2.Progression in the application of machine learning in acute respiratory distress syndrome.
Weijun ZHANG ; Jianxiao CHEN ; Yuan GAO
Chinese Critical Care Medicine 2023;35(6):662-664
Acute respiratory distress syndrome (ARDS) is a clinical syndrome defined by acute onset of hypoxemia and bilateral pulmonary opacities not fully explained by cardiac failure or volume overload. At present, there is no specific drug treatment for ARDS, and the mortality rate is high. The reason may be that ARDS has rapid onset, rapid progression, complex etiology, and great heterogeneity of clinical manifestations and treatment. Compared with traditional data analysis, machine learning algorithms can automatically analyze and obtain rules from complex data and interpret them to assist clinical decision making. This review aims to provide a brief overview of the machine learning progression in ARDS clinical phenotype, onset prediction, prognosis stratification, and interpretable machine learning in recent years, in order to provide reference for clinical.
Humans
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Hypoxia/complications*
;
Respiratory Distress Syndrome/etiology*
;
Prognosis
;
Machine Learning
3.Risk factors for capillary leak syndrome in children with hematological malignancies.
Ying REN ; Shu LIU ; Yue-Ming YANG ; Hong-Jun LIU
Journal of Southern Medical University 2015;35(4):606-609
OBJECTIVETo investigate the risk factors for capillary leak syndrome (CLS) in children with malignant hematologic diseases.
METHODSThirty children with hematological malignancies complicated with CLS were analyzed with multiple logistic regression analysis.
RESULTSAt the test level of 0.05, hypoxemia and septicemia were found to significantly correlate with CLS in these children, and the number of white blood cells before CLS and severe bone marrow suppression were near the test level.
CONCLUSIONHypoxemia and septicemia are risk factors for CLS in children with malignant hematologic diseases.
Capillary Leak Syndrome ; complications ; Child ; Hematologic Neoplasms ; complications ; Humans ; Hypoxia ; complications ; Leukocyte Count ; Risk Factors ; Sepsis ; complications
4.The investigation of pathologic oxygen supply dependency.
Chinese Journal of Pediatrics 2003;41(2):152-154
5.Intermittent Hypoxemia in Patients with Heart Failure with Preserved Ejection Fraction.
Acta Academiae Medicinae Sinicae 2018;40(6):785-789
Objective To investigate the characteristics of nocturnal intermittent hypoxemia in patients with heart failure(HF) with preserved ejection fraction(HFpEF).Methods Patients(n=854) who completed sleep test and echocardiography from January 2011 to December 2014 were retrospectively studied. HF patients with an ejection fraction(EF) of ≥50% were included in the HFpEF group(n=112) while HF patients with an EF of <50% included in the group of HF patients with reduced EF(HFrEF)(n=104). Respiratory events and minimum nocturnal saturation(minSaO) were recorded by home sleep testing,and the percentage of total sleep time with saturation <90%(T90SaO) were calculated.Results Compared with patients without HF,subjects with HFpEF and HFrEF had more breathing events[13(5,29)/h vs. 18(6,36)/h,and 21(8,45)/h,P<0.001],lower minSaO[85(80,87)% vs. 82(77,86)% and 83(78,87)%,P<0.001] and relatively longer T90SaO[3.0(0.4,15.5)% vs. 6.0(1.5,24.8)% and 6.7(1.3,14.4)%,P<0.001]. The HFpEF group had significantly higher odds of moderate-severe hypoxemia(minSaO<85%) during sleep than those without HF(OR=2.02,95%CI=1.34-3.11,P<0.001),with the significance persisting after adjusting for covariates including age,gender,hypertension,diabetes,coronary heart disease,renal dysfunction,and smoking(OR=1.85,95%CI=1.20-2.90,P=0.006).Conclusion Patients with HFpEF have frequent nocturnal intermittent hypoxemia,which warrants further investigations to evaluate if remission of night-time hypoxemia may improve long-term prognosis in this cohort.
Echocardiography
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Heart Failure
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complications
;
Humans
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Hypoxia
;
complications
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Oxygen
;
blood
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Polysomnography
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Prognosis
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Retrospective Studies
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Sleep
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Stroke Volume
6.Research progress on the effects of childhood obstructive sleep apnea syndrome on cognition and brain functions.
Yu-Lin WANG ; Jing-Qi YANG ; De-Bo DONG ; Zhi-Hui HE ; Xu LEI
Acta Physiologica Sinica 2023;75(4):575-586
Obstructive sleep apnea syndrome (OSAS), a prevalent sleep disorder in children, is characterized by recurring upper airway obstruction during sleep. OSAS in children can cause intermittent hypoxia and sleep fragmentation, ultimately affect brain development and further lead to cognitive impairment if lack of timely effective intervention. In recent years, magnetic resonance imaging (MRI) and electroencephalogram (EEG) have been employed to investigate brain structure and function abnormalities in children with OSAS. Previous studies have indicated that children with OSAS showed extensive gray and white matter damage, abnormal brain function in regions such as the frontal lobe and hippocampus, as well as a significant decline in general cognitive function and executive function. However, the existing studies mainly focused on the regional activity, and the mechanism of pediatric OSAS affecting brain networks remains unknown. Moreover, it's unclear whether the alterations in brain structure and function are associated with their cognitive impairment. In this review article, we proposed two future research directions: 1) future studies should utilize the multimodal neuroimaging techniques to reveal the alterations of brain networks organization underlying pediatric OSAS; 2) further investigation is necessary to explore the relationship between brain network alteration and cognitive dysfunction in children with OSAS. With these efforts, it will be promising to identify the neuroimaging biomarkers for monitoring the brain development of children with OSAS as well as aiding its clinical diagnosis, and ultimately develop more effective strategies for intervention, diagnosis, and treatment.
