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Biomed Signal Process Control ; 75: 103609, 2022 May.
Article in English | MEDLINE | ID: covidwho-1729592


Remote photoplethysmography (rPPG), which aims at measuring heart activities without any contact, has great potential in many applications. The emergence of novel coronavirus pneumonia COVID-19 has attracted worldwide attentions. Contact photoplethysmography (cPPG) methods need to contact the detection equipment with the patient, which may accelerate the spread of the epidemic. In the future, the non-contact heart rate detection will be an urgent need. However, existing heart rate measuring methods from facial videos are vulnerable to the less-constrained scenarios (e.g., with head movement and wearing a mask). In this paper, we proposed a method of heart rate detection based on eye location of region of interest (ROI) to solve the problem of missing information when wearing masks. Besides, a model to filter outliers based on residual network was conceived first by us and the better heart rate measurement accuracy was generated. To validate our method, we also created a mask dataset. The results demonstrated that after using our method for correcting the heart rate (HR) value measured with the traditional method, the accuracy reaches 4.65 bpm, which is 0.42 bpm higher than that without correction.

Front Immunol ; 12: 738532, 2021.
Article in English | MEDLINE | ID: covidwho-1686470


Background: The benefits of intravenous immunoglobulin administration are controversial for critically ill COVID-19 patients. Methods: We analyzed retrospectively the effects of immunoglobulin administration for critically ill COVID-19 patients. The primary outcome was 28-day mortality. Inverse probability of treatment weighting (IPTW) with propensity score was used to account for baseline confounders. Cluster analysis was used to perform phenotype analysis. Results: Between January 1 and February 29, 2020, 754 patients with complete data from 19 hospitals were enrolled. Death at 28 days occurred for 408 (54.1%) patients. There were 392 (52.0%) patients who received intravenous immunoglobulin, at 11 (interquartile range (IQR) 8, 16) days after illness onset; 30% of these patients received intravenous immunoglobulin prior to intensive care unit (ICU) admission. By unadjusted analysis, no difference was observed for 28-day mortality between the immunoglobulin and non-immunoglobulin groups. Similar results were found by propensity score matching (n = 506) and by IPTW analysis (n = 731). Also, IPTW analysis did not reveal any significant difference between hyperinflammation and hypoinflammation phenotypes. Conclusion: No significant association was observed for use of intravenous immunoglobulin and decreased mortality of severe COVID-19 patients. Phenotype analysis did not show any survival benefit for patients who received immunoglobulin therapy.

COVID-19/mortality , COVID-19/therapy , Immunoglobulins, Intravenous/therapeutic use , Aged , China , Critical Care/methods , Critical Illness/therapy , Female , Humans , Immunization, Passive/methods , Immunization, Passive/mortality , Male , Middle Aged , Retrospective Studies , SARS-CoV-2/immunology , Treatment Outcome
Intensive Care Med ; 46(10): 1863-1872, 2020 10.
Article in English | MEDLINE | ID: covidwho-725842


PURPOSE: An ongoing outbreak of coronavirus disease 2019 (COVID-19) emerged in Wuhan since December 2019 and spread globally. However, information about critically ill patients with COVID-19 is still limited. We aimed to describe the clinical characteristics and outcomes of critically ill patients with COVID-19 and figure out the risk factors of mortality. METHODS: We extracted data retrospectively regarding 733 critically ill adult patients with laboratory-confirmed COVID-19 from 19 hospitals in China through January 1 to February 29, 2020. Demographic data, symptoms, laboratory values, comorbidities, treatments, and clinical outcomes were collected. The primary outcome was 28-day mortality. Data were compared between survivors and non-survivors. RESULTS: Of the 733 patients included in the study, the median (IQR) age was 65 (56-73) years and 256 (34.9%) were female. Among these patients, the median (IQR) APACHE II score was 10 (7 to 14) and 28-day mortality was 53.8%. Respiratory failure was the most common organ failure (597 [81.5%]), followed by shock (20%), thrombocytopenia (18.8%), central nervous system (8.6%) and renal dysfunction (8%). Multivariate Cox regression analysis showed that older age, malignancies, high APACHE II score, high D-dimer level, low PaO2/FiO2 level, high creatinine level, high hscTnI level and low albumin level were independent risk factors of 28-day mortality in critically ill patients with COVID-19. CONCLUSION: In this case series of critically ill patients with COVID-19 who were admitted into the ICU, more than half patients died at day 28. The higher percentage of organ failure in these patients indicated a significant demand for critical care resources.

Coronavirus Infections/complications , Coronavirus Infections/mortality , Critical Illness , Intensive Care Units , Pneumonia, Viral/complications , Pneumonia, Viral/mortality , Aged , Betacoronavirus , COVID-19 , China/epidemiology , Coronavirus Infections/epidemiology , Coronavirus Infections/virology , Disease Outbreaks , Female , Humans , Kidney Diseases/epidemiology , Kidney Diseases/etiology , Male , Middle Aged , Nervous System Diseases/epidemiology , Nervous System Diseases/etiology , Pandemics , Pneumonia, Viral/epidemiology , Pneumonia, Viral/virology , Proportional Hazards Models , Respiratory Insufficiency/epidemiology , Respiratory Insufficiency/etiology , Retrospective Studies , Risk Factors , SARS-CoV-2 , Shock/epidemiology , Shock/etiology , Thrombocytopenia/epidemiology , Thrombocytopenia/etiology