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Hou JN, Liu HD, Tan QY, Cao FA, Wang SL, Yao MY, Zhao YC. Risk factors of in-hospital mortality in patients with pneumocystis pneumonia diagnosed by metagenomics next-generation sequencing. Front Cell Infect Microbiol 2022; 12:994175. [PMID: 36225233 PMCID: PMC9549864 DOI: 10.3389/fcimb.2022.994175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 08/31/2022] [Indexed: 11/13/2022] Open
Abstract
Objectives The metagenomic next-generation sequencing (mNGS) test is useful for rapid and accurate detection and identification of pathogenic microorganisms. The aim of the present study was to investigate the factors associated with in-hospital mortality in pneumocystis pneumonia (PCP) patients with mNGS-assisted diagnosis. Methods Our study enrolled 154 patients with mNGS-positive PCP from August 2018 to February 2022 at the First Affiliated Hospital of Zhengzhou University respectively. Patients were divided into the survivor group (n=98) and the death group (n=56) according to whether in-hospital death occurred. Baseline characteristics, patients’ pre-hospital symptoms and patients’ CT imaging performance during hospitalization were carefully compared between the two groups. Risk factors for the occurrence of in-hospital death were sought by selecting indicators that were significantly different between the two groups for modelling and performing multiple logistic regression analysis. Results Compared with the in-hospital death patients, the survivors were younger and had higher levels of albumin (ALB) (age: 50.29 ± 14.63 years vs 59.39 ± 12.27 years, p<0.001; ALB: 32.24 ± 5.62 g/L vs 29.34 ± 5.42g/L, p=0.002; respectively), while the levels of lactate dehydrogenase (LDH) and C-reactive protein CRP were lower (LDH: 574.67 ± 421.24 U/L vs 960.80 ± 714.94 U/L, p=0.001; CRP: 54.97 ± 55.92 mg/L vs80.45 ± 73.26 mg/L, p=0.018; respectively). Multiple logistic regression analysis revealed that age, the baseline LDH and CRP levels were all positively associated with high in-hospital mortality [age: OR(95%CI): 1.115 (1.062-1.172), p<0.001; LDH: OR(95%CI): 1.002 (1.001-1.003), p<0.001; CRP: OR(95%CI): 1.008 (1.000-1.017), p=0.045; respectively] while the platelet counts was negatively associated with it [OR(95%CI): 0.986 (0.979-0.992), p<0.001]. Conclusions Old age, high baseline levels of LDH and CRP and low platelet counts were risk factors of the in-hospital mortality in mNGS positive PCP patients.
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Affiliation(s)
- Jun-Na Hou
- Department of Pulmonary, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Heng-Dao Liu
- Department of Cardiology, Cardiovascular Center, Henan Key Laboratory of Hereditary Cardiovascular Diseases, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Qiu-Yue Tan
- Department of Pulmonary, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Feng-An Cao
- Department of Pulmonary, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Shi-Lei Wang
- Department of Pulmonary, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Meng-Ying Yao
- Department of Pulmonary, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- *Correspondence: Meng-Ying Yao, ; Yang-Chao Zhao,
| | - Yang-Chao Zhao
- Department of Extracorporeal Life Support Center, Department of Cardiac Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- *Correspondence: Meng-Ying Yao, ; Yang-Chao Zhao,
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Shi B, Ye H, Zheng L, Lyu J, Chen C, Heidari AA, Hu Z, Chen H, Wu P. Evolutionary warning system for COVID-19 severity: Colony predation algorithm enhanced extreme learning machine. Comput Biol Med 2021; 136:104698. [PMID: 34426165 PMCID: PMC8323529 DOI: 10.1016/j.compbiomed.2021.104698] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 07/20/2021] [Accepted: 07/23/2021] [Indexed: 12/22/2022]
Abstract
Coronavirus Disease 2019 (COVID-19) was distributed globally at the end of December 2019 due to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Early diagnosis and successful COVID-19 assessment are missing, clinical care is ineffective, and deaths are high. In this study, we investigate whether the level of biochemical indicators helps to discriminate and classify the severity of the COVID-19 using the machine learning method. This research creates an efficient intelligence method for the diagnosis of COVID-19 from the perspective of biochemical indexes. The framework is proposed by integrating an enhanced new stochastic called the colony predation algorithm (CPA) with a kernel extreme learning machine (KELM), abbreviated as ECPA-KELM. The core feature of the approach is the ECPA algorithm which incorporates the two main operators that have been abstained from the grey wolf optimizer and moth-flame optimizer to improve and restore the CPA research functions and are simultaneously used to optimize the parameters and to select features for KELM. The ECPA output is checked thoroughly using IEEE CEC2017 benchmark to verify the capacity of the proposed methodology. Finally, in the diagnosis of COVID-19 using biochemical indexes, the designed ECPA-KELM model and other competing KELM models based on other optimization are used. Checking statistical results will display improved predictive properties for all metrics and higher stability. ECPA-KELM can also be used to discriminate and classify the severity of the COVID-19 as a possible computer-aided method and provide effective early warning for the treatment and diagnosis of COVID-19.
