Invasive blood pressure

有创血压
  • 文章类型: Journal Article
    背景:这项研究旨在评估踝关节血压测量与侧卧位有创血压相关的准确性。
    方法:这项前瞻性观察研究纳入了在侧卧位全身麻醉下择期非心脏手术的成年患者。使用GECarescapeB650监测仪在侧卧位记录成对的桡动脉有创和踝关节无创血压读数。主要结果是踝关节平均动脉压(MAP)检测低血压(MAP<70mmHg)的能力,使用受试者工作特征曲线下面积(AUC)分析。次要结果是踝关节收缩压(SBP)检测高血压(SBP>140mmHg)的能力以及偏倚(有创测量-无创测量),并使用Bland-Altman分析在两种方法之间达成一致。
    结果:我们分析了来自30例患者的415个配对读数。踝关节MAP检测低血压的AUC(95%置信区间[CI])为0.88(0.83-0.93)。踝关节MAP≤86mmHg的阴性和阳性预测值(95%CI)为99(97-100)%和21(15-29)%,分别,用于检测低血压。踝关节SBP检测高血压的AUC(95%CI)为0.83(0.79-0.86),阴性和阳性预测值(95%CI)为95(92-97)%和36(26-46)%,分别,截止值>144mmHg。两种方法之间的平均偏差为SBP的-12±17,3±12和-1±11mmHg,舒张压,还有MAP,分别。
    结论:在侧卧位全身麻醉的患者中,踝关节血压测量值与相应的侵入性测量值不可互换.然而,踝关节MAP>86mmHg可以排除低血压,准确率为99%,踝关节SBP<144mmHg可以排除高血压,准确率为95%。
    BACKGROUND: This study aimed to evaluate the accuracy of ankle blood pressure measurements in relation to invasive blood pressure in the lateral position.
    METHODS: This prospective observational study included adult patients scheduled for elective non-cardiac surgery under general anesthesia in the lateral position. Paired radial artery invasive and ankle noninvasive blood pressure readings were recorded in the lateral position using GE Carescape B650 monitor. The primary outcome was the ability of ankle mean arterial pressure (MAP) to detect hypotension (MAP < 70 mmHg) using area under the receiver operating characteristic curve (AUC) analysis. The secondary outcomes were the ability of ankle systolic blood pressure (SBP) to detect hypertension (SBP > 140 mmHg) as well as bias (invasive measurement - noninvasive measurement), and agreement between the two methods using the Bland-Altman analysis.
    RESULTS: We analyzed 415 paired readings from 30 patients. The AUC (95% confidence interval [CI]) of ankle MAP for detecting hypotension was 0.88 (0.83-0.93). An ankle MAP of ≤ 86 mmHg had negative and positive predictive values (95% CI) of 99 (97-100)% and 21 (15-29)%, respectively, for detecting hypotension. The AUC (95% CI) of ankle SBP to detect hypertension was 0.83 (0.79-0.86) with negative and positive predictive values (95% CI) of 95 (92-97)% and 36 (26-46)%, respectively, at a cutoff value of > 144 mmHg. The mean bias between the two methods was - 12 ± 17, 3 ± 12, and - 1 ± 11 mmHg for the SBP, diastolic blood pressure, and MAP, respectively.
    CONCLUSIONS: In patients under general anesthesia in the lateral position, ankle blood pressure measurements are not interchangeable with the corresponding invasive measurements. However, an ankle MAP > 86 mmHg can exclude hypotension with 99% accuracy, and an ankle SBP < 144 mmHg can exclude hypertension with 95% accuracy.
