1
|
Llorca-Bofí V, Petersen LV, Mortensen PB, Benros ME. White blood cell counts, ratios, and C-reactive protein among individuals with schizophrenia spectrum disorder and associations with long-term outcomes: a population-based study. Brain Behav Immun 2024; 122:18-26. [PMID: 39097201 DOI: 10.1016/j.bbi.2024.07.041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 07/07/2024] [Accepted: 07/28/2024] [Indexed: 08/05/2024] Open
Abstract
BACKGROUND Immune mechanisms are associated with adverse outcomes in schizophrenia; however, the predictive value of various peripheral immune biomarkers has not been collectively investigated in a large cohort before. OBJECTIVE To investigate how white blood cell (WBC) counts, ratios, and C-Reactive Protein (CRP) levels influence the long-term outcomes of individuals with schizophrenia spectrum disorder (SSD). METHODS We identified all adults in the Central Denmark Region during 1994-2013 with a measurement of WBC counts and/or CRP at first diagnosis of SSD. WBC ratios were calculated, and both WBC counts and ratios were quartile-categorized (Q4 upper quartile). We followed these individuals from first diagnosis until outcome of interest (death, treatment resistance and psychiatric readmissions), emigration or December 31, 2016, using Cox regression analysis to estimate adjusted hazard ratios (aHRs). RESULTS Among 6,845 participants, 375 (5.5 %) died, 477 (6.9 %) exhibited treatment resistance, and 1470 (21.5 %) were readmitted during follow-up. Elevated baseline levels of leukocytes, neutrophils, monocytes, LLR, NLR, MLR, and CRP increased the risk of death, whereas higher levels of lymphocytes, platelets, and PLR were associated with lower risk. ROC analysis identified CRP as the strongest predictor for mortality (AUC=0.84). Moreover, elevated levels of leukocytes, neutrophils, monocytes, LLR, NLR and MLR were associated with treatment resistance. Lastly, higher platelet counts decreased the risk of psychiatric readmissions, while elevated LLR increased this risk. CONCLUSIONS Elevated levels of WBC counts, ratios, and CRP at the initial diagnosis of SSD are associated with mortality, with CRP demonstrating the highest predictive value. Additionally, certain WBC counts and ratios are associated with treatment resistance and psychiatric readmissions.
Collapse
Affiliation(s)
- Vicent Llorca-Bofí
- Department of Medicine, University of Barcelona, Barcelona Clínic Schizophrenia Unit (BCSU), Neuroscience Institute, Hospital Clínic de Barcelona, Centro de Investigación Biomédica en Red en Salud Mental (CIBERSAM), Barcelona, Spain; Department of Psychiatry, Santa Maria University Hospital Lleida, Lleida, Spain; Copenhagen Research Center for Biological and Precision Psychiatry, Mental Health Centre Copenhagen, Copenhagen University Hospital, Gentofte Hospitalsvej 15, 4th floor, Hellerup DK-2900, Denmark
| | | | - Preben Bo Mortensen
- National Centre for Register-based Research, Aarhus BSS, Aarhus University, Aarhus 8210, Denmark
| | - Michael E Benros
- Copenhagen Research Center for Biological and Precision Psychiatry, Mental Health Centre Copenhagen, Copenhagen University Hospital, Gentofte Hospitalsvej 15, 4th floor, Hellerup DK-2900, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
| |
Collapse
|
2
|
Sullivan E, Schulte R, Speaker SL, Sabharwal P, Wang M, Rothberg MB. Relationship Between White Blood Cell Count and Bacteremia Using Interval Likelihood Ratios in Hospitalized Patients. J Gen Intern Med 2024:10.1007/s11606-024-09119-5. [PMID: 39436481 DOI: 10.1007/s11606-024-09119-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 09/30/2024] [Indexed: 10/23/2024]
Abstract
BACKGROUND Patients with bacteremia often have elevated white blood cell (WBC) and neutrophil counts, yet these alone are poor predictors of bacteremia. Data on the continuous relationship between WBC response and bacteremia are lacking. OBJECTIVE This study aims to characterize the relationship of WBC count, neutrophil percentage, and absolute neutrophil count (ANC) to bacteremia using interval likelihood ratios (ILRs) derived from a large sample of hospitalized patients. DESIGN Retrospective cohort study in a large healthcare system from 2017 to 2018. PATIENTS This study included non-surgical inpatients who had at least one complete blood count (CBC) with differential up to 24 hours after admission and a blood culture. Patients with immunosuppression and malignancy or who received antibiotics before negative blood cultures were excluded. MAIN MEASURES Predictors were WBC count, ANC, and neutrophil percentage. The outcome was bacteremia. We compared test discrimination using the area under the receiver operating characteristics curve (AUROC). We calculated ILRs for bacteremia across test value intervals. As a practical example, we assumed a 5% pre-test probability of bacteremia and calculated the post-test probability for each interval. We compared this approach to a threshold approach using a threshold of 70% neutrophils. RESULTS Of 25,776 patients with a CBC with differential and blood culture, 1160 had bacteremia. AUROC was highest for neutrophil percentage (0.74), followed by ANC (0.63) and WBC count (0.58). Probability of bacteremia increased exponentially from neutrophil percentage 80 to 100%. Odds of bacteremia varied 35-fold based on neutrophil percentage. A threshold approach with a cut-off of 70% significantly underestimated bacteremia risk at higher levels. CONCLUSIONS ILRs offered a more discriminating approach to estimating the probability of bacteremia than a single threshold. Physicians assessing risk of bacteremia should pay attention to the magnitude of abnormality because very high and very low values have much stronger predictive power than dichotomized results.
Collapse
Affiliation(s)
- Erin Sullivan
- Cleveland Clinic Lerner College of Medicine, Cleveland Clinic, Cleveland, OH, USA
| | - Rebecca Schulte
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH, USA
| | - Sidra L Speaker
- Department of Emergency Medicine, University of California San Diego Health, San Diego, CA, USA
| | - Paul Sabharwal
- Cleveland Clinic Lerner College of Medicine, Cleveland Clinic, Cleveland, OH, USA
| | - Ming Wang
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Michael B Rothberg
- Center for Value-Based Care Research, Cleveland Clinic, Cleveland, OH, USA.
| |
Collapse
|
3
|
Matthews EL, Dilworth TJ. Determining the Prognostic Value of Complete Blood Count Subgroup Parameters in Staphylococcus aureus Bacteremia. J Patient Cent Res Rev 2024; 11:197-203. [PMID: 39439536 PMCID: PMC11493308 DOI: 10.17294/2330-0698.2073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024] Open
Abstract
Purpose Serum cytokine alterations are associated with increased Staphylococcus aureus bacteremia (SAB) mortality. Unfortunately, clinical use of these cytokines is uncommon due to limited availability and high cost. Complete blood count (CBC) with differential reflects the host immune response, and CBC subgroup parameters may have prognostic value in SAB. We sought to determine the association between CBC subgroup parameters on the day of index blood culture and 30-day all-cause mortality in SAB patients. Methods We conducted a retrospective study of adult SAB patients with infectious diseases consultation to evaluate the discriminatory capacity of CBC subgroup parameters in predicting SAB mortality. Clinical and microbiological data were collected, including severity of illness and CBC subgroup parameters, on the day of index blood culture. The primary outcome was 30-day all-cause mortality. A multivariable logistic regression model was used to determine the association between patient-level variables and mortality. Results A total of 119 patients were included. The overall 30-day all-cause mortality rate was 10.1%. The median neutrophil-to-lymphocyte count ratio (NLCR) among survivors was 13.6 vs 23.2 among non-survivors (p = .007). Median lymphocyte count among survivors was 0.9 x 103 cells/μL vs 0.6 x 103 cells/μL among non-survivors (p = .031). Median platelet count was higher among survivors than non-survivors (239 x 103 cells/μL vs 171 x 103 cells/μL, respectively; p = .018). All other CBC subgroup parameters were similar between the two groups. Known SAB mortality predictors, including age, were also associated with increased mortality. Lower lymphocyte count was independently associated with increased mortality (adjusted odds ratio [aOR] 0.236, 95% confidence interval [CI] 0.064-0.872), as was higher PITT bacteremia score (aOR 2.439, 95% CI 1.565-3.803). Conclusions CBC subgroup parameters may have prognostic value in SAB. Additional study is warranted to further ascertain the prognostic value of these readily available laboratory values.
Collapse
Affiliation(s)
- Emily L. Matthews
- Department of Pharmacy Services, Aurora St. Luke’s Medical Center, Advocate Health, Milwaukee, WI
| | - Thomas J. Dilworth
- Department of Pharmacy Services, Advocate Health Midwest, Advocate Health, Milwaukee, WI
| |
Collapse
|
4
|
Souza JS, Giglio BM, Lobo PCB, Araújo VA, Pimentel GD. Weak association between urea-creatinine ratio and c-reactive protein with nutritional risk in hospitalized patients with COVID-19: A cross-sectional study. Clin Nutr ESPEN 2024; 63:676-680. [PMID: 39089653 DOI: 10.1016/j.clnesp.2024.07.1053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Revised: 07/12/2024] [Accepted: 07/26/2024] [Indexed: 08/04/2024]
Abstract
BACKGROUND COVID-19 is a systemic infection with a significant impact on nutrition risk and the hematopoietic system. The neutrophil-lymphocyte ratio (NLR) may have prognostic value in determining severe cases of COVID-19 and the urea-creatinine ratio (UCR) is currently being studied as a potential biomarker of catabolism associated with critical illness. The aim was to assess the association between the NLR, UCR and C-reactive protein (CRP) with nutritional risk in hospitalized patients with COVID-19. METHODS This is a retrospective cross-sectional study that assessed 589 hospitalized patients with COVID-19, 18 years of age or older, of both sexes. Nutritional risk was assessed by Nutritional Risk Screening (NRS, 2002) and NLR by neutrophils divided by lymphocyte count. The UCR was calculated by the ratio between urea and creatinine and quantified by the calorimetric biochemical method and CRP by the immunoturbidimetric method. Differences between groups were applied by the Mann-Whitney U test and the automated binary regression test. RESULTS Of the 589 patients, 87.4% were at nutritional risk. When evaluating patients admitted to the ICU, 91.9% were at nutritional risk. Patients with NRS ≥3 are older, with lower body mass and BMI, higher NLR and UCR and lower CRP values. However, 73% of patients admitted to the ward were at nutritional risk, and only age differed between groups, being higher in patients with NRS ≥3. Logistic regression showed a weak association between nutritional risk in NRS and UCR (Model 1) (OR = 0.96, 95%CI: 0.94-0.99, p = 0.003) and NRS with CRP (Model 1) (OR = 1.01, 95%CI: 1.00-1.02, p < 0.001) in patients in the ICU. On the other hand, the logistic regression in ward patients found association only for CRP in both models (Model 1, OR = 1.01, 95%CI: 1.00-1.01, p = 0.041) and (Model 2, OR = 1.01, 95%CI: 1.00-1.01, p = 0.031). CONCLUSION We found a weak association between nutritional risk and UCR and CRP levels in patients admitted to the ICU, while in the ward patients the nutritional risk also had weak association with CRP.
Collapse
Affiliation(s)
| | - Bruna M Giglio
- Faculty of Nutrition, Federal University of Goiás, Goiânia, Brazil
| | | | - Vanessa A Araújo
- Faculty of Nutrition, Federal University of Goiás, Goiânia, Brazil
| | | |
Collapse
|
5
|
Wang Z, Zhang W, Chen L, Lu X, Tu Y. Lymphopenia in sepsis: a narrative review. Crit Care 2024; 28:315. [PMID: 39304908 DOI: 10.1186/s13054-024-05099-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 09/14/2024] [Indexed: 09/22/2024] Open
Abstract
This narrative review provides an overview of the evolving significance of lymphopenia in sepsis, emphasizing its critical function in this complex and heterogeneous disease. We describe the causal relationship of lymphopenia with clinical outcomes, sustained immunosuppression, and its correlation with sepsis prediction markers and therapeutic targets. The primary mechanisms of septic lymphopenia are highlighted. In addition, the paper summarizes various attempts to treat lymphopenia and highlights the practical significance of promoting lymphocyte proliferation as the next research direction.
Collapse
Affiliation(s)
- Zhibin Wang
- Department of Critical Care Medicine, School of Anesthesiology, Naval Medical University, Shanghai, 200433, China.
| | - Wenzhao Zhang
- Department of Critical Care Medicine, School of Anesthesiology, Naval Medical University, Shanghai, 200433, China
| | - Linlin Chen
- Department of Critical Care Medicine, School of Anesthesiology, Naval Medical University, Shanghai, 200433, China
| | - Xin Lu
- Department of Critical Care Medicine, School of Anesthesiology, Naval Medical University, Shanghai, 200433, China
| | - Ye Tu
- Department of Pharmacy, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, 200120, China.
| |
Collapse
|
6
|
Yang C, Xiao H, Yang Q, Zhao Z, Liu Y. The Association Between Preoperative Neutrophil-Lymphocyte Ratio and Febrile Urinary Tract Infection in Patients Treated by Percutaneous Nephrolithotomy. Int J Gen Med 2024; 17:4153-4161. [PMID: 39308974 PMCID: PMC11414630 DOI: 10.2147/ijgm.s477047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Accepted: 08/27/2024] [Indexed: 09/25/2024] Open
Abstract
Objective This study aimed to assess the association between preoperative neutrophil-lymphocyte ratio (NLR) and febrile urinary tract infection (fUTI) in patients who underwent percutaneous nephrolithotomy (PCNL). Patients and Methods The clinical data of patients who underwent PCNL at our hospital between March 2020 and May 2023 were retrospectively analyzed. According to whether fUTI occurs after operation, collected data were divided to the patients into fUTI and non-fUTI. Univariate analysis, relative operating characteristic (ROC) curves and multivariate logistic regression analysis were performed on the data. Results A total of 405 patients were enrolled in the study. The procedure was successfully performed in all patients, and the incidence of fUTI was 8.4% (34/405). Eight patients eventually developed sepsis, and the incidence of sepsis in fUTI patients was 23.5%. The result shows a significant correlation between NLR and fUTI (95% confidence interval [CI],1.21-1.83, Odds ratio [OR]=1.49, p<0.001). The predictive ability of NLR on the occurrence of fUTI was assessed by plotting relative operating characteristic (ROC) curves. The area under the curve (AUC) in the ROC curve for NLR was 0.718 according to the Youden index, and the best cut-off value of NLR was 2.71. Furthermore, logistic multiple regression model adjustment was carried out to further confirm the robustness of the relationship between NLR and fUTI. The results indicated robustness regardless of whether NLR was a continuous variable or a categorical variable. Conclusion NLR can be used as a simple and effective preoperative indicator for the prediction of fUTI in patients undergoing PCNL.
Collapse
Affiliation(s)
- Chao Yang
- Department of Urology, 302 Hospital of China Guizhou Aviation Industry Group, Anshun City, Guizhou Province, 561400, People’s Republic of China
| | - Haitao Xiao
- Department of Urology, 302 Hospital of China Guizhou Aviation Industry Group, Anshun City, Guizhou Province, 561400, People’s Republic of China
| | - Qizhi Yang
- Department of Urology, 302 Hospital of China Guizhou Aviation Industry Group, Anshun City, Guizhou Province, 561400, People’s Republic of China
| | - Zhendong Zhao
- Department of Urology, 302 Hospital of China Guizhou Aviation Industry Group, Anshun City, Guizhou Province, 561400, People’s Republic of China
| | - Yifan Liu
- Department of Urology, 302 Hospital of China Guizhou Aviation Industry Group, Anshun City, Guizhou Province, 561400, People’s Republic of China
- Department of Urology, The Fifth Affiliated Hospital of Guangzhou Medical University, Guangzhou City, Guangdong Province, 510000, People’s Republic of China
| |
Collapse
|
7
|
Hashimoto T, Yahiro T, Khan S, Kimitsuki K, Nishizono A, Hiramatsu K. Validity of reducing blood culture incubation time for the BD BACTEC FX blood culture system considering microbiological and clinical aspects. J Infect Chemother 2024:S1341-321X(24)00263-0. [PMID: 39276860 DOI: 10.1016/j.jiac.2024.09.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Revised: 09/09/2024] [Accepted: 09/11/2024] [Indexed: 09/17/2024]
Abstract
INTRODUCTION A blood culture (BC) test is vital for diagnosing bacteremia in clinical practice. Although incubation time varies among automated BC systems, 4-5 days is deemed to be sufficient time for the BD BACTEC FX blood culture system. This study compared the clinical and microbiological characteristics of true-positive BC samples on day 5 with those within 4 days to reduce missed true bacteremia cases. METHODS We conducted a retrospective study of blood cultures from hospitalized patients between April 2020 and April 2023 at a tertiary care hospital in Japan. RESULTS In total, 12,342 BC sets were collected from 6,567 patients. Gram-positive bacilli other than Bacillus spp. and Corynebacterium spp., non-albicans Candida, and yeasts other than Candida spp. were detected more frequently in BC-positive patients on day 5 than in those within 4 days. The gastrointestinal tract was the portal of entry more frequently on day 5 than within 4 days (25 % vs. 4 %, p = 0.006). CONCLUSION A 4-day incubation period is sufficient for the BD BACTEC FX blood culture system under routine conditions. However, a 5-day incubation period may be warranted when low pathogenicity is suspected or the gastrointestinal tract is suspected as the portal of entry.
