为普遍。在大多数患者中,RNFL和GCIPL厚度均随年龄增长而降低。研究表明,老年人比年轻人更容易患青光眼,DM和HTN患者的发病率较高,RNFL和GCIPL厚度降低。此外,在年龄增长之前的早期发现可以提供有价值的预防见解。
    Glaucoma remains the primary cause of long-term blindness. While diabetes mellitus (DM) and hypertension (HTN) are known to influence glaucoma, other factors such as age and sex may be involved. In this retrospective study, we aimed to investigate the associations between age, sex, DM, HTN, and glaucoma risk. We employed optical coherence tomography (OCT) conducted using a 200 × 200-pixel optic cube (Cirrus HD OCT 6000, version 10.0; Carl Zeiss Meditec, Dublin, CA, USA). Effects obscured by low-test signals were disregarded. Data were amassed from 1337 patients. Among them, 218 and 402 patients had DM and HTN, respectively, with 133 (10%) exhibiting both. A sex-based comparison revealed slightly greater retinal nerve fiber layer (RNFL) and ganglion cell-inner plexiform layer (GCIPL) thickness in females. Patients without DM and HTN were predominantly in their 50 s and 60 s, whereas DM and HTN were most prevalent in those in their 60 s and 70 s. Both RNFL and GCIPL thicknesses decreased with advancing age in most patients. The study revealed that older individuals were more prone to glaucoma than younger individuals, with a higher incidence among patients with DM and HTN and reduced RNFL and GCIPL thicknesses. Furthermore, early detection before advancing age could furnish valuable preventive insights.
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  • 文章类型: Journal Article
    血液中的葡萄糖水平是通过侵入性方法测量的,导致患者不适,在获得样品的区域失去灵敏度,和治疗问题。这篇文章涉及的设计,实施,和评估具有ESP-WROOM-32D微控制器的设备,并应用近红外光谱技术,该技术使用在830nm和940nm之间传输的二极管阵列来测量血液中的葡萄糖水平。此外,该系统为每位患者提供了一个监测和控制糖尿病的网页;该网页托管在带有MySQL数据库的本地Linux服务器上。该测试是在年龄范围为35至85岁的120人中进行的;每个人使用传统方法进行两次样本收集,使用非侵入性方法进行两次样本收集。开发的设备符合美国糖尿病协会建立的范围:相对于传统的血糖测量设备,测量误差幅度接近3%。该研究的目的是设计和评估一种使用非侵入性技术测量血糖水平的设备。这涉及构建一个非侵入性血糖仪原型,然后在一组糖尿病患者中进行评估。
    The glucose level in the blood is measured through invasive methods, causing discomfort in the patient, loss of sensitivity in the area where the sample is obtained, and healing problems. This article deals with the design, implementation, and evaluation of a device with an ESP-WROOM-32D microcontroller with the application of near-infrared photospectroscopy technology that uses a diode array that transmits between 830 nm and 940 nm to measure glucose levels in the blood. In addition, the system provides a webpage for the monitoring and control of diabetes mellitus for each patient; the webpage is hosted on a local Linux server with a MySQL database. The tests are conducted on 120 people with an age range of 35 to 85 years; each person undergoes two sample collections with the traditional method and two with the non-invasive method. The developed device complies with the ranges established by the American Diabetes Association: presenting a measurement error margin of close to 3% in relation to traditional blood glucose measurement devices. The purpose of the study is to design and evaluate a device that uses non-invasive technology to measure blood glucose levels. This involves constructing a non-invasive glucometer prototype that is then evaluated in a group of participants with diabetes.
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  • 文章类型: Journal Article
    糖尿病已成为全球健康危机,影响约5.37亿成年人。保持血糖需要仔细观察饮食,身体活动,并在必要时坚持药物治疗。从历史上看,饮食监测涉及保存食物日记;然而,这个过程可能是劳动密集型的,和食物的回忆可能会引入错误。食品图像识别系统(FIRS)等自动化技术可以利用计算机视觉和移动摄像头来减轻日记的负担并改善饮食跟踪。这些工具提供各种水平的饮食分析,并为改善膳食的营养质量提供了进一步的建议。当前的研究是对基于移动计算机视觉的食物分类方法的系统回顾,体积估算,和营养估算。对过去二十年发表的相关文章进行了评估,并探讨了与FIRS相关的未来方向和问题。
    Diabetes has emerged as a worldwide health crisis, affecting approximately 537 million adults. Maintaining blood glucose requires careful observation of diet, physical activity, and adherence to medications if necessary. Diet monitoring historically involves keeping food diaries; however, this process can be labor-intensive, and recollection of food items may introduce errors. Automated technologies such as food image recognition systems (FIRS) can make use of computer vision and mobile cameras to reduce the burden of keeping diaries and improve diet tracking. These tools provide various levels of diet analysis, and some offer further suggestions for improving the nutritional quality of meals. The current study is a systematic review of mobile computer vision-based approaches for food classification, volume estimation, and nutrient estimation. Relevant articles published over the last two decades are evaluated, and both future directions and issues related to FIRS are explored.
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