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  • 文章类型: Journal Article
    腹腔镜卵巢切除术在全身麻醉下计划在10岁,146kg,显然健康的雌性非洲狮子(Pantheraleo)。狮子通过含有咪达唑仑(0.033mg/kg)的肌内飞镖固定,美托咪定(50µg/kg)和氯胺酮(2.5mg/kg),并且使用气管内导管(16mm内径)进行插管。使用七氟醚维持麻醉(潮气末浓度为0.9-2.1%),以恒定速率输注(CRI)与瑞芬太尼(0.1µg/kg/min)和氯胺酮(11µg/kg/min)联合使用,Hartmann溶液(5mL/kg/hr)。手术进行时生命体征稳定,但出现低血压(平均动脉血压55mmHg),需要多巴酚丁胺治疗.通过将多巴酚丁胺从5µg/kg/min调节至0.2至0.3µg/kg/min,可以有效控制低血压。这种情况表明,该范围内的剂量可能在临床上对狮子的麻醉低血压有用。
    Laparoscopic ovariectomy under general anesthesia was planned in a 10-year-old, 146 kg, apparently healthy female African lion (Panthera leo). The lion was immobilized via intramuscular darts containing midazolam (0.033 mg/kg), medetomidine (50 µg/kg) and ketamine (2.5 mg/kg), and intubated using an endotracheal tube (16 mm internal diameter). The anesthesia was maintained using sevoflurane (0.9-2.1% end-tidal concentration), in combination with remifentanil (0.1 µg/kg/min) and ketamine (11 µg/kg/min) at a constant rate infusion (CRI), with Hartmann\'s solution (5 mL/kg/hr). Surgery was conducted with stable vital signs, but hypotension (mean arterial blood pressure 55 mmHg) developed, requiring dobutamine treatment. The hypotension was effectively controlled by adjusting dobutamine from 5 µg/kg/min to 0.2 to 0.3 µg/kg/min. This case suggests possibilities that dosages in this range can be clinically useful for peri-anesthetic hypotension in lions.
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  • 文章类型: Journal Article
    背景:职业和环境暴露于重铬酸钾(PDC)(K2Cr2O7)等铬化合物已成为通过凋亡引起肾脏疾病的潜在病因,和炎症反应。研究了已知的强效抗氧化剂,例如尼可地尔(NIC)和/或己酮可可碱(PTX)在PDC治疗的大鼠中可能的肾保护作用。
    方法:雄性Wistar大鼠40只,PDC组,NIC+PDC,PTX+PDC组,和组合+PDC组。肾毒性进行了组织病理学和生化评估。有创血压,肾功能参数尿素,肌酐,尿酸和白蛋白,肾小球滤过率标志物Cys-C,Kim-1和NGAL,炎症标志物IL-1β,IL-6,TNF-α,TGF-β,COX-II,p38MAPK,NF-κB和TLR4,氧化应激SOD,GSH,MDA,MPO,评估HO-1和Nrf2以及凋亡介质Notch1和PCNA。此外,肾皮质组织病理学也进行了分析。
    结果:PDC导致肾损伤指标显著增加,肾功能参数,有创血压,氧化应激,和炎症标志物。通过将PDC与/或NIC和PTX共同施用,它们显着减少。NIC和PTX组合方案显示出比单独使用的任一药物更显著的改善。我们的结果证明了NIC的肾保护作用,PTX,以及它们通过抑制氧化应激对PDC诱导的肾损伤的联合方案,凋亡,和炎症反应。
    结论:通过增强MAPK/Nrf2/HO-1和抑制Notch1/TLR4/NF-κB信号通路来实现PDC损伤的肾脏恢复。这项研究强调了NIC和PTX作为改善PDC毒性患者肾毒性的有效干预措施的作用。
    BACKGROUND: Occupational and environmental exposure to chromium compounds such as potassium dichromate (PDC) (K2Cr2O7) has emerged as a potential aetiologic cause for renal disease through apoptotic, and inflammatory reactions. The known potent antioxidants such as nicorandil (NIC) and/or pentoxifylline (PTX) were studied for their possible nephroprotective effect in PDC-treated rats.
    METHODS: Forty male Wistar rats were divided into five groups; control, PDC group, NIC+PDC, PTX+PDC group, and combination+PDC group. Nephrotoxicity was evaluated histopathologically and biochemically. Invasive blood pressure, renal function parameters urea, creatinine, uric acid and albumin, glomerular filtration rate markers Cys-C, Kim-1 and NGAL, inflammatory markers IL-1β, IL-6, TNF-α, TGF-β, COX-II, p38MAPK, NF-κB and TLR4, oxidative stress SOD, GSH, MDA, MPO, HO-1 and Nrf2 and apoptotic mediators Notch1 and PCNA were evaluated. Besides, renal cortical histopathology was assayed as well.
    RESULTS: PDC led to a considerable increase in indicators for kidney injury, renal function parameters, invasive blood pressure, oxidative stress, and inflammatory markers. They were markedly reduced by coadministration of PDC with either/or NIC and PTX. The NIC and PTX combination regimen showed a more significant improvement than either medication used alone. Our results demonstrated the nephroprotective effect of NIC, PTX, and their combined regimen on PDC-induced kidney injury through suppression of oxidative stress, apoptosis, and inflammatory response.