Collapse
Affiliation(s)
- Takehiro Hashimoto
- Hospital Infection Control Center, Oita University Hospital, Oita, Japan.
| | - Takaaki Yahiro
- Department of Microbiology, Oita University Faculty of Medicine, Oita, Japan; Department of Advanced Medical Sciences, Oita University Faculty of Medicine, Oita, Japan
| | - Sakirul Khan
- Department of Microbiology, Oita University Faculty of Medicine, Oita, Japan; Research Center for Global and Local Infectious Diseases, Oita, Japan
| | - Kazunori Kimitsuki
- Department of Microbiology, Oita University Faculty of Medicine, Oita, Japan
| | - Akira Nishizono
- Department of Microbiology, Oita University Faculty of Medicine, Oita, Japan; Research Center for Global and Local Infectious Diseases, Oita, Japan
| | - Kazufumi Hiramatsu
- Hospital Infection Control Center, Oita University Hospital, Oita, Japan
| |
Collapse
|
8
|
Singh H, Sheth R, Bhatia M, Muhammad A, Bachour C, Metcalf D, Kak V. Clinical predictors of hospital-acquired bloodstream infections: A healthcare system analysis. Spartan Med Res J 2024; 9:123414. [PMID: 39280116 PMCID: PMC11402462 DOI: 10.51894/001c.123414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/18/2024] Open
Abstract
INTRODUCTION This study was performed to identify patient factors associated with hospital-acquired bloodstream infections (HABSI) to guide blood culture collection and empiric antibiotic therapy. METHODS A retrospective case-control study reviewed the medical records of 350 patients admitted to our health system from September 2017 to April 2020. The patients were 18 years and older and had at least one set of new positive non-contaminant blood cultures collected after 48 hours of admission, defined as HABSI. We developed clinical variables through a literature review associated with it. Univariate relationships between each variable and bacteremia were evaluated by chi-square test. A predictive model was developed through stepwise multivariate logistic regression. RESULTS The univariate analysis and stepwise regression analysis showed that temperature >100.4° F (OR: 1.9, CI 1.1 to 3.4), male sex (OR: 1.8, CI 1.0 to 3.0), and platelet count <150,000/µL (OR: 1.8, CI 1.0 to 3.2) were statistically associated with a positive blood culture. CONCLUSIONS This model helps identify patients with clinical characteristics associated with the likelihood of HABSI. This model can help guide the appropriate initiation of empiric antibiotics in clinical situations and assist with antibiotic stewardship.
Collapse
Affiliation(s)
- Harjinder Singh
- Internal Medicine Henry Ford Allegiance Health, Jackson, MI, USA
| | - Radhika Sheth
- Internal Medicine Henry Ford Allegiance Health, Jackson, MI, USA
| | - Mehakmeet Bhatia
- Internal Medicine Henry Ford Allegiance Health, Jackson, MI, USA
| | | | - Candi Bachour
- Research and sponsored programs Henry Ford Allegiance Health, Jackson, MI, USA
| | - David Metcalf
- Research and sponsored programs Henry Ford Allegiance Health, Jackson, MI, USA
| | - Vivek Kak
- Infectious Disease Henry Ford Allegiance Health, Jackson, MI, USA
| |
Collapse
|
9
|
Kürüm H, Key S, Tosun HB, Yılmaz E, Kürüm KO, İpekten F, Akcan A. Relationship between the clinical outcomes and the systemic inflammatory response index and systemic immune inflammation index after total knee arthroplasty. Musculoskelet Surg 2024; 108:323-332. [PMID: 38898343 DOI: 10.1007/s12306-024-00825-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 05/07/2024] [Indexed: 06/21/2024]
Abstract
BACKGROUND Periprosthetic joint infection (PJI) is an extremely damaging complication that can occur after total knee arthroplasty (TKA). There is no study in the literature investigating the relationship between systemic inflammatory response index (SIRI) and systemic inflammation immune index (SII) values and prognosis and infection in patients who have undergone TKA. The aim of the study was to determine the relationship between the inflammatory index values and the rate of PJI in patients who had previously had TKA. METHODS A total of 187 patients who underwent TKA between 2015 and 2023 years were retrospectively analyzed. RESULTS The median value of the postoperative SII index was 1862.3 (1146.6-2630.4) in the infected group, while it was 1058.2 (605.0-1762.8) in the non-infected group (p < 0.001). In the infected group, the median value of preoperative SIRI was observed as 2.3 (1.7-3.5), while in the non-infected group it was 0.9 (0.7-1.5) (p < 0.001). The cutoff value for postoperative SIRI was observed to be 2.19, with a sensitivity value of 95%, a specificity value of 46%, the AUC value observed was 65%. The cutoff value for the postoperative SII index was observed to be 1058.96, with a sensitivity value of 100%, a specificity value of 50%. CONCLUSIONS Our study has associated the inflammatory markers SIRI, SII, neutrophil lymphocyte ratio, and platelet lymphocyte ratio with PJI, which are easy and inexpensive to obtain. There is no widely recognized serum biomarker that can be used alone with good sensitivity and specificity. This study contributes to finding the gold standard inflammatory marker for diagnosing PJI.
Collapse
Affiliation(s)
- H Kürüm
- Department of Orthopaedics and Traumatology, Ergani State Hospital, Diyarbakır, Turkey.
| | - S Key
- Department of Orthopedics and Traumatology, Firat University Hospital, Firat University Elazığ, Elazığ, Turkey
| | - H B Tosun
- Department of Orthopaedics and Traumatology, Elazığ Fethi Sekin Training and Research Hospital, Elazığ, Turkey
| | - E Yılmaz
- Department of Orthopedics and Traumatology, Firat University Hospital, Firat University Elazığ, Elazığ, Turkey
| | - K O Kürüm
- Department of Physiotherapy and Rehabilitation, İnönü University, Malatya, Turkey
| | - F İpekten
- Department of Biostatistics, Faculty of Medicine, Adiyaman University, Adiyaman, Turkey
| | - A Akcan
- Department of Orthopaedics and Traumatology, Ergani State Hospital, Diyarbakır, Turkey
| |
Collapse
|
10
|
Liao TY, Chen YL, Chen YL, Kuo YW, Jerng JS. Persistent inflammation and lymphopenia and weaning outcomes of patients with prolonged mechanical ventilation. Respir Investig 2024; 62:935-941. [PMID: 39182398 DOI: 10.1016/j.resinv.2024.08.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 07/27/2024] [Accepted: 08/05/2024] [Indexed: 08/27/2024]
Abstract
BACKGROUND Weaning outcomes of patients receiving mechanical ventilation (MV) are affected by multiple factors. A clinical feature of critically ill patients is the presence of lymphopenia, however the clinical significance of lymphopenia in patients receiving prolonged MV remains unclear. METHODS We enrolled patients who received at least 21 consecutive days of MV in a medical center in Taiwan between 2007 and 2016. Patients with and without lymphopenia (mean count <1000/μL) were compared after propensity score matching. RESULTS Of the 3460 patients included in the analysis, 1625 (47.0%) were liberated from MV within 100 days. Lymphopenia and severe lymphopenia (mean count <500/μL) during the first 21 days of MV were common (52.9% and 14.5%, respectively), and restricted cubic spline analysis showed a significant reduction in weaning success when the lymphocyte count dropped below 1000/μL. After propensity score matching, the patients with lymphopenia during the third week had a lower rate of weaning success within 100 days (p = 0.005) and a higher in-hospital mortality rate (p = 0.001) than those without lymphopenia. The lymphopenia group also had significantly reduced platelet (p < 0.001) and albumin (p < 0.001) levels. CONCLUSIONS Our findings suggest that lymphopenia during the first 3 weeks may be a marker of poor weaning outcomes in patients with prolonged MV.
Collapse
Affiliation(s)
- Ting-Yu Liao
- Department of Integrated Diagnostics & Therapeutics, National Taiwan University Hospital, No. 7, Zhongshan South Road, Taipei, Taiwan; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, No.1, Chang-Te Street, Taipei, Taiwan
| | - Yen-Lin Chen
- Department of Internal Medicine, National Taiwan University Hospital, No. 7, Zhongshan South Road, Taipei, Taiwan
| | - Yu-Ling Chen
- Center for Quality Management, National Taiwan University Hospital, No. 7 Zhongshan South Road, Taipei, Taiwan
| | - Yao-Wen Kuo
- Department of Integrated Diagnostics & Therapeutics, National Taiwan University Hospital, No. 7, Zhongshan South Road, Taipei, Taiwan.
| | - Jih-Shuin Jerng
- Department of Internal Medicine, National Taiwan University Hospital, No. 7, Zhongshan South Road, Taipei, Taiwan; Center for Quality Management, National Taiwan University Hospital, No. 7 Zhongshan South Road, Taipei, Taiwan.
| |
Collapse
|
11
|
Zeng Y, Chourpiliadis C, Hammar N, Seitz C, Valdimarsdóttir UA, Fang F, Song H, Wei D. Inflammatory Biomarkers and Risk of Psychiatric Disorders. JAMA Psychiatry 2024:2822344. [PMID: 39167384 PMCID: PMC11339698 DOI: 10.1001/jamapsychiatry.2024.2185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Accepted: 06/06/2024] [Indexed: 08/23/2024]
Abstract
Importance Individuals with psychiatric disorders have been reported to have elevated levels of inflammatory biomarkers, and prospective evidence is limited regarding the association between inflammatory biomarkers and subsequent psychiatric disorders risk. Objective To assess the associations between inflammation biomarkers and subsequent psychiatric disorders risk. Design, Setting, and Participants This was a prospective cohort study including individuals from the Swedish Apolipoprotein Mortality Risk (AMORIS) cohort, with no prior psychiatric diagnoses and having a measurement of at least 1 inflammatory biomarker. Data from the UK Biobank were used for validation. Longitudinal trajectories of studied biomarkers were visualized before diagnosis of psychiatric disorders in the AMORIS cohort via a nested case-control study. In addition, genetic correlation and mendelian randomization (MR) analyses were conducted to determine the genetic overlap and causality of the studied associations using publicly available GWAS summary statistics. Exposures Inflammatory biomarkers, eg, leukocytes, haptoglobin, immunoglobulin G (IgG), C-reactive protein (CRP), platelets, or albumin. Main Outcomes and Measures Any psychiatric disorder or specific psychiatric disorder (ie, depression, anxiety, and stress-related disorders) was identified through the International Statistical Classification of Diseases, Eighth, Ninth, and Tenth Revision codes. Results Among the 585 279 individuals (mean [SD] age, 45.5 [14.9] years; 306 784 male [52.4%]) in the AMORIS cohort, individuals with a higher than median level of leukocytes (hazard ratio [HR], 1.11; 95% CI, 1.09-1.14), haptoglobin (HR, 1.13; 95% CI, 1.12-1.14), or CRP (HR, 1.02; 95% CI, 1.00-1.04) had an elevated associated risk of any psychiatric disorders. In contrast, we found an inverse association for IgG level (HR, 0.92; 95% CI, 0.89-0.94). The estimates were comparable for depression, anxiety, and stress-related disorders, specifically, and these results were largely validated in the UK Biobank (n = 485 620). Analyses of trajectories revealed that individuals with psychiatric disorders had higher levels of leukocytes and haptoglobin and a lower level of IgG than their controls up to 30 years before the diagnosis. The MR analysis suggested a possible causal relationship between leukocytes and depression. Conclusions and Relevance In this cohort study, inflammatory biomarkers including leukocytes, haptoglobin, CRP, and IgG were associated with a subsequent risk of psychiatric disorders, and thus might be used for high-risk population identification. The possible causal link between leukocytes and depression supports the crucial role of inflammation in the development of psychiatric disorders.
Collapse
Affiliation(s)
- Yu Zeng
- Mental Health Center and West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, China
- Med-X Center for Informatics, Sichuan University, Chengdu, China
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, China
| | | | - Niklas Hammar
- Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden
| | - Christina Seitz
- Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden
| | - Unnur A. Valdimarsdóttir
- Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden
- Center of Public Health Sciences, Faculty of Medicine, University of Iceland, Reykjavík, Iceland
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Fang Fang
- Mental Health Center and West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, China
- Med-X Center for Informatics, Sichuan University, Chengdu, China
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, China
- Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden
| | - Huan Song
- Mental Health Center and West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, China
- Med-X Center for Informatics, Sichuan University, Chengdu, China
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, China
- Center of Public Health Sciences, Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Dang Wei
- Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden
| |
Collapse
|
12
|
Gao Q, Xu D, Guan X, Jia P, Lei X. Development and validation of a diagnostic prediction model for children with pertussis. Sci Rep 2024; 14:17154. [PMID: 39060316 PMCID: PMC11282082 DOI: 10.1038/s41598-024-65856-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Accepted: 06/25/2024] [Indexed: 07/28/2024] Open
Abstract
To develop and validate a diagnostic prediction model based on blood parameters for predicting the pertussis in children. A retrospective study of 477 children with suspected pertussis at Zigong First People's Hospital was performed between January 2020 and December 2021. The patients were randomly divided into training cohort and validation cohort. Stepwise regression and R software was performed to develop and validate the model. Stepwise regression analysis showed that white blood cell (WBC), hematocrit (HCT), lymphocyte (LYMPH), C-reactive protein (CRP) and platelet distribution width to mean platelet volume ratio (PDW-MPV-R) were found to be independent factors associated with pertussis. The model containing WBC, CRP and PDW-MPV-R had the best performance. The area under curve (ROC, 0.77 for the training cohort and 0.80 for the validation cohort) of the model indicated satisfactory discriminative ability. The sensitivity and specificity of the model were 72.1% and 72.6% in training cohort and 74% and 72.1%, respectively, in validation cohort. Based on the ROC analysis, calibration plots, and decision curve analysis, we concluded that the model exhibited excellent performance. A model based on blood parameters is sufficiently accurate to predict the probability of pertussis in children, and may provide some reference for clinical decisions.
Collapse
Affiliation(s)
- Qiang Gao
- Division of Neonatology, Department of Pediatrics, The Affiliated Hospital of Southwest Medical University, No. 8, Section 2, Kangcheng Road, Luzhou, 646000, Sichuan, China
| | - Die Xu
- Division of Neonatology, Department of Pediatrics, The Affiliated Hospital of Southwest Medical University, No. 8, Section 2, Kangcheng Road, Luzhou, 646000, Sichuan, China
| | - XiaoYan Guan
- Department of Pediatrics, Zigong First People's Hospital, Zigong, China
| | - Peng Jia
- Department of Pediatrics, Zigong First People's Hospital, Zigong, China.
| | - XiaoPing Lei
- Division of Neonatology, Department of Pediatrics, The Affiliated Hospital of Southwest Medical University, No. 8, Section 2, Kangcheng Road, Luzhou, 646000, Sichuan, China.
- Department of Perinatology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China.
- Sichuan Clinical Research Center for Birth Defects, Luzhou, Sichuan, China.
| |
Collapse
|
13
|
Zhang T, Zhu L, Wang X, Zhang X, Wang Z, Xu S, Jiao W. Machine learning models to predict systemic inflammatory response syndrome after percutaneous nephrolithotomy. BMC Urol 2024; 24:140. [PMID: 38972999 PMCID: PMC11229268 DOI: 10.1186/s12894-024-01529-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Accepted: 07/01/2024] [Indexed: 07/09/2024] Open
Abstract
OBJECTIVE The objective of this study was to develop and evaluate the performance of machine learning models for predicting the possibility of systemic inflammatory response syndrome (SIRS) following percutaneous nephrolithotomy (PCNL). METHODS We retrospectively reviewed the clinical data of 337 patients who received PCNL between May 2020 and June 2022. In our study, 80% of the data were used as the training set, and the remaining data were used as the testing set. Separate prediction models based on the six machine learning algorithms were created using the training set. The predictive performance of each machine learning model was determined by the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity and specificity using the testing set. We used coefficients to interpret the contribution of each variable to the predictive performance. RESULTS Among the six machine learning algorithms, the support vector machine (SVM) delivered the best performance with accuracy of 0.868, AUC of 0.942 (95% CI 0.890-0.994) in the testing set. Further analysis using the SVM model showed that prealbumin contributed the most to the prediction of the outcome, followed by preoperative urine culture, systemic immune-inflammation (SII), neutrophil to lymphocyte ratio (NLR), staghorn stones, fibrinogen, operation time, preoperative urine white blood cell (WBC), preoperative urea nitrogen, hydronephrosis, stone burden, sex and preoperative lymphocyte count. CONCLUSION Machine learning-based prediction models can accurately predict the possibility of SIRS after PCNL in advance by learning patient clinical data, and should be used to guide surgeons in clinical decision-making.
