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Orbital angular momentum (OAM) has the characteristics of mutual orthogonality between modes, and has been applied to underwater wireless optical communication (UWOC) systems to increase the channel capacity. In this work, we propose a diffractive deep neural network (DDNN) based OAM mode recognition scheme, where the DDNN is trained to capture the features of the intensity distribution of the OAM modes and output the corresponding azimuthal indices and radial indices. The results show that the proposed scheme can recognize the azimuthal indices and radial indices of the OAM modes accurately and quickly. In addition, the proposed scheme can resist weak oceanic turbulence (OT), and exhibit excellent ability to recognize OAM modes in a strong OT environment. The DDNN-based OAM mode recognition scheme has potential applications in UWOC systems.

Objectives: To investigated the relationships between procalcitonin (PCT) and disseminated intravascular coagulation (DIC) during septic shock. Methods: A retrospective study was performed, which included septic shock patients admitted into intensive care unit (ICU) from January 1, 2015 to December 31, 2018. DIC was defined as international society of thrombosis and homeostasis criteria (ISTH≥5). PCT was based on the first value after admission into ICU and the routine biochemical coagulation data based on the worst value extracted from electronic medical records within 24 hours on admission into ICU.Results: Among 2156 patients screened, 164 patients with septic shock were included in the finally analysis and 35.4% (58/164) of whom developed DIC after admission. PCT level was significantly higher in septic shock patients who developed DIC than those who did not (54.6[13.6-200] vs12.6[2.4-53.3] ng/ml, P Conclusions: Our data suggest that PCT level over 42.1ng/ml on admission is associated with DIC during septic shock, and PCT is a potential predictive factor of DIC induced by septic shock at early stage.

Background Complication of disseminated intravascular coagulation (DIC) is a determinant of the prognosis in patients with sepsis shock. Procalcitonin (PCT) has been advocated as a marker of bacterial sepsis. The purpose of this study was to evaluate the relationship between serum PCT levels and DIC with sepsis shock Methods A cohort study was designed which included patients that admitted in intensive care unit (ICU) between January 1, 2015 and December 31, 2018 and the follow-up to discharge. 164 septic shock patients were divided into DIC and non-DIC groups according to international society of thrombosis and homeostasis (ISTH). PCT was measured at the admission to ICU, and all the participants received routine biochemical coagulation test subsequently. Results PCT levels were considerably higher in septic shock patients who developed DIC than those who did not (54.6[13.6–200]vs12.6[2.4–53.3]ng/ml), respectively, P

Objective: The objective of this study was to assess the relationship between serum procalcitonin (PCT) and acute kidney injury (AKI) induced by bacterial septic shock. Methods: A retrospective study was designed which included patients who were admitted to the ICU from January 2015 to October 2018. Multiple logistic regression and receiver operating characteristic (ROC) as well as smooth curve fitting analysis were used to assess the relationship between the PCT level and AKI. Results: Of the 1,631 patients screened, 157 patients were included in the primary analysis in which 84 (53.5%) patients were with AKI. Multiple logistic regression results showed that PCT (odds ratio [OR] = 1.017, 95% confidence interval [CI] 1.009–1.025, p < 0.001) was associated with AKI induced by septic shock. The ROC analysis showed that the cutoff point for PCT to predict AKI development was 14 ng/mL, with a sensitivity of 63% and specificity 67%. Specifically, in multivariate piecewise linear regression, the occurrence of AKI decreased with the elevation of PCT when PCT was between 25 ng/mL and 120 ng/mL (OR 0.963, 95% CI 0.929–0.999; p = 0.042). The AKI increased with the elevation of PCT when PCT was either p = 0.006) or >120 ng/mL (OR 1.042, 95% CI 1.009–1.076; p = 0.013). Moreover, the PCT level was significantly higher in the AKI group only in female patients aged ≤75 years (p = 0.001). Conclusions: Our data revealed a nonlinear relationship between PCT and AKI in septic shock patients, and PCT could be used as a potential biomarker of AKI in female patients younger than 75 years with bacterial septic shock.

Objective To explore the risk factors of acute kidney injury (AKI) complicating hemorrhagic shock (HS). Methods Clinical data of 1589 patients admitted to Intensive Care Unit (ICU) of the Second People's Hospital of Shenzhen from January 1st, 2010 to December 31th, 2015 were analyzed retrospectively. Univariable and multivariable logistic regressions were used to analyze the independent risk factors of AKI induced by HS. The area under receiver operating characteristic (AU-ROC) and Youde's index were used to determine the optimal cut-off value of nadir platelet count in AKI induced by HS. The Kaplan-Meier method was used to draw the 28-day survival curve and log-rank test was done to evaluate it in AKI and non-AKI groups. Results Of 1589 patients screened, 84 (mean age 37.1 years) were included in the primary analysis in whom 30 suffered AKI. Univariate and multivariate logistic regression analyses showed platelet count, lactic acid, carbon dioxide partial pressure, alanine aminotransferase, APACHE Ⅱ score, sequential organ failure assessment (SOFA) score, and mechanical ventilation were the independent factors for HS complicated by AKI, the differences were statistically significant (P

Objective This study aims to assess the relationship between serum procalcitonin (PCT) and acute kidney injury (AKI) induced by sepsis shock.Methods A case-control study was designed which included patients that admitted in intensive care unit (ICU) between January 2015 and October 2018. The worst values of biochemical parameters in the first 48 hours from septic shock admission to ICU were evaluated. According to KDIGO guideline, these patients were divided into AKI and non-AKI groups.Results Of 1631 patients screened, 157 patients were included in the primary analysis in which 84 (53.5%) patients with AKI. Multiple logistic regression results showed that PCT (OR=1.017, 95% CI 1.009- 1.025, P

The aim of this study was to investigate the association between nadir platelet count and acute kidney injury (AKI) or 28-day all-cause mortality induced by hemorrhagic shock (HS), and to determine the cutoff value of nadir platelet count in HS clinical practice. This retrospective study included hospitalized patients enrolled in a tertiary-care teaching hospital from January 1, 2010 to December 31, 2015. Clinical data from HS admitted to the intensive care unit (ICU) were evaluated. Nadir platelet count was defined as the lowest values in the first 48 h. Multivariate logistic regression and Cox proportional hazards regression were used to assess the correlation between nadir platelet count and AKI or 28-day all-cause mortality induced by HS, respectively; the area under receiver operating characteristic (AU-ROC) and Youde's index were used to determine the optimal cutoff value of nadir platelet count. Kaplan-Meier's method and log-rank test were assessed for the 28-day all-cause mortality in AKI and non-AKI groups. Of 1589 patients screened, 84 patients (mean age,37.1 years; 58 males) were included in the primary analysis in which 30 patients with AKI. Multiple logistic results indicated that nadir platelet count was a risk factor of AKI (OR = 0.71,95% confidence interval [CI] 0.54-0.93, P < 0.05). Cox regression analysis revealed that nadir platelet count was independent risk factors for 28-day all-cause mortality (Hazard ratios [HR]0.89,95%CI 0.76-0.99, P < 0.05). Kaplan-Meier curve showed that 28-day all-cause mortality was significantly higher in patients with AKI than non-AKI (P < 0.001).These results suggest that nadir platelet count in the first 48 h is a new biomarker for AKI and 28-day all-cause mortality induced by HS. Moreover, the risk for AKI and 28-day all-cause mortality in HS patients decreased by 29% and 11%, respectively, for every 10 × 109/L increase in platelet count. Additional studies are needed to investigate whether elevation of nadir platelet count reduces the risk in different genders.