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Affiliation(s)
- Beibei Shi
- Affiliated People's Hospital of Jiangsu University, 8 Dianli Road, Zhenjiang, Jiangsu, 212000, China.
| | - Hua Ye
- Department of Pulmonary and Critical Care Medicine, Affiliated Yueqing Hospital, Wenzhou Medical University, Yueqing, 325600, China.
| | - Long Zheng
- Department of Pulmonary and Critical Care Medicine, Affiliated Yueqing Hospital, Wenzhou Medical University, Yueqing, 325600, China.
| | - Juncheng Lyu
- Weifang Medical University School of Public Health, China.
| | - Cheng Chen
- Center of Clinical Research, Wuxi People's Hospital of Nanjing Medical University, Wuxi, Jiangsu, 214023, China.
| | - Ali Asghar Heidari
- School of Surveying and Geospatial Engineering, College of Engineering, University of Tehran, Tehran, Iran.
| | - Zhongyi Hu
- College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou, 325035, China.
| | - Huiling Chen
- College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou, 325035, China.
| | - Peiliang Wu
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China.
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Schmidt JJ, Lueck C, Ziesing S, Stoll M, Haller H, Gottlieb J, Eder M, Welte T, Hoeper MM, Scherag A, David S. Clinical course, treatment and outcome of Pneumocystis pneumonia in immunocompromised adults: a retrospective analysis over 17 years. CRITICAL CARE : THE OFFICIAL JOURNAL OF THE CRITICAL CARE FORUM 2018; 22:307. [PMID: 30454031 PMCID: PMC6245758 DOI: 10.1186/s13054-018-2221-8] [Citation(s) in RCA: 65] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/06/2018] [Accepted: 10/05/2018] [Indexed: 01/03/2023]
Abstract
BACKGROUND Despite modern intensive care with standardized strategies against acute respiratory distress syndrome (ARDS), Pneumocystis pneumonia (PcP) remains a life-threatening disease with a high mortality rate. Here, we analyzed a large mixed cohort of immunocompromised patients with PcP, with regard to clinical course and treatment, and aimed at identifying predictors of outcome. METHODS This was a single-center retrospective analysis in a tertiary care institution across 17 years. Diagnosis of PcP required typical clinical features and microbiological confirmation of Pneumocystis jirovecii. Epidemiological, clinical, laboratory and outcome data were collected from patient records. RESULTS A total of 52,364 specimens from 7504 patients were sent for microbiological assessment (3653 with clinical suspicion of Pneumocystis pneumonia). PcP was confirmed in 240 patients, about half of them HIV positive (52%). The remaining subjects were either solid organ transplant recipients (16.3%) or suffered from malignancy (15.8%) or autoimmune diseases (11.7%). Of note, 95% of patients with PcP were not receiving chemoprophylaxis. Overall in-hospital mortality was 25.4%, increasing to 58% if ICU admission was required. Multivariable regression identified lactate dehydrogenase (LDH) as predictor of in-hospital mortality (adjusted OR 1.17 (95% CI 1.09-1.27), p < 0.0001). Mortality in LDH quartiles increased from 8% to 49%, and a cutoff value of 495 U/L predicted mortality with sensitivity and specificity of 70%. With regard to treatment, 40% of patients received trimethoprim-sulfamethoxazole at doses that were lower than recommended, and these patients had a higher mortality risk (HR 1.80 (95% CI 1.10-3.44), p = 0.02). CONCLUSIONS PcP remains a life-threatening disease among immunocompromised patients. About half of patients with PcP do not have HIV infection. Initial LDH values might serve as a stratifying tool to identify those patients at high risk of death among patients with HIV and without HIV infection.