Collapse
Affiliation(s)
- Tianwei Zhang
- Department of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Ling Zhu
- Shandong Key Laboratory of Digital Medicine and Computer Assisted Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Xinning Wang
- Department of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Xiaofei Zhang
- Department of Education and Training, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Zijie Wang
- Department of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Shang Xu
- Department of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Wei Jiao
- Department of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China.
| |
Collapse
|
14
|
Xu M, Wang J, Zhan C, Zhou Y, Luo Z, Yang Y, Zhu D. Association of follow-up neutrophil-to-lymphocyte ratio and systemic inflammation response index with stroke-associated pneumonia and functional outcomes in cerebral hemorrhage patients: a case-controlled study. Int J Surg 2024; 110:4014-4022. [PMID: 38498385 PMCID: PMC11254209 DOI: 10.1097/js9.0000000000001329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 03/03/2024] [Indexed: 03/20/2024]
Abstract
BACKGROUND The neutrophil-to-lymphocyte ratio (NLR) and systemic inflammation response index (SIRI) at admission are independent diagnostic biomarkers in stroke-associated pneumonia (SAP). Our study aimed to investigate the association between NLR, SIRI, specifically follow-up NLR and SIRI, and SAP, as well as their relationship with functional outcomes. PATIENTS AND METHODS We retrospectively included 451 consecutive intracerebral hemorrhage patients from May 2017 to May 2019. We conducted univariate and multivariable analyses to identify the factors independently associated with SAP and poor functional outcomes. RESULTS Compared to 127 (28.16%) patients diagnosed with SAP, those without SAP had both lower baseline and follow-up NLR and SIRI values ( P <0.001). After adjustments, we found that baseline NLR [OR, 1.039 (95% CI, 1.003-1.077); P =0.036] and follow-up NLR [OR, 1.054 (95% CI, 1.011-1.098); P =0.012] were independently associated with SAP. The follow-up NLR was also associated with a higher mRS [OR, 1.124 (95% CI, 1.025-1.233); P =0.013] and lower ADL-MBI score [OR, 1.167 (95% CI, 1.057-1.289); P =0.002] at discharge. Multivariable analysis indicated that advanced age and nasogastric tube feeding were independently associated with SAP ( P <0.05). We constructed a dynamic nomogram to identify SAP risk. Further subgroup analysis revealed that baseline NLR [OR, 1.062 (95% CI, 1.007-1.120); P =0.026] is independently associated with SAP in the nasogastric feeding group, while follow-up NLR [OR, 1.080 (95% CI, 1.024-1.139); P =0.005] was associated with the occurrence of SAP in non-nasogastric feeding patients. CONCLUSIONS We found elevated baseline and follow-up NLR values were associated with SAP occurrence, and increasing follow-up NLR indicated poor functional outcomes. Inflammatory markers at different stages may offer individualized guidance for patients receiving various treatments.
Collapse
Affiliation(s)
- Mengmeng Xu
- Department of Radiology, The First Affiliated Hospital of Wenzhou Medical University
| | - Jingru Wang
- Department of Radiology, The First Affiliated Hospital of Wenzhou Medical University
| | - Chenyi Zhan
- Department of Radiology, The First Affiliated Hospital of Wenzhou Medical University
| | - Ying Zhou
- Department of Radiology, The First Affiliated Hospital of Wenzhou Medical University
| | - Zhixian Luo
- Department of Radiology, The First Affiliated Hospital of Wenzhou Medical University
| | - Yunjun Yang
- Department of Nuclear Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, People’s Republic of China
| | - Dongqin Zhu
- Department of Nuclear Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, People’s Republic of China
| |
Collapse
|
15
|
Sun J, Qi Y, Wang W, Meng P, Han C, Chen B. Systemic Immune-Inflammation Index (SII) as a Predictor of Short-Term Mortality Risk in Sepsis-Associated Acute Kidney Injury: A Retrospective Cohort Study. Med Sci Monit 2024; 30:e943414. [PMID: 38937949 PMCID: PMC11305056 DOI: 10.12659/msm.943414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 05/06/2024] [Indexed: 06/29/2024] Open
Abstract
BACKGROUND Sepsis-associated acute kidney injury (SA-AKI) is linked to high mortality rates and an unfavorable prognosis. Early identification of patients with poor prognosis is crucial. This study aimed to investigate the relationship between the systemic immune-inflammation index (SII) and mortality in this specific patient population. MATERIAL AND METHODS This retrospective cohort study used data from the Medical Information Mart for Intensive Care IV database. Data on patient demographics, comorbidities, vital signs, laboratory parameters, treatment usage, acute kidney injury staging, and renal replacement therapy were collected within 48 h of intensive care unit admission. Restricted cubic splines, Kaplan-Meier curves, and Cox regression models were used for analysis. Stratified analyses were performed on the basis of various factors. RESULTS In total, 7856 patients were included, with a median age of 66.9 years and a male-to-female ratio of 57.7%-42.3%. A J-shaped relationship was observed between SII and mortality risk. The lowest mortality risk occurred at an SII of 760.078×10⁹/L. Compared to the reference group (second quartile of SII), the highest and third quartiles had increased 28-day mortality risk, with adjusted hazard ratios (HRs) of 1.33 (1.16-1.52) and 1.55 (1.36-1.77), respectively. Although a trend towards higher mortality hazard was observed in the lowest SII group (Q1), it was not statistically significant, with an adjusted HR of 1.15 (1-1.32). CONCLUSIONS In patients with SA-AKI, both low and high SII were associated with increased short-term mortality risk. The lowest mortality risk was observed at an SII of 760.078×10⁹/L within a 28-day period.
Collapse
Affiliation(s)
- Jie Sun
- Intensive Care Unit, The Second Hospital of Tianjin Medical University, Tianjin, PR China
| | - Ying Qi
- Intensive Care Unit, The Second Hospital of Tianjin Medical University, Tianjin, PR China
| | - Wenxin Wang
- Intensive Care Unit, The Second Hospital of Tianjin Medical University, Tianjin, PR China
| | - Pengpeng Meng
- Department of Emergency Medicine, Jincheng General Hospital, Jincheng, Shanxi, PR China
| | - Changjin Han
- Department of Emergency Medicine, Jincheng General Hospital, Jincheng, Shanxi, PR China
| | - Bing Chen
- Intensive Care Unit, The Second Hospital of Tianjin Medical University, Tianjin, PR China
| |
Collapse
|
16
|
Wang D, Guan L, Li X, Tong Z. A combined immune and inflammatory indicator predict the prognosis of severe Pneumocystis jirovecii pneumonia patients: a 12-year, retrospective, observational cohort. BMC Pulm Med 2024; 24:285. [PMID: 38890590 PMCID: PMC11186281 DOI: 10.1186/s12890-024-03093-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 06/09/2024] [Indexed: 06/20/2024] Open
Abstract
Persistent inflammatory damage and suppressed immune function play a crucial role in the pathogenesis and progression of the pneumocystis jirovecii pneumonia (PjP). Therefore, we aimed to investigate the correlation between the combined immune and inflammatory indicator: the neutrophil-to-lymphocyte ratio (NLR) and prognosis of non-human immunodeficiency virus (non-HIV) PjP.In the retrospective analysis conducted in ICUs at Beijing Chao-Yang Hospital, we examined data from 157 patients diagnosed with non-HIV PjP. Our findings reveal a concerning hospital mortality rate of 43.3%, with the 28-day mortality rate reaching 47.8%.Through multivariable logistic and Cox regression analyses, we established a significant association between elevated NLR levels and hospital mortality (adjusted odd ratio, 1.025; 95% CI, 1.008-1.043; p = 0.004) or 28-day mortality (adjusted hazard ratio, 1.026; 95% CI, 1.008-1.045; p = 0.005). Specifically, patients with an NLR exceeding 20.3 demonstrated markedly lower overall survival rates, underscoring the biomarker's predictive value for both hospital and 28-day mortality.In conclusion, non-HIV PjP patients in the ICU still have a high rate of mortality and a poor short-term prognosis after discharge. A high level of NLR was associated with an increased risk of hospital mortality and 28-day mortality.
Collapse
Affiliation(s)
- Dong Wang
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, 8 Gongren Tiyuchang Nanlua, Chaoyang District, Beijing, 100020, China
| | - Lujia Guan
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, 8 Gongren Tiyuchang Nanlua, Chaoyang District, Beijing, 100020, China
| | - Xuyan Li
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, 8 Gongren Tiyuchang Nanlua, Chaoyang District, Beijing, 100020, China.
| | - Zhaohui Tong
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, 8 Gongren Tiyuchang Nanlua, Chaoyang District, Beijing, 100020, China.
| |
Collapse
|
17
|
Lawrence DA, Jadhav A, Mondal TK, Carson K, Lee WT, Hogan AH, Herbst KW, Michelow IC, Brimacombe M, Salazar JC. Inflammatory and Autoimmune Aspects of Multisystem Inflammatory Syndrome in Children (MIS-C): A Prospective Cohort Study. Viruses 2024; 16:950. [PMID: 38932242 PMCID: PMC11209514 DOI: 10.3390/v16060950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 06/05/2024] [Accepted: 06/07/2024] [Indexed: 06/28/2024] Open
Abstract
Multisystem Inflammatory Syndrome in Children (MIS-C) is a potentially life-threatening complication of COVID-19. The pathophysiological mechanisms leading to severe disease are poorly understood. This study leveraged clinical samples from a well-characterized cohort of children hospitalized with COVID-19 or MIS-C to compare immune-mediated biomarkers. Our objective was to identify selected immune molecules that could explain, in part, why certain SARS-CoV-2-infected children developed MIS-C. We hypothesized that type-2 helper T cell-mediated inflammation can elicit autoantibodies, which may account for some of the differences observed between the moderate-severe COVID-19 (COVID+) and MIS-C cohort. We enumerated blood leukocytes and measured levels of selected serum cytokines, chemokines, antibodies to COVID-19 antigens, and autoantibodies in children presenting to an academic medical center in Connecticut, United States. The neutrophil/lymphocyte and eosinophil/lymphocyte ratios were significantly higher in those in the MIS-C versus COVID+ cohort. IgM and IgA, but not IgG antibodies to SARS-CoV-2 receptor binding domain were significantly higher in the MIS-C cohort than the COVID+ cohort. The serum levels of certain type-2 cytokines (interleukin (IL)-4, IL-5, IL-6, IL-8, IL-10, IL-13, and IL-33) were significantly higher in children with MIS-C compared to the COVID+ and SARS-CoV-2-negative cohorts. IgG autoantibodies to brain antigens and pentraxin were higher in children with MIS-C compared to SARS-CoV-19-negative controls, and children with MIS-C had higher levels of IgG anti-contactin-associated protein-like 2 (caspr2) compared to the COVID+ and SARS-CoV-19-negative controls. We speculate that autoimmune responses in certain COVID-19 patients may induce pathophysiological changes that lead to MIS-C. The triggers of autoimmunity and factors accounting for type-2 inflammation require further investigation.
Collapse
Affiliation(s)
- David A. Lawrence
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA; (A.J.); (T.K.M.); (K.C.); (W.T.L.)
- School of Public Health, University at Albany, Rensselaer, NY 12144, USA
| | - Aishwarya Jadhav
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA; (A.J.); (T.K.M.); (K.C.); (W.T.L.)
| | - Tapan K. Mondal
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA; (A.J.); (T.K.M.); (K.C.); (W.T.L.)
| | - Kyle Carson
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA; (A.J.); (T.K.M.); (K.C.); (W.T.L.)
| | - William T. Lee
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA; (A.J.); (T.K.M.); (K.C.); (W.T.L.)
- School of Public Health, University at Albany, Rensselaer, NY 12144, USA
| | - Alexander H. Hogan
- Division of Hospital Medicine, Connecticut Children’s, Hartford, CT 06106, USA;
- Department of Pediatrics, University of Connecticut School of Medicine, Farmington, CT 06030, USA; (I.C.M.); (M.B.); (J.C.S.)
| | - Katherine W. Herbst
- Division of Pediatric Infectious Diseases and Immunology, Connecticut Children’s, Hartford, CT 06106, USA;
- Department of Research, Connecticut Children’s Research Institute, Hartford, CT 06106, USA
| | - Ian C. Michelow
- Department of Pediatrics, University of Connecticut School of Medicine, Farmington, CT 06030, USA; (I.C.M.); (M.B.); (J.C.S.)
- Division of Pediatric Infectious Diseases and Immunology, Connecticut Children’s, Hartford, CT 06106, USA;
| | - Michael Brimacombe
- Department of Pediatrics, University of Connecticut School of Medicine, Farmington, CT 06030, USA; (I.C.M.); (M.B.); (J.C.S.)
- Department of Research, Connecticut Children’s Research Institute, Hartford, CT 06106, USA
| | - Juan C. Salazar
- Department of Pediatrics, University of Connecticut School of Medicine, Farmington, CT 06030, USA; (I.C.M.); (M.B.); (J.C.S.)
- Division of Pediatric Infectious Diseases and Immunology, Connecticut Children’s, Hartford, CT 06106, USA;
| | | |
Collapse
|
18
|
Regassa DA, Nagaash RS, Habtu BF, Haile WB. Diagnostic significance of complete blood cell count and hemogram-derived markers for neonatal sepsis at Southwest Public Hospitals, Ethiopia. World J Clin Pediatr 2024; 13:92392. [PMID: 38947992 PMCID: PMC11212765 DOI: 10.5409/wjcp.v13.i2.92392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 02/11/2024] [Accepted: 04/12/2024] [Indexed: 06/07/2024] Open
Abstract
BACKGROUND Neonatal sepsis is defined as an infection-related condition characterized by signs and symptoms of bacteremia within the first month of life. It is the leading cause of mortality and morbidity among newborns. While several studies have been conducted in other parts of world to assess the usefulness of complete blood count parameters and hemogram-derived markers as early screening tools for neonatal sepsis, the associations between sepsis and its complications with these blood parameters are still being investigated in our setting and are not yet part of routine practice. AIM To evaluate the diagnostic significance of complete blood cell count hemogram-derived novel markers for neonatal sepsis among neonates attending public hospitals in the southwest region of Oromia, Ethiopia, through a case control study. METHODS A case control study was conducted from October 2021 to October 2023 Sociodemographic, clinical history, and laboratory test results data were collected using structured questionnaires. The collected data were entered into Epi-data 3.1 version and exported to SPSS-25 for analysis. Chi-square, independent sample t-test, and receiver operator characteristics curve of curve were used for analysis. A P-value of less than 0.05 was considered statistically significant. RESULTS In this study, significant increases were observed in the following values in the case group compared to the control group: In white blood cell (WBC) count, neutrophils, monocyte, mean platelet volume (MPV), neutrophils to lymphocyte ratio, monocyte to lymphocyte ratio (MLR), red blood cell width to platelet count ratio (RPR), red blood width coefficient variation, MPV to RPR, and platelet to lymphocyte ratio. Regarding MLR, a cut-off value of ≥ 0.26 was found, with a sensitivity of 68%, a specificity of 95%, a positive predictive value (PPV) of 93.2%, and a negative predictive value (NPV) of 74.8%. The area under the curve (AUC) was 0.828 (P < 0.001). For WBC, a cut-off value of ≥ 11.42 was identified, with a sensitivity of 55%, a specificity of 89%, a PPV of 83.3%, and a NPV of 66.4%. The AUC was 0.81 (P < 0.001). Neutrophils had a sensitivity of 67%, a specificity of 81%, a PPV of 77.9%, and a NPV of 71.1%. The AUC was 0.801, with a cut-off value of ≥ 6.76 (P = 0.001). These results indicate that they were excellent predictors of neonatal sepsis diagnosis. CONCLUSION The findings of our study suggest that certain hematological parameters and hemogram-derived markers may have a potential role in the diagnosis of neonatal sepsis.