    CONCLUSIONS: Renal recovery from PDC injury was achieved through enhanced MAPK/Nrf2/HO-1 and suppressed Notch1/TLR4/NF-κB signaling pathways. This study highlights the role of NIC and PTX as effective interventions to ameliorate nephrotoxicity in patients undergoing PDC toxicity.
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  • 文章类型: Journal Article
    背景:妊娠肥胖患者可能有无创血压(NIBP)测量受损。我们通过有创动脉监测(INV)和手臂NIBP评估了ClearSight™指套(FC)的准确性和趋势能力,在剖宫产的肥胖患者中。
    方法:参与者年龄≥18岁,妊娠≥34周,体重指数(BMI)≥40kgm-2。FC,INV,和NIBP测量值在5分钟间隔内获得。主要结果是FC测量值与参考标准INV的测量值一致,使用修改过的Bland-Altman地块.次要结果包括FC和NIBP之间的比较以及NIBP与INV之间的比较,使用四象限图报告不一致率并评估趋势能力。
    结果:23名参与者的中位数(IQR)BMI为45kgm-2(44-48)。当比较FC和INV时,平均偏差(SD,收缩压(SBP)的95%一致性界限为16mmHg(17,-17.3至49.3mmHg),对于舒张压(DBP)-0.2mmHg(10.5,-20.7至20.3),平均动脉压(MAP)5.2mmHg(11.1,-16.6至27.0mmHg)。SBP有54对(26%)不一致,DBP为41(23%),MAP为41(21.7%)。误差网格分析显示,A区(无风险区)SBP读数为92.1%。比较NIBP和INV时,SBP的平均偏倚(95%一致界限)为13.0mmHg(16.7,-19.7至29.3),对于DBP5.9mmHg(11.9,-17.4至42.0),MAP为8.2mmHg(11.9,-15.2至31.6)。SBP出现不一致(209人中有84人,40.2%),DBP(187人中的74人,39.6%),和MAP(191人中的63人,33.0%)。
    结论:FC和NIBP技术与INV没有足够的一致性。FC的趋势能力优于NIBP。临床上重要的差异可能发生在灌注依赖性胎儿的设置中。
    BACKGROUND: Pregnant patients with obesity may have compromised noninvasive blood pressure (NIBP) measurement. We assessed the accuracy and trending ability of the ClearSight™ finger cuff (FC) with invasive arterial monitoring (INV) and arm NIBP, in obese patients having cesarean delivery.
    METHODS: Participants were aged ≥18 years, ≥34 weeks gestation, and body mass index (BMI) ≥ 40 kg m-2. FC, INV, and NIBP measurements were obtained across 5-min intervals. The primary outcome was agreement of FC measurements with those of the reference standard INV, using modified Bland-Altman plots. Secondary outcomes included comparisons between FC and NIBP and NIBP versus INV, with four-quadrant plots performed to report discordance rates and evaluate trending ability.
    RESULTS: Twenty-three participants had a median (IQR) BMI of 45 kg m-2 (44-48). When comparing FC and INV the mean bias (SD, 95% limits of agreement) for systolic blood pressure (SBP) was 16 mmHg (17, -17.3 to 49.3 mmHg), for diastolic blood pressure (DBP) -0.2 mmHg (10.5, -20.7 to 20.3), and for mean arterial pressure (MAP) 5.2 mmHg (11.1, -16.6 to 27.0 mmHg). Discordance occurred in 54 (26%) pairs for SBP, 41 (23%) for DBP, and 41 (21.7%) for MAP. Error grid analysis showed 92.1% of SBP readings in Zone A (no-risk zone). When comparing NIBP and INV, the mean bias (95% limits of agreement) for SBP was 13.0 mmHg (16.7, -19.7 to 29.3), for DBP 5.9 mmHg (11.9, -17.4 to 42.0), and for MAP 8.2 mmHg (11.9, -15.2 to 31.6). Discordance occurred in SBP (84 of 209, 40.2%), DBP (74 of 187, 39.6%), and MAP (63 of 191, 33.0%).
    CONCLUSIONS: The FC and NIBP techniques were not adequately in agreement with INV. Trending capability was better for FC than NIBP. Clinically important differences may occur in the setting of the perfusion-dependent fetus.