Humans
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Child
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Sleep Apnea, Obstructive/complications*
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Cognition
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Hypoxia/complications*
;
Hippocampus
;
Frontal Lobe
7.Delayed-onset focal dystonia after diffuse cerebral hypoxia: two case reports.
Young Chul CHOI ; Myung Sik LEE ; Il Saing CHOI
Journal of Korean Medical Science 1993;8(6):476-481
The delayed-onset focal dystonia is a rare sequela of cerebrovascular disease or diffuse cerebral hypoxic damage. The responsible lesion sites for the dystonia are variable and the pathogenesis is uncertain. We describe two children with delayed-onset focal dystonia as a complication of perinatal anoxia. The intervals between hypoxic insult and onset of dystonia were 6 years in one and 3 in the other cases. Our patients did not have a focal lesion; one had scattered white matter lesion and the other had a diffuse frontoparietal atrophy. Delayed-onset dystonia after perinatal anoxia can be also caused by non-focal lesion such as diffuse frontoparietal atrophy or cerebral white matter lesion with long interval delay.
Child
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Dystonia/*etiology
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Female
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Humans
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Hypoxia, Brain/*complications
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Male
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Time Factors
8.Extrapleural Pneumonectomy for Diffuse Malignant Mesothelioma: Report of four cases.
Young Tae KWAK ; Dae Hyeon MAENG ; Chul Young BAE ; Shin Young LEE ; Joung Sook KIM ; Soo Jeon CHOI ; Sung Rok KIM
The Korean Journal of Thoracic and Cardiovascular Surgery 2000;33(12):982-987
Diffuse malignant mesothelioma is a rare malignant tumor having poor prognosis. There is still no widely acceptable staging system of the disease and pathologic diagnosis is difficult. Although surgical treatment for diffuse malignant mesothelioma has been controversial, extrapleural peumonectomy in selected patients could prolong the survival when it was combined with adjuvant chemotherapy and radiation therapy. We experienced 4 cases of diffuse malignant mesothelioma for 7 years since 1992, they were treated with extrapleural pneumonectomy without early postoperative mortality. Three patients underwent adjuvant therapy after surgery; chemotherapy in two, and chemo-radiation therapy in one, but one patient could not receive adjuvant therapy because of postoperative complication of hypoxic brain damage due to cardiac torsion and empyema. In this article, we describe surgical experience of extrapleural pneumonectomy and discuss about the controversial points of the disease.
Chemotherapy, Adjuvant
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Diagnosis
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Drug Therapy
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Empyema
;
Humans
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Hypoxia, Brain
;
Mesothelioma*
;
Mortality
;
Pneumonectomy*
;
Postoperative Complications
;
Prognosis
9.Further discussion on postburn "shock heart " and its clinical significance.
Chinese Journal of Burns 2009;25(3):161-163
A series of studies demonstrated that myocardial damage and cardiac dysfunction occur immediately after severe burn even before the intervention of significant reduction in blood volume as a result of increased capillary permeability. Because the heart is the power organ of the circulation, such myocardial damage and cardiac dysfunction lead not only to cardiac deficiency, it is also a precipitating factor of burn shock and ischemic/hypoxic injury. Therefore, we nominate this phenomenon as "shock heart". New measures including "volume replacement" plus "dynamic support" proposed according to this new recognition is of important clinical significance for burn shock resuscitation and prevention and treatment of ischemic/hypoxic injury, as well as reducing organ complications resulting from insufficient or excessive fluid resuscitation during early postburn stage.
Burns
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complications
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Humans
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Hypoxia
;
etiology
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Myocardial Reperfusion Injury
;
etiology
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Shock
;
etiology
10.Myocardial injury after burn at early stage and its treatment.
Chinese Journal of Burns 2008;24(5):369-371
Ischemia/hypoxia is one of the key clinical issues following severe burns, and ischemic/hypoxic damage of tissues and organs is still hard to be prevented or minimized by various fluid resuscitation regimens. To those who suffered severe burns, even though fluid replacement therapy is delivered promptly, ischemic/hypoxic damage of organs is still inevitable. Previously, blood flow in vital organs such as heart was considered not to be reduced because of blood redistribution under the circumstance of stress. The postburn cardiac dysfunction has been mainly attributed to the reduced blood flow returned to the heart due to decreased blood volume caused by increased capillary permeability. Therefore, postburn cardiac dysfunction has been considered to be the result of burn shock. During the past two decades, we have performed serial studies on severe burns, and found that ischemic/hypoxic myocardial damage and functional impairment of myocardium due to activation of renin angiotensin system existing in the heart itself occur immediately after severe burns even before significant reduction in blood volume secondary to an increase of capillary permeability. Such prompt myocardial damage leads to cardiac deficiency, and it is also a precipitating factor for burn shock and ischemic/hypoxic injury of systemic tissues and organs. Therefore, we called it "shock heart" in our reports. The cellular and molecular mechanisms leading to myocardial damage were systematically investigated. Strategies for prevention of early postburn myocardial damage and dysfunction, and a new effective burn shock resuscitation regimen "volume replacement" plus "dynamic support" (cardiac support and myocardial protection) have been proposed based on our previous studies.
Burns
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complications
;
metabolism
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Humans
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Hypoxia
;
etiology
;
prevention & control
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Myocardial Reperfusion Injury
;
etiology
;
prevention & control
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Myocardium
;
metabolism