Collapse
Affiliation(s)
- Dereje Abebe Regassa
- Department of Medical Laboratory Sciences, Wolkite University, Wolkite 11330, Ethiopia
| | - Rahel Shumi Nagaash
- Department of Medical Laboratory Sciences, Wolkite University, Wolkite 11330, Ethiopia
| | - Bisirat Fikadu Habtu
- Department of Medical Laboratory Sciences, Wolkite University, Wolkite 11330, Ethiopia
| | - Woyesa Beyene Haile
- Department of Medical Laboratory Sciences, Dire Dawa University, Dire Dawa 3000, Ethiopia
| |
Collapse
|
19
|
Zhou Z, Wang Y, Wang Y, Yang B, Xu C, Wang S, Yang W. A Diagnostic Nomogram for Predicting Hypercapnic Respiratory Failure in Patients with Acute Exacerbation of Chronic Obstructive Pulmonary Disease. Int J Chron Obstruct Pulmon Dis 2024; 19:1079-1091. [PMID: 38783895 PMCID: PMC11112130 DOI: 10.2147/copd.s454558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 05/07/2024] [Indexed: 05/25/2024] Open
Abstract
Purpose To develop and validate a nomogram for assessing the risk of developing hypercapnic respiratory failure (HRF) in patients with acute exacerbation of chronic obstructive pulmonary disease (AECOPD). Patients and Methods From January 2019 to August 2023, a total of 334 AECOPD patients were enrolled in this research. We employed the Least Absolute Shrinkage and Selection Operator (LASSO) regression and multivariate logistic regression to determine independent predictors and develop a nomogram. This nomogram was appraised by the area under the receiver operating characteristic curve (AUC), calibration curve, Hosmer-Lemeshow goodness-of-fit test (HL test), decision curve analysis (DCA), and clinical impact curve (CIC). The enhanced bootstrap method was used for internal validation. Results Sex, prognostic nutritional index (PNI), hematocrit (HCT), and activities of daily living (ADL) were independent predictors of HRF in AECOPD patients. The developed nomogram based on the above predictors showed good performance. The AUCs for the training, internal, and external validation cohorts were 0.841, 0.884, and 0.852, respectively. The calibration curves and HL test showed excellent concordance. The DCA and CIC showed excellent clinical usefulness. Finally, a dynamic nomogram was developed (https://a18895635453.shinyapps.io/dynnomapp/). Conclusion This nomogram based on sex, PNI, HCT, and ADL demonstrated high accuracy and clinical value in predicting HRF. It is a less expensive and more accessible approach to assess the risk of developing HRF in AECOPD patients, which is more suitable for primary hospitals, especially in developing countries with high COPD-related morbidity and mortality.
Collapse
Affiliation(s)
- Zihan Zhou
- Department of Respiratory and Critical Care Medicine, Hefei Hospital Affiliated to Anhui Medical University, The Second People’s Hospital of Hefei, Hefei, Anhui, 230011, People’s Republic of China
- The Fifth Clinical College of Anhui Medical University, Hefei, Anhui, 230032, People’s Republic of China
| | - Yuhui Wang
- The Fifth Clinical College of Anhui Medical University, Hefei, Anhui, 230032, People’s Republic of China
- Department of Cardiology, Hefei Hospital Affiliated to Anhui Medical University, Hefei, The Second People’s Hospital of Hefei, Hefei, Anhui, 230011, People’s Republic of China
| | - Yongsheng Wang
- Department of Respiratory and Critical Care Medicine, Hefei Hospital Affiliated to Anhui Medical University, The Second People’s Hospital of Hefei, Hefei, Anhui, 230011, People’s Republic of China
- The Fifth Clinical College of Anhui Medical University, Hefei, Anhui, 230032, People’s Republic of China
| | - Bo Yang
- Affiliated Hospital of West Anhui Health Vocational College, The Second People’s Hospital of Lu’an City, Lu’an, 237005, People’s Republic of China
| | - Chuchu Xu
- Department of Respiratory and Critical Care Medicine, Hefei Hospital Affiliated to Anhui Medical University, The Second People’s Hospital of Hefei, Hefei, Anhui, 230011, People’s Republic of China
- The Fifth Clinical College of Anhui Medical University, Hefei, Anhui, 230032, People’s Republic of China
| | - Shuqin Wang
- Department of Respiratory and Critical Care Medicine, Hefei Hospital Affiliated to Anhui Medical University, The Second People’s Hospital of Hefei, Hefei, Anhui, 230011, People’s Republic of China
- The Fifth Clinical College of Anhui Medical University, Hefei, Anhui, 230032, People’s Republic of China
| | - Wanchun Yang
- Department of Respiratory and Critical Care Medicine, Hefei Hospital Affiliated to Anhui Medical University, The Second People’s Hospital of Hefei, Hefei, Anhui, 230011, People’s Republic of China
- The Fifth Clinical College of Anhui Medical University, Hefei, Anhui, 230032, People’s Republic of China
| |
Collapse
|
20
|
Zhu H, Liang W, Zhu J, He X, Zou P, Yang K, Li G, Liao B, Deng H, Liang Z, Zhao J, Zhao Z, Chen J, He Q, Ning W. Nomogram to predict ventilator-associated pneumonia in large vessel occlusion stroke after endovascular treatment: a retrospective study. Front Neurol 2024; 15:1351458. [PMID: 38803642 PMCID: PMC11129686 DOI: 10.3389/fneur.2024.1351458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 02/26/2024] [Indexed: 05/29/2024] Open
Abstract
Background Ventilator-Associated Pneumonia (VAP) severely impacts stroke patients' prognosis after endovascular treatment. Hence, this study created a nomogram to predict the occurrence of VAP after endovascular treatment. Methods The individuals with acute ischemic stroke and large vessel occlusion (AIS-LVO) who received mechanical ventilation and endovascular therapy between July 2020 and August 2023 were included in this retrospective study. The predictive model and nomogram were generated by performing feature selection optimization using the LASSO regression model and multifactor logistic regression analysis and assessed the evaluation, verification and clinical application. Results A total of 184 individuals (average age 61.85 ± 13.25 years, 73.37% male) were enrolled, and the rate of VAP occurrence was found to be 57.07%. Factors such as the Glasgow Coma Scale (GCS) score, duration of stay in the Intensive Care Unit (ICU), dysphagia, Fazekas scale 2 and admission diastolic blood pressure were found to be associated with the occurrence of VAP in the nomogram that demonstrating a strong discriminatory power with AUC of 0.862 (95% CI, 0.810-0.914), and a favorable clinical net benefit. Conclusion This nomogram, comprising GCS score, ICU duration, dysphagia, Fazekas scale 2 and admission diastolic blood pressure, can aid clinicians in predicting the identification of high-risk patients for VAP following endovascular treatment in large vessel occlusion stroke.
Collapse
Affiliation(s)
- Huishan Zhu
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Wenfei Liang
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Jingling Zhu
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Xiaohua He
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Pengjuan Zou
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Kangqiang Yang
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Guoshun Li
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Bin Liao
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Huiquan Deng
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Zichong Liang
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Jiasheng Zhao
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Zhan Zhao
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Jingyi Chen
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| | - Qiuxing He
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, Guangdong, China
- South China Research Center for Acupuncture and Moxibustion, Medical College of Acu-Moxi and Rehabilitation, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Weimin Ning
- Department of Neurology, Dongguan Hospital of Guangzhou University of Chinese Medicine, Dongguan, China
| |
Collapse
|
21
|
Lin YT, Lin KM, Wu KH, Lien F. Enhancing pneumonia prognosis in the emergency department: a novel machine learning approach using complete blood count and differential leukocyte count combined with CURB-65 score. BMC Med Inform Decis Mak 2024; 24:118. [PMID: 38702739 PMCID: PMC11069213 DOI: 10.1186/s12911-024-02523-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Accepted: 04/29/2024] [Indexed: 05/06/2024] Open
Abstract
BACKGROUND Pneumonia poses a major global health challenge, necessitating accurate severity assessment tools. However, conventional scoring systems such as CURB-65 have inherent limitations. Machine learning (ML) offers a promising approach for prediction. We previously introduced the Blood Culture Prediction Index (BCPI) model, leveraging solely on complete blood count (CBC) and differential leukocyte count (DC), demonstrating its effectiveness in predicting bacteremia. Nevertheless, its potential in assessing pneumonia remains unexplored. Therefore, this study aims to compare the effectiveness of BCPI and CURB-65 in assessing pneumonia severity in an emergency department (ED) setting and develop an integrated ML model to enhance efficiency. METHODS This retrospective study was conducted at a 3400-bed tertiary medical center in Taiwan. Data from 9,352 patients with pneumonia in the ED between 2019 and 2021 were analyzed in this study. We utilized the BCPI model, which was trained on CBC/DC data, and computed CURB-65 scores for each patient to compare their prognosis prediction capabilities. Subsequently, we developed a novel Cox regression model to predict in-hospital mortality, integrating the BCPI model and CURB-65 scores, aiming to assess whether this integration enhances predictive performance. RESULTS The predictive performance of the BCPI model and CURB-65 score for the 30-day mortality rate in ED patients and the in-hospital mortality rate among admitted patients was comparable across all risk categories. However, the Cox regression model demonstrated an improved area under the ROC curve (AUC) of 0.713 than that of CURB-65 (0.668) for in-hospital mortality (p<0.001). In the lowest risk group (CURB-65=0), the Cox regression model outperformed CURB-65, with a significantly lower mortality rate (2.9% vs. 7.7%, p<0.001). CONCLUSIONS The BCPI model, constructed using CBC/DC data and ML techniques, performs comparably to the widely utilized CURB-65 in predicting outcomes for patients with pneumonia in the ED. Furthermore, by integrating the CURB-65 score and BCPI model into a Cox regression model, we demonstrated improved prediction capabilities, particularly for low-risk patients. Given its simple parameters and easy training process, the Cox regression model may be a more effective prediction tool for classifying patients with pneumonia in the emergency room.
Collapse
Affiliation(s)
- Yin-Ting Lin
- Department of Internal Medicine, Chang Gung Memorial Hospital, No. 6, W. Sec., Jiapu Rd., Puzih, Chiayi County, 613, Taiwan
| | - Ko-Ming Lin
- Division of Allergy, Immunology and Rheumatology, Department of Internal Medicine, Chang Gung Memorial Hospital, No. 6, W. Sec., Jiapu Rd, Puzih, Chiayi County, 613, Taiwan
| | - Kai-Hsiang Wu
- Department of Emergency Medicine, Chang Gung Memorial Hospital, No. 6, W. Sec., Jiapu Rd., Puzih, Chiayi County, 613, Taiwan.
- Department of Nursing, Chang Gung University of Science and Technology, Chiayi Campus, Chiayi, Taiwan.
- Graduate Institute of Clinical Medical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan.
| | - Frank Lien
- Division of Allergy, Immunology and Rheumatology, Department of Internal Medicine, Chang Gung Memorial Hospital, No. 6, W. Sec., Jiapu Rd, Puzih, Chiayi County, 613, Taiwan.
| |
Collapse
|
22
|
Aygün D, Önal P, Ayzıt Kılınç A, Aygün F, Şiraneci R, Çokuğraş H. Can Complete Blood Count Parameters and Serum Electrolyte Levels Have a Predictive Role in Differential Diagnosis of Tuberculosis from Community-acquired Pneumonia in Children? Turk Arch Pediatr 2024; 59:289-295. [PMID: 39140991 PMCID: PMC11181214 DOI: 10.5152/turkarchpediatr.2024.24015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Accepted: 04/04/2024] [Indexed: 08/15/2024]
Abstract
The complete blood count (CBC) parameters and the ratios regarding these parameters have been demonstrated to be useful diagnostic biomarkers for many infectious diseases. Herein, we aimed to evaluate and compare the usefulness of the predictive role of the CBC in the differential diagnosis of pulmonary tuberculosis (TB) from community-acquired pneumonia (CAP) in children. We also compared serum electrolyte levels between the 2 diseases. In this retrospective study, we analyzed the efficacy of CBC parameters and neutrophil-to-lymphocyte ratio (NLR), monocyte-to-lymphocyte ratio (MLR), plateletto-lymphocyte ratio (PLR), neutrophil-to-monocyte-plus-lymphocyte ratio (NMLR), and serum electrolyte levels in the differential diagnosis of pulmonary TB from CAP in children. We also classified patients with TB into 2 groups according to the microbiologic confirmation. We investigated whether there is any difference regarding these parameters in patients with positive microbiologic results. A total of 163 patients diagnosed with TB and CAP were included in this study. The WBC, neutrophil and monocyte counts, NLR, MLR, NMLR, mean platelet volume (MPV), and C-reactive protein (CRP) values were higher in CAP. There was statistical significance among serum sodium and phosphorus (P) levels between the 2 groups. Microbiologic confirmation was determined in 37 (35.5%) patients with the diagnosis of TB. The NLR, MLR, NMLR, CRP, and P values were significantly higher in patients with microbiologic confirmation. The results of the present study suggest that complete blood count parameters, NLR, MLR, NMLR, and CRP can be useful and cost-effective markers in differentiating pulmonary TB from CAP in the early stages of diagnosis.
Collapse
Affiliation(s)
- Deniz Aygün
- Department of Pediatric Infectious Diseases, Kanuni Sultan Süleyman Research and Training Hospital, İstanbul, Türkiye
| | - Pınar Önal
- Department of Pediatric Infectious Diseases, Cerrahpaşa Faculty of Medicine, İstanbul University-Cerrahpaşa, İstanbul, Türkiye
| | - Ayşe Ayzıt Kılınç
- Department of Pediatric Pulmonology, Cerrahpaşa Faculty of Medicine, İstanbul University-Cerrahpaşa, İstanbul, Türkiye
| | - Fatih Aygün
- Department of Pediatric Intensive Care, Cerrahpaşa Faculty of Medicine, İstanbul University-Cerrahpaşa, İstanbul, Türkiye
| | - Rengin Şiraneci
- Department of Pediatric Infectious Diseases, Kanuni Sultan Süleyman Research and Training Hospital, İstanbul, Türkiye
| | - Haluk Çokuğraş
- Department of Pediatric Infectious Diseases, Cerrahpaşa Faculty of Medicine, İstanbul University-Cerrahpaşa, İstanbul, Türkiye
| |
Collapse
|
23
|
Martinez JM, Espírito Santo A, Ramada D, Fontes F, Medeiros R. Diagnostic accuracy of neutrophil-to-lymphocyte ratio, platelet-to-lymphocyte ratio, and neutrophil-lymphocyte-to-platelet ratio biomarkers in predicting bacteremia and sepsis in immunosuppressive patients with cancer: literature review. Porto Biomed J 2024; 9:254. [PMID: 38835655 PMCID: PMC11146520 DOI: 10.1097/j.pbj.0000000000000254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 04/23/2024] [Accepted: 05/05/2024] [Indexed: 06/06/2024] Open
Abstract
Background This literature review explores the role of neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and neutrophil-lymphocyte-to-platelet ratio (NLPR) biomarkers, as potential indicators for predicting bacteremia and sepsis in patients with cancer. Objective Tracing the evolution of interest in this area since 2001, the aim of this review was to report a comprehensive overview of current knowledge and gaps, particularly in patients undergoing immunosuppression. Summary of Findings The literature research indicates the potential of NLR, PLR, and other biomarkers in diagnosing and predicting sepsis, with some studies emphasizing their value in mortality prediction. A specific focus on bacteremia shows the effectiveness of NLR and PLR as early indicators and prognostic tools, though mostly in noncancer patient populations. While NLR and PLR are promising in general cancer patient populations, the review addresses the challenges in applying these biomarkers to patients with neutropenic and lymphopenic cancer. The NLPR could be considered a significant biomarker for inflammation and mortality risk in various medical conditions, yet its diagnostic accuracy in patients with immunosuppressed cancer is not extensively validated. Conclusion This review offers a snapshot of the current research on biomarkers in patients with immunocompromised cancer in the sepsis and bacteremia area. More focused research on their application is necessary. This gap underscores an opportunity for future studies to enhance diagnostic and prognostic capabilities in this high-risk group.
Collapse
Affiliation(s)
- Jose Manuel Martinez
- Oncology Clinical Research Unit IPO Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Centre (Porto.CCC) & RISE@CI-IPOP (Health Research Network), Porto, Portugal
| | - Ana Espírito Santo
- Oncology Clinical Research Unit IPO Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Centre (Porto.CCC) & RISE@CI-IPOP (Health Research Network), Porto, Portugal
| | - Diana Ramada
- Oncology Nursing Research Unit IPO Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Centre (Porto.CCC) & RISE@CI-IPOP (Health Research Network), Porto, Portugal
| | - Filipa Fontes
- Approach to Precursor Lesions and Early Cancer Research Unit IPO Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Centre (Porto.CCC) & RISE@CI-IPOP (Health Research Network), Porto, Portugal
- Public Health Department and Forensic Sciences and Medical Education, Faculty of Medicine, University of Porto, Porto, Portugal
| | - Rui Medeiros
- Molecular Oncology and Viral Pathology Group Research Unit IPO Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Centre (Porto.CCC) & RISE@CI-IPOP (Health Research Network), Porto, Portugal
| |
Collapse
|
24
|
Li Z, Jian Y, Wei Z. Association between monocyte to lymphocyte ratio and diabetic foot ulcer in the population of the US with diabetes based on the 1999-2004 National Health and Nutrition Examination Survey data: a retrospective cross-sectional study. Front Endocrinol (Lausanne) 2024; 15:1361393. [PMID: 38726344 PMCID: PMC11080649 DOI: 10.3389/fendo.2024.1361393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Accepted: 04/11/2024] [Indexed: 05/12/2024] Open
Abstract
Background Diabetic foot ulcer (DFU) is a severe complication that occurs in patients with diabetes and is a primary factor that necessitates amputation. Therefore, the occurrence and progression of DFU must be predicted at an early stage to improve patient prognosis and outcomes. In this regard, emerging evidence suggests that inflammation-related markers play a significant role in DFU. One such potential marker, the monocyte-lymphocyte ratio (MLR), has not been extensively studied in relation to DFU. This study aimed to define a connection between MLR and DFU. Methods A cross-sectional study was conducted using National Health and Nutrition Examination Survey (NHANES) data from 1999 to 2004. DFU was defined based on survey questionnaires assessing the presence of nonhealing ulcers in the lower extremities for more than 4 weeks in diabetes patients. The MLR was calculated as the ratio of the monocyte count to the lymphocyte count, which was directly obtained from laboratory data files. Logistic regression analysis was performed to assess the relationship between the MLR and DFU. Stratified analysis according to age, sex, body mass index, blood glucose, hemoglobin, and glycated hemoglobin categories was conducted, and multiple imputations were applied to missing data. Results In total, 1246 participants were included; the prevalence of DFU was 9.4% (117/1246). A multivariable regression model revealed a significant association between DFU and a 0.1 unit increase in MLR after adjusting for all covariates (adjusted odds ratio=1.16, 95% confidence interval: 1.02-1.33). Subgroup analyses revealed consistent findings regarding the impact of MLR on the presence of DFU (p > 0.05). Conclusion MLR is significantly associated with DFU in diabetes patients, and can be used as one of the indicators for predicting the occurrence of DFU. MLR assessment may be a valuable component in the follow-up of patients with diabetes.