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  • 文章类型: Observational Study
    这项研究旨在使用有创血压作为参考标准来评估儿童踝部示波血压测量的准确性。这项前瞻性观察性研究包括接受非心脏手术的儿童。获得成对的径向有创和踝关节无创血压测量。Delta血压计算为两个连续读数之间的差异。主要结果是使用Bland-Altman分析的两种方法之间的平均偏倚和一致性。如果两种方法之间的平均偏差≤5±8mmHg,则满足ISO标准。其他结果包括使用四象限图的踝关节血压趋势能力和使用受试者工作特征曲线下面积(AUC)分析的踝关节测量检测低血压的准确性。我们分析了86名儿童的683个配对读数。两种收缩压方法之间的平均偏差,舒张压,和平均血压(收缩压,DBP,MAP)分别为-7.2±10.7、4.5±12.8和-1.8±8.2mmHg,分别。踝关节血压的符合率为72%,71%,三角洲SBP为77%,DBP和MAP,分别。踝关节MAP检测低血压的AUC(95%置信区间)为0.91(0.89-0.93),在临界值≤70mmHg时,阴性预测值为100%,我们得出的结论是,在接受非心脏手术的儿科人群中,踝关节血压与相应的侵入性读数不可互换,与SBP和DBP相比,踝关节MAP偏倚最小.踝关节MAP>70mmHg可以排除低血压,阴性预测值为100%。
    This study aimed to evaluate the accuracy of oscillometric blood pressure measurement at the ankle in children using invasive blood pressure as reference standard. This prospective observational study included children undergoing noncardiac surgery. Paired radial invasive and ankle non-invasive blood pressure measurements were obtained. Delta blood pressure was calculated as the difference between two consecutive readings. The primary outcome was the mean bias and agreement between the two methods using the Bland-Altman analysis. The ISO standard was fulfilled if the mean bias between the two methods was ≤ 5 ± 8 mmHg. Other outcomes included the trending ability of ankle blood pressure using the four-quadrant plot and the accuracy of ankle measurement to detect hypotension using area under receiver operating characteristic curve (AUC) analysis. We analyzed 683 paired readings from 86 children. The mean bias between the two methods for systolic, diastolic, and mean blood pressure (SBP, DBP, MAP) was - 7.2 ± 10.7, 4.5 ± 12.8, and - 1.8 ± 8.2 mmHg, respectively. The concordance rate of ankle blood pressure was 72%, 71%, and 77% for delta SBP, DBP and MAP, respectively. The AUC (95% confidence interval) for ankle MAP ability to detect hypotension was 0.91 (0.89-0.93) with negative predictive value of 100% at cut-off value ≤ 70 mmHg, We concluded that in pediatric population undergoing noncardiac surgery, ankle blood pressure was not interchangeable with the corresponding invasive readings with the ankle MAP having the least bias compared to SBP and DBP. An ankle MAP > 70 mmHg can exclude hypotension with negative predictive value of 100%.
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  • 文章类型: Journal Article
    未经证实:败血症生存运动指南建议在败血症性休克患者中使用有创血压(IBP)测量,没有指定与感染性休克严重程度相关的首选动脉部位的准确性。这项研究的目的是确定感染性休克患者股动脉和桡动脉部位之间的平均动脉压(MAP)梯度。
    UNASSIGNED:这项前瞻性研究是在一所大学医院的20张病床的ICU中进行的。在接受去甲肾上腺素(≥0.1μg/kg/min)的脓毒性休克患者中,同时测量股动脉和桡动脉部位的MAP,对接受高剂量去甲肾上腺素(≥0.3μg/kg/min)的患者进行预先计划的亚组分析。
    未经证实:研究的所有80名患者的去甲肾上腺素剂量中位数,包括59个高剂量患者,为0.4(0.28-0.7)μg/kg/min。总的来说,同时测量股动脉和桡动脉部位的MAP(mmHg)产生的平均(95%CI)MAP值分别为81(79-83)和78(76-80),分别,平均差为3.3(2.67-3.93),p<0.001。在Bland-Altman对MAP测量值的分析中,对于总体和高剂量队列,检测到的效应大小分别为1.14和1.04,分别,这表明在两个动脉部位中的每个部位进行的测量之间存在显着差异。Pearson相关系数表明,在接受高剂量去甲肾上腺素的患者中,MAP梯度与去甲肾上腺素剂量之间存在微弱但具有统计学意义的相关性(r=0.289;p=0.026;95%CI0.036-0.508)。
    未经证实:在脓毒性休克患者中,股骨部位的MAP读数高于桡骨部位,特别是那些接受高剂量去甲肾上腺素的人。
    未经评估:[ClinicalTrials.gov],标识符[NCT03475667]。
    UNASSIGNED: The guidelines of the Surviving Sepsis Campaign suggest using invasive blood pressure (IBP) measurement in septic shock patients, without specifying for a preferred arterial site for accuracy in relation to the severity of septic shock. The objective of this study was to determine the mean arterial pressure (MAP) gradient between the femoral and radial artery sites in septic shock patients.