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Affiliation(s)
- Julius J Schmidt
- Department of Nephrology and Hypertension, Hannover Medical School, Carl-Neuberg-Strasse 1, 30625, Hannover, Germany
| | - Catherina Lueck
- Department of Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover Medical School, Hannover, Germany
| | - Stefan Ziesing
- Department of Microbiology, Hannover Medical School, Hannover, Germany
| | - Matthias Stoll
- Department of Clinical Immunology and Rheumatology, Hannover Medical School, Hannover, Germany
| | - Hermann Haller
- Department of Nephrology and Hypertension, Hannover Medical School, Carl-Neuberg-Strasse 1, 30625, Hannover, Germany
| | - Jens Gottlieb
- Department of Pneumology, Hannover Medical School, and German Center for Lung Research (DZL), Hannover, Germany
| | - Matthias Eder
- Department of Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover Medical School, Hannover, Germany
| | - Tobias Welte
- Department of Pneumology, Hannover Medical School, and German Center for Lung Research (DZL), Hannover, Germany
| | - Marius M Hoeper
- Department of Pneumology, Hannover Medical School, and German Center for Lung Research (DZL), Hannover, Germany
| | - André Scherag
- Institute of Medical Statistics, Computer and Data Sciences, Jena University Hospital, Jena, Germany.,Center for Sepsis Control and Care, Jena University Hospital, Jena, Germany
| | - Sascha David
- Department of Nephrology and Hypertension, Hannover Medical School, Carl-Neuberg-Strasse 1, 30625, Hannover, Germany.
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Behandlung von Patienten mit HIV-Infektion auf der Intensivstation. DIE INTENSIVMEDIZIN 2008. [PMCID: PMC7120113 DOI: 10.1007/978-3-540-72296-0_66] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
HIV-infizierte Patienten können aus einer Reihe von Indikationen heraus der Intensivbehandlung bedürfen (·Abb. 66.1; [7, 17, 19, 33, 41, 44, 51]). In 50–75% der Fälle stellt akutes respiratorisches Versagen die Indikation für die Behandlung HIV-Infizierter auf der Intensivstation dar [7, 17, 19, 33, 41, 44, 51]. Bei 55–90% dieser Patienten mit intensiv behandlungsbedürftigem respiratorischen Versagen stellt Pneumocystis carinii das für die Erkrankung verantwortliche Pathogen dar [7, 33, 44].
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Chang HL, Chen KT, Lai SK, Kuo HW, Su IJ, Lin RS, Sung FC. Hematological and biochemical factors predicting SARS fatality in Taiwan. J Formos Med Assoc 2006; 105:439-50. [PMID: 16801031 PMCID: PMC7135597 DOI: 10.1016/s0929-6646(09)60183-2] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2005] [Revised: 09/21/2005] [Accepted: 12/06/2005] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND/PURPOSE Severe acute respiratory syndrome (SARS) has a high fatality rate worldwide. We examined the epidemiologic and clinical factors associated with death for all laboratory-confirmed SARS patients in Taiwan. METHODS Using initial data in medical records reported by hospitals to the Center for Disease Control in Taiwan, we analyzed whether hematological, biochemical and arterial blood gas measures could predict fatality in 346 SARS patients. RESULTS Both fatalities (n = 73; 21.1%) and survivors had elevated plasma concentration of initial C-reactive protein (CRP), but the mean CRP concentration was higher in fatalities (47.7 +/- 43.3 mg/L) than in survivors (24.6 +/- 28.2 mg/L). Initial lymphocyte counts were low in both fatalities (814 +/- 378/microL) and survivors (1019 +/- 480/microL). After controlling for age and sex, multiple logistic regression analysis showed that hematological factors significantly associated with fatality included initial neutrophil count > 7000/microL (odds ratio [OR] = 6.4), initial CRP concentration > 47.5 mg/L (OR = 5.8) and lactic acid dehydrogenase (LDH) > 593.5 IU/L (OR = 4.2). Factors significantly associated with initial CRP concentration > 47.5 mg/L included dyspnea (OR = 4.3), red blood cell count < 4.1 x 106/microL (OR = 4.3) and serum aspartate aminotransferase > 57 IU/L (OR = 3.1). CONCLUSION Initial neutrophil count, CRP and LDH levels are important predictors of mortality from SARS.