Collapse
Affiliation(s)
- Zirui Li
- Department of Burns and Plastic Surgery, Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou, China
| | - Yang Jian
- Department of Burns and Plastic Surgery, Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou, China
| | - Zairong Wei
- Department of Burns and Plastic Surgery, Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou, China
- The Collaborative Innovation Center of Tissue Damage Repair and Regeneration Medicine of Zunyi Medical University, Zunyi, Guizhou, China
| |
Collapse
|
25
|
Liu CG, Li DY, Gao X, Ma T, Zhang K, Liu DY. Examining the causal relationship between circulating immune cells and the susceptibility to osteomyelitis: A Mendelian randomization study. Int Immunopharmacol 2024; 131:111815. [PMID: 38492335 DOI: 10.1016/j.intimp.2024.111815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2024] [Revised: 03/04/2024] [Accepted: 03/05/2024] [Indexed: 03/18/2024]
Abstract
BACKGROUND Osteomyelitis is considered as a deleterious inflammatory condition affecting the bone, primarily attributed to pathogenic infection. However, the underlying factors predisposing individuals to osteomyelitis remain incompletely elucidated. The immune system plays a multifaceted role in the progression of this condition, yet previous observational studies and randomized controlled trials investigating the association between circulating immune cell counts and osteomyelitis have been constrained. In order to address this knowledge gap, we conducted a Mendelian randomization (MR) analysis to evaluate the impact of diverse immune cell counts on the risk of developing osteomyelitis. METHODS In our study, we utilized single nucleotide polymorphisms (SNPs) that have been strongly linked to circulating immune cells or specific lymphocyte subtypes, as identified in large-scale genome-wide association studies (GWAS). These SNPs served as instrumental variables (IVs) for our MR analysis. We employed a more relaxed clumping threshold to conduct MR analysis on several related lymphocyte subtypes. To estimate causal effects, we utilized the Wald ratio, as well as the random-effects inverse variance weighted (IVW) and weighted median (WM) methods. To enhance the credibility of our results, we performed F-statistic calculations and a series of sensitivity analyses. RESULTS Our findings revealed a significant correlation between the absolute count of circulating lymphocytes and the risk of osteomyelitis [odds ratio(OR) 1.20;95 % confidence interval (CI), 1.08-1.32;P = 0.0005]. Furthermore, we identified a causal relationship between the absolute count of CD8+ T cells and susceptibility to osteomyelitis (OR 1.16; 95 % CI, 1.04-1.30; P = 0.0098). Importantly, these findings remained robust across a wide range of sensitivity analyses. CONCLUSION Through our MR analysis, we have provided evidence supporting a causal relationship between genetic predisposition to higher circulating immune cell counts and an increased risk of osteomyelitis. Specifically, our findings highlight the association between elevated CD8+ T cell counts and a heightened susceptibility to osteomyelitis. These results offer valuable insights for the future exploration of immunotherapy approaches in the management of osteomyelitis.
Collapse
Affiliation(s)
- Chun-Gui Liu
- Severe & Poly-trauma Division, Orthopedic Trauma Department, Hong-Hui Hospital, Xi'an Jiaotong University, Xi'an, China
| | - Dong-Yang Li
- Severe & Poly-trauma Division, Orthopedic Trauma Department, Hong-Hui Hospital, Xi'an Jiaotong University, Xi'an, China
| | - Xi Gao
- Severe & Poly-trauma Division, Orthopedic Trauma Department, Hong-Hui Hospital, Xi'an Jiaotong University, Xi'an, China
| | - Teng Ma
- Severe & Poly-trauma Division, Orthopedic Trauma Department, Hong-Hui Hospital, Xi'an Jiaotong University, Xi'an, China
| | - Kun Zhang
- Severe & Poly-trauma Division, Orthopedic Trauma Department, Hong-Hui Hospital, Xi'an Jiaotong University, Xi'an, China
| | - De-Yin Liu
- Severe & Poly-trauma Division, Orthopedic Trauma Department, Hong-Hui Hospital, Xi'an Jiaotong University, Xi'an, China.
| |
Collapse
|
26
|
Mousa N, Salah M, Elbaz S, Elmetwalli A, Elhammady A, Abdelkader E, Abdelsalam M, El-Wakeel N, Mansour M, Hashem M, El-Emam O, Elderiny W, Abdelaziz M, Elgamal A, Habib A. Neutrophil percentage-to-albumin ratio is a new diagnostic marker for spontaneous bacterial peritonitis: a prospective multicenter study. Gut Pathog 2024; 16:18. [PMID: 38561807 PMCID: PMC10985869 DOI: 10.1186/s13099-024-00610-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 03/08/2024] [Indexed: 04/04/2024] Open
Abstract
BACKGROUND The neutrophil percentage-to-albumin ratio (NPAR) is a novel measure of systemic inflammation and infection. Low albumin levels increase the risk of infection, while high neutrophil counts indicate the presence of infection. Spontaneous bacterial peritonitis (SBP) is a serious infection in cirrhotic ascites, and the potential of NPAR in diagnosing SBP is not yet established. OBJECTIVE The objective of this study is to determine the diagnostic value of NPAR in identifying SBP. PATIENTS This prospective multicenter study included 465 patients diagnosed with cirrhotic ascites and SBP according to international guidelines. Demographic, clinical, and laboratory data were collected. The sensitivity and specificity of NPAR values for diagnosing SBP were assessed using the receiver operating characteristic curve. RESULTS For SBP diagnosis in the total cohort, NPAR of > 17 had a sensitivity of 85.71%, specificity of 66.67%, and 95% CI (42.1-99.6). In culture-positive SBP, the NPAR at a cut-off > 5.2 had a sensitivity of 85.71%, specificity of 83.33%, and 95% CI (0.709 to 0.979), while in culture-negative SBP, the NPAR at a cut-off > 2.1 had a sensitivity of 92.86%, specificity of 33.33% and CI (0.367 to 0.764). The multivariate analysis revealed that albumin (OR = 2.78, [1.11;3.98], INR (OR = 0.198, [0.066;0.596], creatinine (OR = 0.292, [0.1; 0.81], CRP (OR = 3.18, [1.239;4.52] total leukocytic count (TLC) (OR = 1.97, [1.878; 2.07], platelets (OR = 2.09, [0.99; 2.31] and neutrophil (OR = 3.43, [1.04;3.89] were significantly associated with higher prediction rates for culture positive SBP. CONCLUSIONS NPAR could be a new, affordable, noninvasive test for diagnosing SBP.
Collapse
Affiliation(s)
- Nasser Mousa
- Tropical Medicine Department, Faculty of Medicine, Mansoura University, Mansoura, Egypt.
| | - Mohamed Salah
- Tropical Medicine Department, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Sherif Elbaz
- Endemic Diseases and Gastroenterology Department, Aswan University, Aswan, Egypt
| | - Alaa Elmetwalli
- Department of Clinical Trial Research Unit and Drug Discovery, Egyptian Liver Research Institute and Hospital (ELRIAH), Mansoura, Egypt
| | - Amr Elhammady
- Internal Medicine Department, Banha University, Benha, Egypt
| | - Eman Abdelkader
- Internal Medicine Department, Mansoura University, Mansoura, Egypt
| | | | - Niveen El-Wakeel
- Medical Microbiology and Immunology Department, Mansoura University, Mansoura, Egypt
- Department of Basic Medical Sciences, Faculty of Medicine, New Mansoura University, New Mansoura, Egypt
| | - Marwa Mansour
- Internal Medicine Department, Mansoura University, Mansoura, Egypt
| | - Manal Hashem
- Internal medicine department, Zagazig University, Zagazig, Egypt
| | - Ola El-Emam
- Clinical Pathology Department, Mansoura University, Mansoura city, Egypt
| | - Wesam Elderiny
- Clinical Pathology Department, Mansoura University, Mansoura city, Egypt
| | - Mohammed Abdelaziz
- Tropical Medicine Department, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Ayman Elgamal
- Department of Tropical Medicine, Menoufia University, Menoufia, Egypt
| | - Alaa Habib
- Internal Medicine Department, Mansoura University, Mansoura, Egypt
| |
Collapse
|
27
|
Alupo P, Katagira W, Mukunya D, Okimat P, Tejwani V, Kayongo A, Nalunjogi J, Robertson NM, Jones R, Hurst JR, Kirenga B, Siddharthan T. The Neutrophil-to-Lymphocyte Ratio as a Predictor of Acute Exacerbations Among Patients With COPD in Uganda. CHRONIC OBSTRUCTIVE PULMONARY DISEASES (MIAMI, FLA.) 2024; 11:187-195. [PMID: 38237091 PMCID: PMC11075344 DOI: 10.15326/jcopdf.2023.0443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/23/2023] [Indexed: 03/28/2024]
Abstract
Background The neutrophil-to-lymphocyte ratio (NLR) is an inexpensive biomarker that potentially predicts acute exacerbations of chronic obstructive pulmonary disease (AECOPDs). We evaluated the association of baseline NLR and respiratory hospitalization risk within one year among chronic obstructive pulmonary disease (COPD) patients in Uganda, a low- and middle-income country. Methods A total of 312 COPD patients were followed for one year. Clinical characteristics and exacerbation rates were collected. Poisson regression with robust variance estimators was used to measure the association between NLR and hospital admissions due to COPD exacerbations. Receiver-operator characteristic (ROC) curves and the area under the curve were used to assess the ability of NLR to predict AECOPDs. Results The median (Q 1, Q 3) age was 64 years (53, 71). Females comprised 50.96% (n=159) of the cohort, and 71.2% (n=222) of participants had moderate or severe COPD. A total of 9.9% (n=31) of participants experienced a COPD exacerbation during the period of follow-up. At baseline, the median (Q 1, Q 3) NLR ratio among participants who experienced an exacerbation was 1.46 (0.92, 2.33) compared to 1.03 (0.72,1.42) among those who did not experience one during the follow-up period (p=0.002). Using Youden and Liu's methods, the optimal NLR cutoff for predicting COPD exacerbation was 1.17. This cutoff resulted in a ROC curve area of 0.64 (95% confidence interval: 0.56, 0.73). Conclusion The NLR could be used as a risk predictor, in low- and middle-income countries, for hospital admissions due to COPD exacerbations. A cutoff of 1.17 was an independent predictor of hospitalization due to acute exacerbations of COPD within one year.
Collapse
Affiliation(s)
| | | | - David Mukunya
- Department of Medicine, Makerere University College of Health Sciences, Kampala, Uganda
| | - Paul Okimat
- Soroti District Local Government, Soroti, Uganda
| | - Vickram Tejwani
- Respiratory Institute, Cleveland Clinic, Cleveland, Ohio, United States
| | - Alex Kayongo
- Makerere University Lung Institute, Kampala, Uganda
| | | | - Nicole M. Robertson
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States
| | - Rupert Jones
- Makerere University Lung Institute, Kampala, Uganda
- Faculty of Health, University of Plymouth, Plymouth, United Kingdom
| | - John R. Hurst
- Respiratory, University College London, London, United Kingdom
| | - Bruce Kirenga
- Makerere University Lung Institute, Kampala, Uganda
- Department of Medicine, Makerere University College of Health Sciences, Kampala, Uganda
- *Joint senior authorship
| | - Trishul Siddharthan
- Division of Pulmonary, Critical Care and Sleep Medicine, University of Miami, Miami, Florida, United States
- *Joint senior authorship
| |
Collapse
|
28
|
Narváez González HF, De Alba Cruz I, Carbajal Cabrera PR, Morales Tercero YA, Luna León LG, Vargas Ávila AL. Neutrophil- and Platelet-Lymphocyte Ratio as Biomarkers of Severity in Complicated Diverticular Disease. Cureus 2024; 16:e56656. [PMID: 38646313 PMCID: PMC11032141 DOI: 10.7759/cureus.56656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/17/2024] [Indexed: 04/23/2024] Open
Abstract
INTRODUCTION Diverticulitis is a prevalent gastrointestinal disease that may require surgical intervention. The aim of the study was to investigate the involvement of neutrophil-lymphocyte ratio (NLR) and platelet-lymphocyte ratio (PLR) as biomarkers of severity in complicated diverticular disease (CDD) in Mexican patients and their correlation with the need for surgical intervention, the length of hospital stay, and mortality. MATERIAL AND METHODS An observational, longitudinal, and retrospective study performed from 2017 to 2021 was considered in patients over 18 years of age, with a diagnosis of CDD by using computed tomography and with a hemogram taken in the first 24 hours upon admission to the emergency department to describe the sensitivity, specificity, and positive and negative predictive values (PPV and NPV, respectively) of NLR and PLR in the CDD. Results: A total of 102 Mexican patients suffering from CDD, 54% women and 46% men with a mean of 59 years, were analyzed. According to Hinchey's classification, 79 (77.5%) patients showed type I, 12 (12.8%) type II, 5 (4.9%) type III, and 6 (5.9%) type IV. The mean hospital stay was 8.8 days, with a mortality rate of 3.9%. The cut-off value was established at 5.1 for NLR according to the results of the receiver operating characteristic (ROC) curve with an area under the curve (AUC) of 0.633, a sensitivity of 90%, a specificity of 43%, PPV of 21.8%, and NPV of 96% for the prediction of CDD. A cut-off value for PLR at 72 was established according to the results of the ROC curve with an AUC of 0.482, a sensitivity of 78%, a specificity of 40%, PPV of 96%, and NPV of 9% for the prediction of CDD. CONCLUSION The NLR and PLR are easily calculable and accessible biomarkers that can be part of the decision-making for the diagnosis and treatment of CDD in Mexican people as has been observed in other populations. However, more prospective, multicenter comparative studies are needed to assess the efficacy and safety of these biomarkers in relation to those already described.
Collapse
Affiliation(s)
| | - Israel De Alba Cruz
- Colorectal Surgery, Hospital Regional "Lic. Adolfo López Mateos" ISSSTE, Mexico City, MEX
| | | | | | | | | |
Collapse
|
29
|
Yürük Atasoy P, Gürbüz E, Alkan S. Prognostic Significance of NLR, LMR, PLR, and CRP-Albumin Ratio in Lower Extremity Cellulitis: A Hospitalization and Recurrence Analysis. INT J LOW EXTR WOUND 2024:15347346241235873. [PMID: 38414389 DOI: 10.1177/15347346241235873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
Abstract
Cellulitis, an inflammatory disease of the skin and subcutaneous tissue caused by bacterial agents, frequently causes lower-extremity wounds. Many new biomarkers have been introduced to aid the diagnosis of inflammatory diseases. In this study, we aimed to evaluate the risk of recurrence of lower-extremity cellulitis wounds and the factors determining the need for hospitalization. Demographic characteristics and underlying diseases of the patients, white blood cell count, neutrophil, lymphocyte, monocyte, neutrophil, lymphocyte, lymphocyte and monocyte counts at admission, white blood cell count at admission, platelet count, total protein, albumin, erythrocyte sedimentation rate, C-reactive protein (CRP), procalcitonin level, neutrophil-to-lymphocyte ratio (NLR), lymphocyte-to-monocyte ratio (LMR), platelet-to-lymphocyte ratio (PLR), and CRP/albumin ratio were evaluated. Of the 132 patients with lower extremity cellulitis wounds, the median age was 56 years (range, 20-96 years), and 88 (66.7%) were male. Diabetes mellitus was the most commonly associated systemic disease. The most common symptom (97%) was a rash. Of the patients, 80 (60.6%) were hospitalized and 52 (39.4%) were treated as outpatients. Seventeen (12.9%) patients had recurrent cellulitis. While comorbidities and increased lesion size increased the risk in patients with recurrent cellulitis, median platelet count (P = .010), D-dimer level (P = .036), and CRP-Alb ratio (P = .019) were higher. Particularly increased lesion size, platelet count, total protein, and CRP levels should be a warning to clinicians in terms of the need for hospitalization and the risk of recurrence in patients with cellulite. In our study, PLR and CRP/albumin ratios were found to be high in these patient groups, and determining the usefulness of new biomarkers through new studies will give us a new perspective in clinical practice.