    UNASSIGNED: This prospective study was carried out at a 20-bed ICU in a university hospital. Simultaneous MAP measurements at femoral and radial arterial sites were obtained in septic shock patients receiving norepinephrine (≥0.1 μg/kg/min), with a pre-planned subgroup analysis for those receiving a high dose of norepinephrine (≥0.3 μg/kg/min).
    UNASSIGNED: The median norepinephrine dose across all 80 patients studied, including 59 patients on a high dose, was 0.4 (0.28-0.7) μg/kg/min. Overall, simultaneous measurement of MAP (mmHg) at the femoral and radial arterial sites produced mean (95% CI) MAP values of 81 (79-83) and 78 (76-80), respectively, with a mean difference of 3.3 (2.67-3.93), p < 0.001. In Bland-Altman analysis of MAP measurements, the detected effect sizes were 1.14 and 1.04 for the overall and high-dose cohorts, respectively, which indicates a significant difference between the measurements taken at each of the two arterial sites. The Pearson correlation coefficient indicated a weak but statistically significant correlation between MAP gradient and norepinephrine dose among patients receiving a high dose of norepinephrine (r = 0.289; p = 0.026; 95% CI 0.036-0.508).
    UNASSIGNED: In septic shock patients, MAP readings were higher at the femoral site than at the radial site, particularly in those receiving a high dose of norepinephrine.
    UNASSIGNED: [ClinicalTrials.gov], identifier [NCT03475667].
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  • 文章类型: Journal Article
    UNASSIGNED:非侵入性估计中心血压(BP)可能比肱血压具有更好的预后价值。中心血压的准确性在某些人群中是有限的,例如女性和老年人。这项研究旨在检查临床和血液动力学参数的中心BP统计模型是否会提高准确性。
    UNASSIGNED:本研究是对500例接受心导管插入术的患者进行的横断面分析。同时测量非侵入性臂袖和中央BP以达到侵入性主动脉收缩压(AoSBP)。针对肱动脉收缩压(SBP)和舒张压(I型校准;C1SBP)或肱动脉平均和舒张压(II型校准;C2SBP)校准中心BP。使用临床和血液动力学参数,用线性回归模型评估中心SBP和相应AoSBP之间的差异。然后将这些参数添加到调整模型中的C1SBP和C2SBP中以预测AoSBP。在总体人口以及每个年龄或性别阶层中计算准确性和精确度。
    未经评估:C1SBP低估了AoSBP11.2mmHg(±13.5),C2SBP高估了其6.2mmHg(±14.8)。估计的SBP扩增和心率是C1-和C2-AoSBP准确性的最大预测因子,分别。统计建模提高了准确性(0.0mmHg)和精度(±11.4),但更重要的是,消除了不同性别和年龄组的准确性差异。
    UNASSIGNED:统计建模大大提高了中心血压测量的准确性,并消除了基于性别和年龄的差异。这些因素可以容易地在中央BP设备中实现,以提高它们的准确性。
    UNASSIGNED: Non-invasive estimation of central blood pressure (BP) may have better prognostic value than brachial BP. The accuracy of central BP is limited in certain populations, such as in females and the elderly. This study aims to examine whether statistical modeling of central BP for clinical and hemodynamic parameters results in enhanced accuracy.
    UNASSIGNED: This study is a cross-sectional analysis of 500 patients who underwent cardiac catheterization. Non-invasive brachial cuff and central BP were measured simultaneously to invasive aortic systolic BP (AoSBP). Central BP was calibrated for brachial systolic (SBP) and diastolic BP (Type I calibration; C1SBP) or brachial mean and diastolic BP (Type II calibration; C2SBP). Differences between central SBP and the corresponding AoSBP were assessed with linear regression models using clinical and hemodynamic parameters. These parameters were then added to C1SBP and C2SBP in adjusted models to predict AoSBP. Accuracy and precision were computed in the overall population and per age or sex strata.