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Affiliation(s)
- Hsiao-Ling Chang
- The Center for Disease Control, Department of Health, Taiwan, Taiwan
- Institute of Environmental Health, National Taiwan University College of Public Health, Taiwan
| | - Kow-Tong Chen
- Department of Public Health, National Cheng Kung University College of Medicine, Taiwan
| | - Shu-Kuan Lai
- The Center for Disease Control, Department of Health, Taiwan, Taiwan
| | - Hung-Wei Kuo
- The Center for Disease Control, Department of Health, Taiwan, Taiwan
| | - Ih-Jen Su
- Division of Clinical Research, National Health Research Institutes, Taiwan
| | - Ruey S. Lin
- Institute of Preventive Medicine, National Taiwan University College of Public Health, Taiwan
| | - Fung-Chang Sung
- Institute of Environmental Health, National Taiwan University College of Public Health, Taiwan
- Institute of Preventive Medicine, National Taiwan University College of Public Health, Taiwan
- Institute of Environmental Health, China Medical University College of Public Health, Taiwan
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Fernández Cruz A, Pulido Ortega F, Peña Sánchez De Rivera JM, Sanz García M, Lorenzo Hernández A, González García J, Rubio García R. [Prognostic factors of mortality during the episode of pneumonia due to Pneumocystis carinii in patients with HIV infection]. Rev Clin Esp 2002; 202:416-20. [PMID: 12199990 DOI: 10.1016/s0014-2565(02)71100-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
BACKGROUND Despite a steady decrease in its incidence, pneumonia caused by Pneumocystis carinii (PCP) are still diagnosed, and they occur frequently in patients unaware of being infected with the human immunodeficiency virus (HIV). Since it is a disease with a high mortality risk, its early diagnosis and therapy would allow these patients to benefit from the advantages afforded Pneumocystis carinii, neumonía, infecciones oportunistas relacionadas con el sida, pronóstico.by anti-retroviral therapy. PATIENTS AND METHODS Retrospective study, in which all adult HIV infected patients with microbiologically demonstrated PCP diagnosed at two tertiary-level hospitals in our country between 1985 and 1996 were included. The clinical records of patients were used as information source. The relative risks (RR) of death were estimated by the multivariant logistic regression. RESULTS PCP was the first AIDS indicating disease in approximately 70 % of cases. Thirteen percent of patients died during the episode. Patients aged over 45 years had a death RR during the episode of 3.15 (95 % CI from 0.8 to 12.2); patients previously diagnosed of AIDS had a death RR of 3.4 (95 % CI from 1.3 to 9), and those with an alveolar-arterial oxygen gradient (pA-aO2) > 50 mmHg, a death RR of 3 (95% CI from 1.1 to 8). CONCLUSIONS Factors independently related to survival to the PCP episode are age below 45 years, not to have had another AIDS indicating disease, and to have a pA-aO2 below 50 mmHg at diagnosis.
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Jones KM. Human Immunodeficiency Virus Disease. Crit Care Nurs Clin North Am 1999. [DOI: 10.1016/s0899-5885(18)30137-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Abstract
Since approximately 40% to 65% of patients with AIDS will develop pulmonary disease, HIV-seropositive patients represent a large cohort of immunosuppressed individuals with the potential to progress to respiratory failure requiring mechanical ventilation and admission to the intensive care unit. This article reviews the cause, pathophysiology, diagnostic approach, and management of acute respiratory failure requiring mechanical ventilation in HIV-seropositive patients. Prognostic factors and survival rates for episodes of respiratory failure are also discussed. In addition, an overview of acute respiratory failure in pediatric AIDS patients is presented.
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Affiliation(s)
- M J Cowan
- Department of Critical Care Medicine, National Institutes of Health, Bethesda, Maryland, USA
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Laing R, Brettle R, Leen C, Hulks G. Features and outcome of Pneumocystis carinii pneumonia according to risk category for HIV infection. SCANDINAVIAN JOURNAL OF INFECTIOUS DISEASES 1997; 29:57-61. [PMID: 9112299 DOI: 10.3109/00365549709008665] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
A retrospective study of Pneumocystis carinii pneumonia (PCP) was undertaken to examine differences between the presentation and outcome of PCP in AIDS patients from different risk categories for HIV infection. There were 176 PCP episodes recorded in 126 patients from the following risk categories: 69 intravenous drug misusers (IDMs), 36 homosexually infected men and 21 heterosexually infected patients. Most clinical features did not differ significantly between the 3 groups but hypercapnia was almost exclusively seen in IDMs and, if recorded, was associated with a poorer survival. Pneumothorax was more likely to complicate PCP in IDMs and, although present in all groups, concomitant bacterial respiratory infections were more common in IDMs. Recovery from PCP and the incidence of adverse events during treatment did not differ according to risk category. Subsequent survival time was shorter amongst IDMs, but the uptake of antiretrovirals in this group was significantly lower. We conclude that there are few differences in the presentation of PCP between IDMs and other risk categories for HIV infection and that these do not influence the outcomes of illness. The lower post-PCP survival in IDMs can be accounted for by a reduced uptake of antiretroviral drugs by this group.
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Affiliation(s)
- R Laing
- Infection Unit, Aberdeen Royal Infirmary, UK
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Abstract
Improved understanding of Pneumocystis carinii, in particular the widespread use of chemoprophylaxis, has resulted in a declining incidence of infection in patients infected with HIV since the late 1980s. Despite these advances, P. carinii pneumonia continues to represent an important cause of pulmonary disease in HIV-seropositive individuals who do not receive chemoprophylaxis or when breakthrough episodes occur. This article reviews the history, biology, clinical manifestations, prognostic markers, therapy, and chemoprophylaxis of P. carinii pneumonia in HIV-seropositive patients.
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Affiliation(s)
- S J Levine
- Critical Care Medicine Department, National Institutes of Health, Bethesda, Maryland, USA
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