Collapse
Affiliation(s)
- Pınar Yürük Atasoy
- Department of Infectious Diseases and Clinical Microbiology, Ankara City Hospital, Ankara, Turkey
| | - Esra Gürbüz
- Department of Infectious Diseases and Clinical Microbiology, Health Sciences University Van Training and Research Hospital, Van, Turkey
| | - Sevil Alkan
- Department of İnfectious Diseases and Clinical Microbiology, Faculty of Medicine, Canakkale Onsekiz Mart University, Canakkale, Turkey
| |
Collapse
|
30
|
Roldgaard M, Benfield T, Tingsgård S. Blood neutrophil to lymphocyte ratio is associated with 90-day mortality and 60-day readmission in Gram negative bacteremia: a multi-center cohort study. BMC Infect Dis 2024; 24:255. [PMID: 38395788 PMCID: PMC10893647 DOI: 10.1186/s12879-024-09127-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 02/12/2024] [Indexed: 02/25/2024] Open
Abstract
INTRODUCTION The Neutrophil-Lymphocyte Ratio (NLR) in blood has demonstrated its capability to predict bacteremia in emergency departments, and its association with mortality has been established in patients with sepsis in intensive care units. However, its potential concerning mortality and readmission in patients with Gram-negative bacteremia (GNB) is unexplored. METHODS This retrospective cohort study included patients with GNB between 2018 and 2022 from six hospitals in the Capital Region of Denmark. Patients who were immunosuppressed or had missing NLR values on the day of blood culture were excluded. Logistic regression models were used to analyze the association between NLR levels and 90-day all-cause mortality, while the logit link interpretation of the cumulative incidence function was used to assess the association between NLR levels and 60-day readmission. Associations were quantified as odds ratios (OR) with corresponding 95% confidence intervals (CI). RESULTS The study included 1763 patients with a median age was 76.8 years and 51.3% were female. The median NLR was 17.3 and 15.8% of patients had a quick sequential organ failure assessment score of two or three. Urinary tract infection (UTI) was the most frequent focus and Escherichia coli the most frequent pathogen. Statistically significant differences in median NLR were found by age group and pathogen, and for patients with or without hypertension, liver disease, chronic obstructive pulmonary disease, dementia, and alcohol abuse. 378 patients (21.4%) died before 90 days. 526 (29.8%) patients were readmitted to the hospital within 60 days. For each doubling of the NLR, the OR for all-cause 90-day mortality was 1.15 (95% CI, 1.04-1.27) and 1.12 (95% CI, 1.02-1.24) for 60-day readmission. Analysis of subgroups did not show statistically significant differences between groups in relation to the association between NLR and mortality. The discriminatory ability of NLR for mortality was limited and comparable to blood neutrophil or lymphocyte count, producing receiver operating characteristic curves with an area under the curve of 0.59 (95% CI, 0.56-0.63), 0.60 (95% CI, 0.56-0.65) and 0.53 (95% CI, 0.49-0.56), respectively. CONCLUSION Blood neutrophil-lymphocyte ratio was associated with 90-day all-cause mortality and 60-day readmission in patients with GNB. However, the ratio has limited ability in predicting mortality or readmission.
Collapse
Affiliation(s)
- Marcus Roldgaard
- Copenhagen University Hospital- Amager and Hvidovre Hospital, Copenhagen, Denmark.
| | - Thomas Benfield
- Copenhagen University Hospital- Amager and Hvidovre Hospital, Copenhagen, Denmark
| | - Sandra Tingsgård
- Copenhagen University Hospital- Amager and Hvidovre Hospital, Copenhagen, Denmark
| |
Collapse
|
31
|
Michels EHA, Appelman B, de Brabander J, van Amstel RBE, van Linge CCA, Chouchane O, Reijnders TDY, Schuurman AR, Sulzer TAL, Klarenbeek AM, Douma RA, Bos LDJ, Wiersinga WJ, Peters-Sengers H, van der Poll T. Host Response Changes and Their Association with Mortality in COVID-19 Patients with Lymphopenia. Am J Respir Crit Care Med 2024; 209:402-416. [PMID: 37948687 PMCID: PMC10878379 DOI: 10.1164/rccm.202305-0890oc] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 11/09/2023] [Indexed: 11/12/2023] Open
Abstract
Rationale: Lymphopenia in coronavirus disease (COVID-19) is associated with increased mortality. Objectives: To explore the association between lymphopenia, host response aberrations, and mortality in patients with lymphopenic COVID-19. Methods: We determined 43 plasma biomarkers reflective of four pathophysiological domains: endothelial cell and coagulation activation, inflammation and organ damage, cytokine release, and chemokine release. We explored if decreased concentrations of lymphocyte-derived proteins in patients with lymphopenia were associated with an increase in mortality. We sought to identify host response phenotypes in patients with lymphopenia by cluster analysis of plasma biomarkers. Measurements and Main Results: A total of 439 general ward patients with COVID-19 were stratified by baseline lymphocyte counts: normal (>1.0 × 109/L; n = 167), mild lymphopenia (>0.5 to ⩽1.0 × 109/L; n = 194), and severe lymphopenia (⩽0.5 × 109/L; n = 78). Lymphopenia was associated with alterations in each host response domain. Lymphopenia was associated with increased mortality. Moreover, in patients with lymphopenia (n = 272), decreased concentrations of several lymphocyte-derived proteins (e.g., CCL5, IL-4, IL-13, IL-17A) were associated with an increase in mortality (at P < 0.01 or stronger significance levels). A cluster analysis revealed three host response phenotypes in patients with lymphopenia: "hyporesponsive" (23.2%), "hypercytokinemic" (36.4%), and "inflammatory-injurious" (40.4%), with substantially differing mortality rates of 9.5%, 5.1%, and 26.4%, respectively. A 10-biomarker model accurately predicted these host response phenotypes in an external cohort with similar mortality distribution. The inflammatory-injurious phenotype showed a remarkable combination of relatively high inflammation and organ damage markers with high antiinflammatory cytokine levels yet low proinflammatory cytokine levels. Conclusions: Lymphopenia in COVID-19 signifies a heterogenous group of patients with distinct host response features. Specific host responses contribute to lymphopenia-associated mortality in COVID-19, including reduced CCL5 levels.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Renée A. Douma
- Department of Internal Medicine, Flevo Hospital, Almere, the Netherlands; and
| | | | - W. Joost Wiersinga
- Center for Experimental and Molecular Medicine
- Division of Infectious Diseases, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands
| | - Hessel Peters-Sengers
- Center for Experimental and Molecular Medicine
- Department of Epidemiology and Data Science, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Tom van der Poll
- Center for Experimental and Molecular Medicine
- Division of Infectious Diseases, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands
| |
Collapse
|
32
|
Wang Y, Zhuang Y, Lin C, Hong H, Chen F, Ke J. The neutrophil-to-lymphocyte ratio is associated with coronary heart disease risk in adults: A population-based study. PLoS One 2024; 19:e0296838. [PMID: 38349930 PMCID: PMC10863873 DOI: 10.1371/journal.pone.0296838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 12/20/2023] [Indexed: 02/15/2024] Open
Abstract
The purpose of this study was to look at any connections that could exist between neutrophil-lymphocyte ratio and coronary heart disease. We performed a cross-sectional research of 13732 participants in the National Health and Nutrition Examination Survey who were 40 or older. Multivariate logistic regression models investigated the relationship between neutrophil-to-lymphocyte ratio levels and coronary heart disease risk. To investigate potential nonlinear connections, smoothed curve fitting was used. When a nonlinear relationship was discovered, the inflexion point was determined using a recursive method. After controlling for relevant confounders, neutrophil-to-lymphocyte ratio was independently linked to a higher risk of coronary heart disease (OR = 1.74, 95% CI:1.30-2.33, P = 0.0002). Subgroup analyses showed statistically significant positive associations between neutrophil-to-lymphocyte ratio and coronary heart disease risk in women (OR = 1.25, 95% CI:1.09-1.43), participants 60 years of age and older (OR = 1.09, 95% CI:1.00-1.19), smoking status for every day or not at all (OR = 1.23, 95% CI:1.00-1.52; OR = 1.09, 95% CI:1.00-1.19), alcohol use status for moderate alcohol use (OR = 1.11, 95% CI:1.00-1.22), body mass index >30 kg/m2 (OR = 1.42, 95% CI:1.10-1.82), hypertensive (OR = 1.11, 95% CI:1.02-1.22), and individuals without diabetes (OR = 1.17, 95% CI:1.06-1.31). A positive correlation between neutrophil-to-lymphocyte ratio levels and coronary heart disease risk was also seen by smoothing curve fitting, with an inflexion point of 1.08 that was statistically significant (P<0.05). Our research shows elevated neutrophil-to-lymphocyte ratio levels are linked to a higher risk of coronary heart disease.
Collapse
Affiliation(s)
- Yu Wang
- Shengli Clinical Medical College of Fujian Medical University, Fuzhou, China
- Department of Emergency, Fujian Provincial Hospital, Fuzhou, China
- Fujian Key Laboratory of Emergency Medicine, Fujian Provincial Hospital, Fuzhou, China
- Fujian Provincial Institute of Emergency Medicine, Fuzhou, China
- Fujian Emergency Medical Center, Fuzhou, China
| | - Yangping Zhuang
- Shengli Clinical Medical College of Fujian Medical University, Fuzhou, China
- Department of Emergency, Fujian Provincial Hospital, Fuzhou, China
- Fujian Key Laboratory of Emergency Medicine, Fujian Provincial Hospital, Fuzhou, China
- Fujian Provincial Institute of Emergency Medicine, Fuzhou, China
- Fujian Emergency Medical Center, Fuzhou, China
| | - Changsha Lin
- Jinan Branch of Jinjiang City Hospital, Jinjiang, China
| | - Hanqing Hong
- Jinan Branch of Jinjiang City Hospital, Jinjiang, China
| | - Feng Chen
- Shengli Clinical Medical College of Fujian Medical University, Fuzhou, China
- Department of Emergency, Fujian Provincial Hospital, Fuzhou, China
- Fujian Key Laboratory of Emergency Medicine, Fujian Provincial Hospital, Fuzhou, China
- Fujian Provincial Institute of Emergency Medicine, Fuzhou, China
- Fujian Emergency Medical Center, Fuzhou, China
| | - Jun Ke
- Shengli Clinical Medical College of Fujian Medical University, Fuzhou, China
- Department of Emergency, Fujian Provincial Hospital, Fuzhou, China
- Fujian Key Laboratory of Emergency Medicine, Fujian Provincial Hospital, Fuzhou, China
- Fujian Provincial Institute of Emergency Medicine, Fuzhou, China
- Fujian Emergency Medical Center, Fuzhou, China
| |
Collapse
|
33
|
Turan YB. The prognostic importance of the pan-immune-inflammation value in patients with septic shock. BMC Infect Dis 2024; 24:69. [PMID: 38200436 PMCID: PMC10777599 DOI: 10.1186/s12879-023-08963-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 12/28/2023] [Indexed: 01/12/2024] Open
Abstract
INTRODUCTION The purpose of this study was to determine whether the pan-immune-inflammation value (PIV), a novel biomarker combining neutrophil platelet, monocyte, and lymphocyte counts, some of the most widespread indicators of systemic inflammation, can predict mortality and prognosis in patients admitted to the intensive care unit (ICU) with septic shock. METHOD This prospective study was performed with 82 patients aged 18 or over admitted to a tertiary ICU with diagnoses of septic shock. Patients with hematological disease and neutropenia were excluded. PIV was calculated with the formula [neutrophil count (103/μL) × platelet count (103/μL) × monocyte count (103/μL)]/lymphocyte count (103/μL). RESULTS Median age, presence of hypertension, Acute Physiology and Chronic Health Evaluation II (APACHE II) levels, and neutrophil, monocyte, and platelet counts were lower in the low-PIV group than in the high-PIV group (p < 0.05). The highest area under ROC curve (AUC) was determined for Sequential Organ Failure Assessment (SOFA) (0.94 (0.89 - 0.99)), followed by Glasgow Coma Scale (GCS) (0.81 (0.70 - 0.91)), APACHE II (0.80 (0.69 - 0.91)) and lactate (0.77 (0.67 - 0.88)). Median survival was longer in the low-PIV group than in the high-PIV group (28 (15.25 - 40.76) vs 16 (9.46 - 22.55) days, respectively, p < 0.05). The univariate Cox proportional hazards (CPH) model showed that high PIV (HR = 2.13 (1.03-4.38)), low GCS (HR = 3.31 (1.34 - 8.15)), high SOFA (HR = 9.41 (2.86 - 30.95)), high APACHE II (HR = 3.08 (1.47 - 6.45)), high lactate (HR = 6.56 (2.73 - 15.75)), and high procalcitonin (PCT) (HR = 2.73 (1.11 - 6.69)) values were associated with a decreased survival time among ICU patients (p < 0.05). The multivariate CPH model showed the age-adjusted risk estimates for these six laboratory parameters. High lactate (HR = 7.97 (2.19 - 29.08)) and high SOFA scores (HR = 4.85 (1.22 - 19.32)) were significantly associated with shorter survival in ICU patients (p < 0.05). CONCLUSION The findings of this research suggest that PIV could predict the longer survival in patients with septic shock. Despite PIV score's capability to show inflammation, it is not significantly associated with mortality in the multivariate analysis.
Collapse
Affiliation(s)
- Yasemin Bozkurt Turan
- Department of Critical Care, Marmara University Faculty of Medicine, Pendik, Istanbul, 34899, Turkey.
| |
Collapse
|
34
|
Guo RY, Wang WY, Huang JY, Jia Z, Sun YF, Li B. Deciphering prognostic indicators in AQP4-IgG-seropositive neuromyelitis optica spectrum disorder: An integrative review of demographic and laboratory factors. Mult Scler 2024; 30:7-15. [PMID: 37982449 DOI: 10.1177/13524585231212832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2023]
Abstract
BACKGROUND Neuromyelitis optica spectrum disorder (NMOSD) is a group of inflammatory diseases affecting the central nervous system, characterized by optic neuritis and myelitis. The complex nature of NMOSD and varied patient response necessitates personalized treatment and efficient patient stratification strategies. OBJECTIVE To provide a comprehensive review of recent advances in clinical and biomarker research related to aquaporin-4 (AQP4)-immunoglobulin G (IgG)-seropositive NMOSD prognosis and identify key areas for future research. METHODS A comprehensive review and synthesis of recent literature were conducted, focusing on demographic factors and laboratory investigations. RESULTS Demographic factors, such as age, ethnicity, and sex, influence NMOSD prognosis. Key biomarkers for NMOSD prognosis include homocysteine, antinuclear antibodies, neutrophil-to-lymphocyte ratio, platelet-to-lymphocyte ratio, thyroid hormone levels, neurofilament light chain levels, and serum glial fibrillary acidic protein might also predict NMOSD attack prognosis. CONCLUSION Further investigation is required to understand sex-related disparities and biomarker inconsistencies. Identification and understanding of these factors can aid in the development of personalized therapeutic strategies, thereby improving outcomes for NMOSD patients. Future studies should focus on unifying research design for consistent results.