    UNASSIGNED: C1SBP underestimated AoSBP by 11.2 mmHg (±13.5) and C2SBP overestimated it by 6.2 mmHg (±14.8). Estimated SBP amplification and heart rate were the greatest predictors of C1- and C2-AoSBP accuracies, respectively. Statistical modeling improved both accuracy (0.0 mmHg) and precision (±11.4) but more importantly, eliminated the differences of accuracy seen in different sex and age groups.
    UNASSIGNED: Statistical modeling greatly enhances the accuracy of central BP measurements and abolishes sex- and age-based differences. Such factors could easily be implemented in central BP devices to improve their accuracy.
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  • 文章类型: Journal Article
    校准影响中心血压(BP)估计准确性。影响无创中心血压测量准确性的因素,实施的校准方法类型(收缩压/舒张压或平均/舒张压),和使用的BP测量设备的类型(使用传递函数法的设备,从颈动脉直接测量,和类似传递函数的方法),被调查了。招募了50名没有明显心脏病的参与者(年龄为62.4±8.9岁)。测量有创主动脉和桡动脉血压。同时,使用三种类型的装置测量非侵入性中枢BP.平均有创主动脉血压为127±19/95±14mmHg。非侵入性中枢BP倾向于略低于侵入性BP,但没有统计学意义。校准方法的类型对无创cSBP测量没有显着影响(p≥0.24)。基于袖带的设备的结果显着低于侵入性测量(p=0.04)。多元回归分析表明,性别与非侵入性cSBP测量的准确性显着相关。总之,非侵入性cSBP测量与侵入性测量相当,但可能低估了真实的cSBP.设备的类型可能会影响测量的准确性。两种校准方法中的任一种都是可接受的。
    Calibration affects central blood pressure (BP) estimation accuracy. Factors influencing the accuracy of noninvasive central BP measurement, type of calibration method implemented (systolic/diastolic BP or mean/diastolic BP), and type of BP measurement device used (devices using the transfer function method, directly measurement from the carotid artery, and the transfer function-like method), were investigated. Fifty participants (aged 62.4 ± 8.9 years) without overt heart diseases were recruited. Invasive aortic and radial BP was measured. Simultaneously, noninvasive central BP was measured using three types of devices. The mean invasive aortic BP was 127 ± 19/95 ± 14 mmHg. Noninvasive central BP tended to be slightly lower than invasive BP, though without statistical significance. The type of calibration method did not significantly influence the noninvasive cSBP measurements (p ≥ 0.24). Results from cuff-based devices were significantly lower than invasive measurements (p = 0.04). Multiple regression analyses showed that gender was significantly correlated with the accuracy of noninvasive cSBP measurement. In conclusion, noninvasive cSBP measurements are comparable to invasive measurements but might underestimate true cSBP. The type of device may affect the accuracy of measurement. Either of the two calibration methods is acceptable.
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  • 文章类型: Journal Article
    动脉低血压与术后并发症的发生率有关。如心肌梗死或急性肾损伤。很少有研究对低血压的实时预测,尽管已经进行了许多研究来调查影响低血压事件的因素。与当前检测高风险患者的诊断相比,此预测问题非常具有挑战性。指定事件发生时间的预测问题比不指定事件时间的预测问题更具挑战性。在这项工作中,我们提前5分钟挑战预测问题。为此,我们的目标是建立一个系统的特征工程方法,无论生命体征物种如何都适用,以及基于这些功能的机器学习模型,用于在低血压前5分钟进行实时预测。提出的特征提取模型包括统计分析,峰值分析,变化分析,和频率分析。在对有创血压(IBP)应用特征工程后,我们建立了一个随机森林模型来区分低血压事件和其他正常样本.我们的模型预测低血压事件的准确性为0.974,精度为0.904,召回率为0.511。
    Arterial hypotension is associated with incidence of postoperative complications, such as myocardial infarction or acute kidney injury. Little research has been conducted for the real-time prediction of hypotension, even though many studies have been performed to investigate the factors which affect hypotension events. This forecasting problem is quite challenging compared to diagnosis that detects high-risk patients at current. The forecasting problem that specifies when events occur is more challenging than the forecasting problem that does not specify the event time. In this work, we challenge the forecasting problem in 5 min advance. For that, we aim to build a systematic feature engineering method that is applicable regardless of vital sign species, as well as a machine learning model based on these features for real-time predictions 5 min before hypotension. The proposed feature extraction model includes statistical analysis, peak analysis, change analysis, and frequency analysis. After applying feature engineering on invasive blood pressure (IBP), we build a random forest model to differentiate a hypotension event from other normal samples. Our model yields an accuracy of 0.974, a precision of 0.904, and a recall of 0.511 for predicting hypotensive events.