Collapse
Affiliation(s)
- Ruo-Yi Guo
- Department of Neurology, The Second Hospital of Hebei Medical University, Shijiazhuang, China
- The Key Laboratory of Neurology, Hebei Medical University, Ministry of Education, Shijiazhuang, China
- The Key Laboratory of Neurology of Hebei Province, Shijiazhuang, China
| | - Wen-Ya Wang
- Department of Neurology, The Second Hospital of Hebei Medical University, Shijiazhuang, China
- The Key Laboratory of Neurology, Hebei Medical University, Ministry of Education, Shijiazhuang, China
- The Key Laboratory of Neurology of Hebei Province, Shijiazhuang, China
| | - Jing-Ying Huang
- Department of Neurology, The Second Hospital of Hebei Medical University, Shijiazhuang, China
- The Key Laboratory of Neurology, Hebei Medical University, Ministry of Education, Shijiazhuang, China
- The Key Laboratory of Neurology of Hebei Province, Shijiazhuang, China
| | - Zhen Jia
- Department of Neurology, The Second Hospital of Hebei Medical University, Shijiazhuang, China
- The Key Laboratory of Neurology, Hebei Medical University, Ministry of Education, Shijiazhuang, China
- The Key Laboratory of Neurology of Hebei Province, Shijiazhuang, China
| | - Ya-Fei Sun
- Department of Neurology, The Second Hospital of Hebei Medical University, Shijiazhuang, China
- The Key Laboratory of Neurology, Hebei Medical University, Ministry of Education, Shijiazhuang, China
- The Key Laboratory of Neurology of Hebei Province, Shijiazhuang, China
| | - Bin Li
- Department of Neurology, The Second Hospital of Hebei Medical University, Shijiazhuang, China
- The Key Laboratory of Neurology, Hebei Medical University, Ministry of Education, Shijiazhuang, China
- The Key Laboratory of Neurology of Hebei Province, Shijiazhuang, China
| |
Collapse
|
35
|
Seyhanlı D, Gökmen Yıldırım T, Kalkanlı OH, Soysal B, Alkan Özdemir S, Devrim I, Çalkavur Ş. Prediction model for early diagnosis of late-onset sepsis in preterm newborns. J Neonatal Perinatal Med 2024; 17:661-671. [PMID: 39392605 DOI: 10.3233/npm-240011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]
Abstract
AİM Late-onset neonatal sepsis has a high mortality rate in premature infants. To date, no single test in the evaluation of neonatal sepsis has been demonstrated to be both sensitive and specific enough to assist in timely decision making. The aim of our study is to develop a predictive model that can be applied to all premature babies, using clinical and laboratory findings in premature babies, to recognize late-onset neonatal sepsis. STUDY DESİGN 65 premature patients diagnosed with culture-proven late-onset neonatal sepsis and hospitalized in Dr. Behcet Uz Pediatric Diseases and Surgery Training and Research Hospital neonatal intensive care unit between January 2018 and December 2020, and 65 premature newborns of similar age and gender who did not have sepsis were included in the study retrospectively. RESULTS In our study, feeding difficulties, worsening in clinical appearance and fever were found to be significant among clinical findings, while thrombocytopenia and high C-reactive protein among laboratory findings are the strongest data supporting late-onset neonatal sepsis. In multiple regression analysis, thrombocytopenia, mean platelet volume, C-reactive protein, lymphocyte count and feeding difficulties had the highest odds ratio (p < 0.05). By converting these data into a scoring system, a nomogram was created that can be easily used by all clinicians. CONCLUSION In our study, we developed a scoring system that can be easily applied to all premature patients by evaluating the clinical and laboratory findings in late-onset neonatal sepsis. We think that it will help in recognizing late-onset neonatal sepsis and strengthening the treatment decision. Predicting the individual probability of sepsis in preterm newborns may provide benefits for uninfected newborns to be exposed to less antibiotics, not to be separated from mother and baby, and to reduce healthcare system expenditures. The nomogram can be used to assess the likelihood of sepsis and guide treatment decision.
Collapse
Affiliation(s)
- D Seyhanlı
- University of Health Sciences, Izmir Faculty of Medicine, Dr. Behçet Uz Pediatric Diseases and Surgery Training Research Hospital, Child Health and Diseases Clinic, Izmir, Türkiye
| | - T Gökmen Yıldırım
- University of Health Sciences, Izmir Faculty of Medicine, Dr. Behçet Uz Pediatric Diseases and Surgery Training Research Hospital, Newborn Intensive Care Unit, İzmir, Türkiye
| | - O H Kalkanlı
- University of Health Sciences, Izmir Faculty of Medicine, Dr. Behçet Uz Pediatric Diseases and Surgery Training Research Hospital, Newborn Intensive Care Unit, İzmir, Türkiye
| | - B Soysal
- University of Health Sciences, Izmir Faculty of Medicine, Dr. Behçet Uz Pediatric Diseases and Surgery Training Research Hospital, Newborn Intensive Care Unit, İzmir, Türkiye
| | - S Alkan Özdemir
- University of Health Sciences, Izmir Faculty of Medicine, Dr. Behçet Uz Pediatric Diseases and Surgery Training Research Hospital, Newborn Intensive Care Unit, İzmir, Türkiye
| | - I Devrim
- University of Health Sciences, Izmir Faculty of Medicine, Dr. Behçet Uz Pediatric Diseases and Surgery Training Research Hospital, Pediatric Infectious Diseases Clinic, İzmir, Türkiye
| | - Ş Çalkavur
- University of Health Sciences, Izmir Faculty of Medicine, Dr. Behçet Uz Pediatric Diseases and Surgery Training Research Hospital, Newborn Intensive Care Unit, İzmir, Türkiye
| |
Collapse
|
36
|
Gülaştı S, Zencir C, Cayirli S, Mutlu B, Ozturk B. Hematologic Parameters as Predictors of Long-Term Mortality in Infective Endocarditis Patients. Med Sci Monit 2023; 29:e941758. [PMID: 38151856 PMCID: PMC10759235 DOI: 10.12659/msm.941758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 10/31/2023] [Indexed: 12/29/2023] Open
Abstract
BACKGROUND Infective endocarditis (IE) is an endothelial infection that is associated with high mortality and morbidity rates. Early and accurate risk prediction is important in patients with IE. Neutrophil-to-lymphocyte ratio (NLR), which is one of the hematological parameters that can be performed anywhere and is easily accessible, is a predictor of poor prognosis in many infectious and cardiovascular diseases. This study aimed to evaluate the association between laboratory parameters and 3-year mortality in 155 patients with infective endocarditis at a single center in Turkey. MATERIAL AND METHODS We retrospectively analyzed the clinical and echocardiographic data of 155 adult patients with definite IE according to the modified Duke Criteria, and we analyzed all laboratory results, such as hemoglobin, white blood cell, neutrophil, lymphocyte, platelet, platelet distribution width, NLR, urea, creatinine, albumin, procalcitonin, and blood culture results. RESULTS The median follow-up time was 341 days (range, 2-4003 days). The out-of-hospital mortality rate was 31.6%. Among the discharged patients (n=106), there were 46 non-survivors, with an out-of- hospital mortality rate of 43.4%. The overall mortality rate was 61.3%. During the follow-up, the 1-year mortality rate was 47.1% and the 3-year mortality rate was 54.8%. We detected significant differences in the admission values of NLR between the patients with and without 3-year mortality (P<0.001). CONCLUSIONS The NLR on admission to a tertiary center was independently associated with 3-year mortality in IE patients (P<0.001). NLR is a parameter that can be obtained from a simple, widely available and inexpensive hemagroma as a useful marker in predicting long-term mortality in IE.
Collapse
Affiliation(s)
- Sevil Gülaştı
- Department of Cardiology, Adnan Menderes University School of Medicine, Aydin, Turkey
| | - Cemil Zencir
- Department of Cardiology, Adnan Menderes University School of Medicine, Aydin, Turkey
| | - Sercan Cayirli
- Department of Cardiology, Silopi State Hospital, Şırnak, Turkey
| | - Berk Mutlu
- Department of Cardiology, Adnan Menderes University School of Medicine, Aydin, Turkey
| | - Barcin Ozturk
- Department of Infectious Diseases and Clinical Microbiology, Adnan Menderes University School of Medicine, Aydin, Turkey
| |
Collapse
|
37
|
Liu J, Chen J, Dong Y, Lou Y, Tian Y, Sun H, Jin Y, Li J, Qiu Y. Clinical Timing-Sequence Warning Models for Serious Bacterial Infections in Adults Based on Machine Learning: Retrospective Study. J Med Internet Res 2023; 25:e45515. [PMID: 38109177 PMCID: PMC10758945 DOI: 10.2196/45515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 03/22/2023] [Accepted: 11/22/2023] [Indexed: 12/19/2023] Open
Abstract
BACKGROUND Serious bacterial infections (SBIs) are linked to unplanned hospital admissions and a high mortality rate. The early identification of SBIs is crucial in clinical practice. OBJECTIVE This study aims to establish and validate clinically applicable models designed to identify SBIs in patients with infective fever. METHODS Clinical data from 945 patients with infective fever, encompassing demographic and laboratory indicators, were retrospectively collected from a 2200-bed teaching hospital between January 2013 and December 2020. The data were randomly divided into training and test sets at a ratio of 7:3. Various machine learning (ML) algorithms, including Boruta, Lasso (least absolute shrinkage and selection operator), and recursive feature elimination, were utilized for feature filtering. The selected features were subsequently used to construct models predicting SBIs using logistic regression (LR), random forest (RF), and extreme gradient boosting (XGBoost) with 5-fold cross-validation. Performance metrics, including the receiver operating characteristic (ROC) curve and area under the ROC curve (AUC), accuracy, sensitivity, and other relevant parameters, were used to assess model performance. Considering both model performance and clinical needs, 2 clinical timing-sequence warning models were ultimately confirmed using LR analysis. The corresponding predictive nomograms were then plotted for clinical use. Moreover, a physician, blinded to the study, collected additional data from the same center involving 164 patients during 2021. The nomograms developed in the study were then applied in clinical practice to further validate their clinical utility. RESULTS In total, 69.9% (661/945) of the patients developed SBIs. Age, hemoglobin, neutrophil-to-lymphocyte ratio, fibrinogen, and C-reactive protein levels were identified as important features by at least two ML algorithms. Considering the collection sequence of these indicators and clinical demands, 2 timing-sequence models predicting the SBI risk were constructed accordingly: the early admission model (model 1) and the model within 24 hours of admission (model 2). LR demonstrated better stability than RF and XGBoost in both models and performed the best in model 2, with an AUC, accuracy, and sensitivity of 0.780 (95% CI 0.720-841), 0.754 (95% CI 0.698-804), and 0.776 (95% CI 0.711-832), respectively. XGBoost had an advantage over LR in AUC (0.708, 95% CI 0.641-775 vs 0.686, 95% CI 0.617-754), while RF achieved better accuracy (0.729, 95% CI 0.673-780) and sensitivity (0.790, 95% CI 0.728-844) than the other 2 approaches in model 1. Two SBI-risk prediction nomograms were developed for clinical use based on LR, and they exhibited good performance with an accuracy of 0.707 and 0.750 and a sensitivity of 0.729 and 0.927 in clinical application. CONCLUSIONS The clinical timing-sequence warning models demonstrated efficacy in predicting SBIs in patients suspected of having infective fever and in clinical application, suggesting good potential in clinical decision-making. Nevertheless, additional prospective and multicenter studies are necessary to further confirm their clinical utility.
Collapse
Affiliation(s)
- Jian Liu
- Department of Intensive Care Unit, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Jia Chen
- Research Center for Healthcare Data Science, Zhejiang Laboratory, Hangzhou, China
| | - Yongquan Dong
- Department of Respiratory Disease, Yinzhou Second Hospital, Ningbo, China
| | - Yan Lou
- Zhejiang Provincial Key Laboratory for Drug Clinical Research and Evaluation,Department of Clinical Pharmacy, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Yu Tian
- Engineering Research Center of Electronic Medical Record and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China
| | - Huiyao Sun
- Research Center for Healthcare Data Science, Zhejiang Laboratory, Hangzhou, China
| | - Yuqing Jin
- Research Center for Healthcare Data Science, Zhejiang Laboratory, Hangzhou, China
| | - Jingsong Li
- Research Center for Healthcare Data Science, Zhejiang Laboratory, Engineering Research Center of Electronic Medical Record and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China
| | - Yunqing Qiu
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang Provincial Key Laboratory for Drug Clinical Research and Evaluation, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| |
Collapse
|
38
|
Esercan A, Demir İ. Predicting asphyxia in term fetus. J OBSTET GYNAECOL 2023; 43:2199064. [PMID: 37051710 DOI: 10.1080/01443615.2023.2199064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/14/2023]
Abstract
This aim of this study was to investigate maternal hematological laboratory parameters of term infants before birth diagnosed with asphyxia compared to mothers of healthy term infants and predict asphyxia by these parameters. This study was conducted on 109 and 192 mothers of the fetus with asphyxia and healthy, respectively. Laboratory parameters of complete blood count, including PDW (platelet distribution width), PCT (procalcitonin) and NLR (neutrophil/lymphocyte ratio), were recorded before birth from pregnant women. PDW and basophil counts were significantly higher in the asphyxia group than healthy group (p: .000). The cut-off level of 19.425 accurately predicted the occurrence of asphyxia (AUC = 0.724 (95% confidence interval 0.65-0.78), p = .000). Basophil count could predict asphyxia, especially the cut-off level of> 0.15(10³/μL) (AUC = 0.67) (95% confidence interval 0.60-0.74, p = .000). To predict asphyxia before labor, a cheap and routine test of PDW can be used after more research in this area.IMPACT STATEMENTWhat is already known on this subject? Asphyxia is still an unsolved problem in neonatal mortality and morbidity, and it is seen in babies of mothers who carry some risks during pregnancy (such as multiple pregnancy, baby of mother with preeclampsia, meconium aspiration, diabetes); however, it is known that it is a subject that is still not fully understood as it can also occur as a result of labor that does not have any risk factors and goes well.What do the results of this study add? In term fetuses without risk factors, it can be predicted to a certain extent whether the fetus will be diagnosed with asphyxia from the hemogram test that can work from the blood of the mother before birth.What are the implications of these findings for clinical practice and/or further research? In clinical practice, asphyxia can be estimated with a cheap and simple test, without any extra examination, by looking at the routine blood tests taken from the mother before going into labor.
Collapse
Affiliation(s)
- Alev Esercan
- Obstetrics and Gynecology, Sanliurfa Education and Research Hospital, Sanliurfa, Turkey
| | - İsmail Demir
- Obstetrics and Gynecology, Sanliurfa Education and Research Hospital, Sanliurfa, Turkey
| |
Collapse
|
39
|
Shojaan H, Kalami N, Ghasempour Alamdari M, Emami Alorizy SM, Ghaedi A, Bazrgar A, Khanzadeh M, Lucke-Wold B, Khanzadeh S. Diagnostic value of the neutrophil lymphocyte ratio in discrimination between tuberculosis and bacterial community acquired pneumonia: A meta-analysis. J Clin Tuberc Other Mycobact Dis 2023; 33:100395. [PMID: 37692090 PMCID: PMC10485633 DOI: 10.1016/j.jctube.2023.100395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/12/2023] Open
Abstract
Background We conducted a systematic review and meta-analysis, based on Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guidelines, to evaluate current literature on diagnostic value of neutrophil to lymphocyte ratio (NLR) in discrimination between tuberculosis (TB) and bacterial community acquired pneumonia (B-CAP). Methods Literature search was conducted from July 20, 2023 using Scopus, PubMed, and Web of Science databases. STATA software (version 12.0; Stata Corporation) was used for all analyses. Results We found that patients with TB had significantly lower levels of NLR compared to those with B-CAP (SMD = -1.09, 95 %CI = -1.78- -0.40, P = 0.002). In the quality subgroup analysis, we found that patients with TB had significantly lower level of NLR compared to those with B-CAP consistent in moderate (SMD = -0.86, 95 %CI = -2.30, 0.57, P = 0.23) and high-quality studies (SMD = -1.25, 95 %CI = -2.07, -0.42). In the subgroup analysis based on continent, we found that patients with TB had significantly lower level of NLR compared to those with B-CAP in studies performed in Asian populations (SMD = -1.37, 95 %CI = -2.13, -0.61, P < 0.001), but not on African population (SMD = -0.02, 95 %CI = -1.06, 1.02, P = 0.97). The result of this study did not change after execution of sensitivity analysis. The pooled sensitivity of NLR was 0.86 (95% CI = 0.80, 0.91), and the pooled specificity was0.88 (95% CI = 0.69, 0.95). Conclusion Patients with TB had a significantly lower NLR levels compared to those with B-CAP, so we utilized this biomarker for distinguishing between the disorders.
Collapse
Affiliation(s)
- Horieh Shojaan
- Tuberculosis and Lung Disease Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Niusha Kalami
- Tuberculosis and Lung Disease Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | | | | | - Arshin Ghaedi
- Student Research Committee, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
- Trauma Research Center, Shahid Rajaee (Emtiaz) Trauma Hospital, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Aida Bazrgar
- Student Research Committee, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Monireh Khanzadeh
- Geriatric & Gerontology Department, Medical School, Tehran University of Medical and Health Sciences, Tehran, Iran
| | | | | |
Collapse
|
40
|
He Y, Huang X, Zhang J, Liao J, Huang H, He Y, Gao M, Liao Y, Xiong Z. Decreased Peripheral Blood Lymphocyte Count Predicts Poor Treatment Response in Peritoneal Dialysis-Associated Peritonitis. J Inflamm Res 2023; 16:5327-5338. [PMID: 38026234 PMCID: PMC10658940 DOI: 10.2147/jir.s438674] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 11/10/2023] [Indexed: 12/01/2023] Open
Abstract
Purpose Peripheral blood lymphocyte counts is a pivotal parameter in assessing the host's immune response during maladies and the equilibrium of the immune system which has been found to correlate with various diseases progression and prognosis. However, there was no study on patients with peritoneal dialysis-associated peritonitis (PDAP). We sought to investigate the prognostic value of baseline peripheral blood lymphocyte count in PDAP patients. Patients and methods This retrospective study analyzed data from 286 PDAP patients over nine years. Episodes were categorized according to the tertiles of peripheral blood lymphocyte counts (Very Low Lymphocyte Count (VLLC) Group, <0.72×106/L; Low Lymphocyte Count (LLC) Group, 0.72-1.11×106/L; Normal Lymphocyte Count (NLC) Group, ≥ 1.11×106/L). Demographic, laboratory, and infection-related variables were analyzed. Cox regression and generalized estimating equation (GEE) models were used to estimate the association between lymphocyte counts and PDAP treatment failure, which included PD catheter removal and death. Results After adjusting for other potential predictors, decreased lymphocyte counts exhibited an incremental relationship with the risk of treatment failure. The VLLC group indicated a 270% (95% CI, 1.168-6.247, P=0.020) and 273% (95% CI, 1.028-7.269, P=0.044) increased venture of treatment failure in Cox regression and GEE analyses, respectively, compared with the NLC group. As a continuous variable, the restricted cubic spline showed a linear negative correlation between lymphocyte counts and the treatment failure risk (P for overall = 0.026). The multivariate model C (combined lymphocyte count with baseline age, sex, dialysis age, Charlson Comorbidity index (CCI), etiology of kidney failure, hemoglobin, albumin, total bilirubin and infection type) showed an area under the curve of 0.824 (95% CI, 0.767-0.881, P=0.001) for the prediction of treatment failure. Conclusion Lower lymphocyte counts are linked to increased PDAP treatment failure risk. This highlights lymphocyte count's potential as a prognostic indicator for PDAP.