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  • 文章类型: Journal Article
    准确测量血压(BP)在管理患病的早产儿中极为重要。这项研究的主要目的是比较无创血压测量(NIBP)与使用外周动脉插管(PAC)的有创血压测量(IBP)在新生儿重症监护病房中<37周的早产儿。
    前瞻性地将需要PAC的早产儿纳入研究。在与外周动脉线相同的肢体中进行NIBP测量。最初使用相同的监测器记录IBP,然后在1分钟内记录NIBP。这些被称为成对测量,因为它们在彼此的1分钟内进行。
    在最终分析中纳入了73名早产儿和1703个配对测量值(中位胎龄32周,IQR30-34周,中位出生体重1540克,IQR1160-2100g)。在未接受血管活性剂的早产儿中(n=51,1428配对测量,Bland-Altman分析有创平均血压(MBP)和无创平均血压之间的一致性显示偏差为-2.9123mmHg(SD7.8074)。95%的协议限值为-18.2157至12.3893mmHg。在低血压的早产儿中,我们检测到侵入性MBP和非侵入性MBP之间的偏差为-3.9176mmHg(SD5.1135).95%的一致性限值为-13.9401至6.1048mmHg。在接受血管活性剂的血压正常的早产儿中,我们检测到侵入性MBP和非侵入性MBP之间的偏差为-0.7629mmHg(SD8.0539)。95%的一致性限值为-16.5485至15.02274mmHg。
    在患病的早产儿中,IBP和NIBP测量值之间的一致性较差,导致高估或低估血压。与收缩期BP测量相比,平均BP测量值的偏倚较小,与低血压新生儿相比,血压正常的新生儿的偏倚也较小。因此,NIBP可用作血流动力学稳定的早产儿的筛查方法。但血流动力学不稳定且需要开始使用血管活性药物的婴儿应进行IBP监测.
    Accurate measurement of blood pressure (BP) is extremely important in the management of sick preterm newborns. The primary objective of this study was to compare non-invasive blood pressure measurement (NIBP) with invasive blood pressure measurement (IBP) using peripheral arterial cannulation (PAC) in preterm neonates < 37 weeks in the neonatal intensive care unit.
    Preterm neonates needing PAC were prospectively enrolled in the study. NIBP measurements were taken in the same limb as that of peripheral arterial line. Initially IBP was recorded followed by NIBP within 1 min using the same monitor. These were called as paired measurements since they are taken within 1 min of each other.
    Seventy-three preterm infants with 1703 paired measurements were included in the final analysis (median gestational age 32 weeks, IQR 30-34 weeks, median birth weight 1540 g, IQR 1160-2100 g). In preterm infants not receiving vasoactive agents (n = 51, 1428 paired measurements, Bland-Altman analysis for agreement between invasive mean blood pressure (MBP) and non-invasive mean BP revealed a bias of -2.9123 mmHg (SD 7.8074). The 95% limits of agreement were from -18.2157 to 12.3893 mmHg. In preterm infants with hypotension, we detected a bias of -3.9176 mmHg (SD 5.1135) between invasive MBP and non-invasive MBP. The 95% limits of agreement were from -13.9401 to 6.1048 mmHg. In normotensive preterm infants receiving vasoactive agents, we detected a bias of -0.7629 mmHg (SD 8.0539) between invasive MBP and non-invasive MBP. The 95% limits of agreement were from -16.5485 to 15.02274 mmHg.
    There is poor level of agreement between IBP and NIBP measurements in sick preterm neonates, leading to overestimation or underestimation of blood pressure. The bias was less for mean BP measurements as compared with systolic BP measurements and also for normotensive neonates as compared with hypotensive neonates. Hence, NIBP may be used as a screening method in haemodynamically stable preterm infants, but infants who are haemodynamically unstable and need to be commenced on vasoactive agents should have IBP monitoring.
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