Collapse
Affiliation(s)
- YuJian He
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
- Renal Division, PKU-Shenzhen Clinical Institute of Shantou University Medical College, Shenzhen, People’s Republic of China
| | - XiaoYan Huang
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
| | - Jingwen Zhang
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
| | - Jinlan Liao
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
| | - Huie Huang
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
| | - Yan He
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
| | - Min Gao
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
| | - Yumei Liao
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
| | - Zibo Xiong
- Renal Division, Peking University Shenzhen Hospital, Shenzhen, People’s Republic of China
| |
Collapse
|
41
|
Soriano-Pérez MJ, Castillo-Fernández N, Lozano-Serrano AB, Luzón-García MP, Vázquez-Villegas J, Cabeza-Barrera MI, Borrego-Jiménez J, Giménez-López MJ, Salas-Coronas J. Estimation of parasitaemia in imported falciparum malaria using the results of a combined rapid diagnostic test. No big help from haematological parameters. Malar J 2023; 22:351. [PMID: 37974257 PMCID: PMC10655380 DOI: 10.1186/s12936-023-04781-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 11/02/2023] [Indexed: 11/19/2023] Open
Abstract
BACKGROUND Microscopy continues to be the mainstay for the evaluation of parasitaemia in malaria but requires laboratory support and microbiological experience. Other fast and simple methods are necessary. METHODS A retrospective observational study of imported malaria treated from July-2007 to December-2020 was carried out to evaluate the association between the degree of parasitaemia and both rapid diagnostic tests (RDT) reactivity patterns and haematological parameters. Plasmodium falciparum monoinfections diagnosed by peripheral blood smear and/or polymerase chain reaction (PCR),which also had a positive RDT result in the same blood sample, were included in the study. RESULTS A total of 273 patients were included. Most of them were male (n = 256; 93.8%) and visiting friends and relatives (VFR) travellers (n = 252; 92.3%). Patients with plasmodial lactate dehydrogenase (pLDH) or aldolase and histidine-rich protein 2 (HRP-2) co-reactivity (Pan/Pf pattern) had a parasitaemia range between 0 and 37% while those with just HRP-2 reactivity (P. falciparum pattern) had ranges between 0 and 1%. Not a single case of P. falciparum pattern was found for parasitaemia ranges greater than 1%, showing a negative predictive value of 100% for high parasitaemia. All the correlations between haematological parameters and parasitaemia resulted to be weak, with a maximum rho coefficient of -0.35 for lymphocytes and platelets, and of 0.40 for neutrophils-to-lymphocytes count ratio. Multivariate predictive models were constructed reflecting a poor predictive capacity. CONCLUSIONS The reactivity pattern of RDT allows a rapid semi-quantitative assessment of P. falciparum parasitaemia in travellers with imported malaria, discriminating patients with lower parasite loads. Haematological parameters were not able to estimate parasitaemia with sufficient precision.
Collapse
Affiliation(s)
- Manuel Jesús Soriano-Pérez
- Tropical Medicine Unit. Hospital Universitario de Poniente, Ctra. de Almerimar, 31, 04700, El Ejido, Almería, Spain
| | - Nerea Castillo-Fernández
- Tropical Medicine Unit. Hospital Universitario de Poniente, Ctra. de Almerimar, 31, 04700, El Ejido, Almería, Spain.
| | - Ana Belén Lozano-Serrano
- Tropical Medicine Unit. Hospital Universitario de Poniente, Ctra. de Almerimar, 31, 04700, El Ejido, Almería, Spain
| | - María Pilar Luzón-García
- Tropical Medicine Unit. Hospital Universitario de Poniente, Ctra. de Almerimar, 31, 04700, El Ejido, Almería, Spain
| | - José Vázquez-Villegas
- Tropical Medicine Unit. Hospital Universitario de Poniente, Ctra. de Almerimar, 31, 04700, El Ejido, Almería, Spain
| | - María Isabel Cabeza-Barrera
- Tropical Medicine Unit. Hospital Universitario de Poniente, Ctra. de Almerimar, 31, 04700, El Ejido, Almería, Spain
| | - Jaime Borrego-Jiménez
- Tropical Medicine Unit. Hospital Universitario de Poniente, Ctra. de Almerimar, 31, 04700, El Ejido, Almería, Spain
| | | | - Joaquín Salas-Coronas
- Tropical Medicine Unit. Hospital Universitario de Poniente, Ctra. de Almerimar, 31, 04700, El Ejido, Almería, Spain
- Department of Nursing, Physiotherapy and Medicine. Faculty of Health Sciences, University of Almeria, Almeria, Spain
| |
Collapse
|
42
|
Ke H, Zhu L, Wang Q, Xu K. Neutrophil-to-lymphocyte ratio as a promising non-invasive biomarker for symptom assessment and diagnosis of interstitial cystitis/bladder pain syndrome. BMC Urol 2023; 23:180. [PMID: 37940904 PMCID: PMC10633971 DOI: 10.1186/s12894-023-01353-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 10/26/2023] [Indexed: 11/10/2023] Open
Abstract
BACKGROUND Our study aims to investigate the association between the serum neutrophil-to-lymphocyte ratio (NLR) and interstitial cystitis (IC), as well as to explore whether NLR can serve as a diagnostic marker to distinguish IC from overactive bladder (OAB). We postulate that elevated NLR levels are intricately linked to the onset and clinical presentation of IC, and that the NLR profiles in OAB patients exhibit discernible disparities from those of IC patients. METHODS In a retrospective analysis, we scrutinized the medical records of 70 women diagnosed with IC/BPS, 20 women diagnosed with OAB, and a randomly selected cohort of 150 healthy women who underwent physical examinations during the same temporal frame. A comprehensive panel of blood tests was administered to all participants, and NLR was determined through the calculation of the neutrophil-to-lymphocyte proportion. Additionally, symptom assessment questionnaires and urination diaries were collected from IC/BPS patients. RESULTS NLR levels exhibited significant distinctions among the IC/BPS, Normal, and OAB groups (P < 0.001). Within the IC/BPS group, Hunner type interstitial cystitis (HIC) demonstrated notably divergent NLR levels in comparison to non-Hunner type interstitial cystitis (NHIC) (p = 0.001). Additionally, we observed positive correlations between NLR and Nighttime voids (r = 0.268, p = 0.029), ICPI (r = 0.327, p = 0.007), ICSI (r = 0.369, p = 0.002), PUF Symptom Scale (r = 0.263, p = 0.032), and PUF (r = 0.297, p = 0.015). The receiver operating characteristic (ROC) analysis yielded an area under the curve (AUC) of 0.765 for NLR in distinguishing IC/BPS from the Normal group, and an AUC of 0.707 in discerning IC from OAB. Furthermore, the AUC of NLR was 0.723 for identifying HIC and NHIC patients. CONCLUSIONS Our study unveils the prospective utility of serum NLR as a promising biomarker for both diagnostic and symptom evaluation purposes in IC/BPS patients. It effectively demarcates this condition from OAB, which presents with similar clinical features. Consequently, NLR demonstrates potential as a non-invasive diagnostic instrument to distinguish between the subtypes of IC, particularly HIC and NHIC, which manifest similar symptoms within the IC/BPS spectrum.
Collapse
Affiliation(s)
- Hanwei Ke
- Department of Urology, Peking University People's Hospital, Beijing, 100044, China
- Peking University Applied Lithotripsy Institute, Peking University People's Hospital, Beijing, 10034, China
| | - Lin Zhu
- Department of Urology, Peking University People's Hospital, Beijing, 100044, China
- Peking University Applied Lithotripsy Institute, Peking University People's Hospital, Beijing, 10034, China
- Department of Plastic Surgery, Affiliated Beijing Chaoyang Hospital of Capital Medical University, Beijing, China
| | - Qi Wang
- Department of Urology, Peking University People's Hospital, Beijing, 100044, China
- Peking University Applied Lithotripsy Institute, Peking University People's Hospital, Beijing, 10034, China
| | - Kexin Xu
- Department of Urology, Peking University People's Hospital, Beijing, 100044, China.
- Peking University Applied Lithotripsy Institute, Peking University People's Hospital, Beijing, 10034, China.
| |
Collapse
|
43
|
Dong Y, Heng G, Zhang J, Shen Y, Lan Z, Wei K, Jin W. Association between corticosteroid use and 28-day mortality in septic shock patients with gram-negative bacterial infection: a retrospective study. Front Med (Lausanne) 2023; 10:1276181. [PMID: 38020171 PMCID: PMC10657847 DOI: 10.3389/fmed.2023.1276181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 10/11/2023] [Indexed: 12/01/2023] Open
Abstract
Purpose Although corticosteroids are recommended in the 2021 Surviving Sepsis Campaign (SSC) guidelines, evidence with respect to their effects on short-term mortality remains conflicting. We conducted this study to identify whether corticosteroids alter 28-day mortality in septic shock patients with gram-negative bacterial infection. Materials and methods A total of 621 patients with septic shock and gram-negative bacterial culture results were identified from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database. Propensity score matching (PSM) was performed, and Kaplan-Meier survival curve analyses with log-rank tests were used to determine the relationship between corticosteroid use and the risk of 28-day mortality. Subgroup analyses were conducted to assess whether the conclusions were stable and reliable. Results Corticosteroid administration was associated with increased 28-day mortality in septic shock patients with gram-negative bacterial infection (log-rank test P = 0.028). The incidence of Stage 2 or 3 AKI and the rate of hospital mortality were higher among patients who received corticosteroids. The incidence of Stage 2 or 3 AKI in the early period significantly mediated the relationship between corticosteroid use and 28-day mortality [P =0.046 for the average causal mediation effect (ACME)]. Interaction tests indicated that the effect of corticosteroid use was maintained in patients with a neutrophil-to-lymphocyte ratio (NLR) of <20 (P-value for interaction = 0.027). Conclusion Systemic corticosteroid use could be harmful in septic shock patients with gram-negative bacterial infection, especially in patients with relatively low NLR.
Collapse
Affiliation(s)
- Yi Dong
- Department of General Surgery, General Hospital of Central Theater Command, Wuhan, China
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Gang Heng
- Department of General Surgery, General Hospital of Central Theater Command, Wuhan, China
| | - Jianxin Zhang
- Department of General Surgery, General Hospital of Central Theater Command, Wuhan, China
| | - Yanbing Shen
- Department of General Surgery, General Hospital of Central Theater Command, Wuhan, China
| | - Zhen Lan
- Department of General Surgery, General Hospital of Central Theater Command, Wuhan, China
| | - Kunchen Wei
- Department of Respiratory and Critical Care Medicine, Changzheng Hospital, Navy Medical University, Shanghai, China
| | - Weidong Jin
- Department of General Surgery, General Hospital of Central Theater Command, Wuhan, China
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China
| |
Collapse
|
44
|
Zhang L, Xu C, Bai L, Li L, Guo J, Li Y. The Clinical Value of Comprehensive Nursing Intervention in Preventing Severe Lymphopenia and Improving the Survival Rate Among Patients with Sepsis. Open Access Emerg Med 2023; 15:393-403. [PMID: 37886229 PMCID: PMC10599247 DOI: 10.2147/oaem.s433980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 10/12/2023] [Indexed: 10/28/2023] Open
Abstract
Background Intensive care unit (ICU) patients with sepsis who experience severe lymphopenia are at a higher risk of mortality, and they serve as a more accurate indicator of bacteremia compared to traditional infection markers. Aim Our study aimed to examine the influence of severe lymphopenia on ICU mortality and outcomes in sepsis patients, while also evaluating the clinical significance of comprehensive nursing intervention in preventing severe lymphopenia. Methods Patients with sepsis in the ICU at our hospital between January 2015 and January 2021 were split into a control group and a test group.The control group received regular nursing care, while the test group was provided with comprehensive nursing care in addition to the control group. The results encompassed mortality rates of 28 days, mortality rates of 1 year, and lengths of stay in the ICU. Results Our attention was directed towards day 4 absolute lymphocyte counts, taking into account the receiver operating characteristic (ROC) outcome. Patients with severe lymphopenia were older, more patients with 2 above comorbidities, higher co-infection rates and SOFA score. In addition, patients with severe lymphopenia required longer days stay in ICU (P<0.001), and presented with higher 28-day mortality (P=0.038) and 1-year mortality (P=0.004). Patients in control group have a higher incidence of severe lymphopenia (P=0.006), 28-day mortality (P=0.015) and 1-year mortality (P=0.019) compared with the test group. Conclusion Comprehensive nursing intervention can prevent the occurrence of severe lymphopenia, improve patients satisfaction and reduce mortality.
Collapse
Affiliation(s)
- Lin Zhang
- Department of Intensive Care Unit, Heilongjiang Provincial Hospital, Harbin, Heilongjiang, 150036, People’s Republic of China
| | - Chao Xu
- Department of Intensive Care Unit, Heilongjiang Provincial Hospital, Harbin, Heilongjiang, 150036, People’s Republic of China
| | - Lin Bai
- Department of Intensive Care Unit, Heilongjiang Provincial Hospital, Harbin, Heilongjiang, 150036, People’s Republic of China
| | - Lin Li
- Department of Intensive Care Unit, Heilongjiang Provincial Hospital, Harbin, Heilongjiang, 150036, People’s Republic of China
| | - Jinyan Guo
- Department of Intensive Care Unit, Heilongjiang Provincial Hospital, Harbin, Heilongjiang, 150036, People’s Republic of China
| | - Yanyi Li
- Department of Intensive Care Unit, Heilongjiang Provincial Hospital, Harbin, Heilongjiang, 150036, People’s Republic of China
| |
Collapse
|
45
|
Yang N, Yang K, Pan S, He Q, Jin J. Progress in the application of the neutrophil-to-lymphocyte ratio in dialysis-related complications. Ren Fail 2023; 45:2259996. [PMID: 37791567 PMCID: PMC10552595 DOI: 10.1080/0886022x.2023.2259996] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 09/12/2023] [Indexed: 10/05/2023] Open
Abstract
The neutrophil-to-lymphocyte ratio (NLR) is a novel predictive biomarker that reflects systemic inflammatory status and is routinely measured in blood tests. Owing to its ease of use and affordability, it is being increasing used as a prognostic indicator of cardiovascular disease, tumors, autoimmune disorders, and kidney disease. In recent years, a number of studies have demonstrated the clinical utility of the NLR in identifying and predicting complications associated with hemodialysis and peritoneal dialysis, including cardiovascular disease and infection. This review aimed to provide a new perspective on the application of the NLR as a valuable tool enabling clinicians to better assess the occurrence and prognosis of complications in patients undergoing dialysis.
Collapse
Affiliation(s)
- Nan Yang
- Department of Nephrology, The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Traditional Chinese Medicine), Hangzhou, Zhejiang, China
| | - Kaibi Yang
- Department of Nephrology, The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Traditional Chinese Medicine), Hangzhou, Zhejiang, China
| | - Shujun Pan
- Department of Nephrology, The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Traditional Chinese Medicine), Hangzhou, Zhejiang, China
| | - Qiang He
- Department of Nephrology, The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Traditional Chinese Medicine), Hangzhou, Zhejiang, China
| | - Juan Jin
- Department of Nephrology, The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Traditional Chinese Medicine), Hangzhou, Zhejiang, China
| |
Collapse
|
46
|
Enersen CC, Egelund GB, Petersen PT, Andersen S, Ravn P, Rohde G, Lindegaard B, Jensen AV. The ratio of neutrophil-to-lymphocyte and platelet-to-lymphocyte and association with mortality in community-acquired pneumonia: a derivation-validation cohort study. Infection 2023; 51:1339-1347. [PMID: 36763284 DOI: 10.1007/s15010-023-01992-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Accepted: 01/27/2023] [Indexed: 02/11/2023]
Abstract
RATIONALE The ratio of neutrophil-to-lymphocyte (NLR), monocyte-to-lymphocyte (MLR) and platelet-to-lymphocyte (PLR) are biomarkers that have shown potential for predicting mortality in several diseases. For patients hospitalized with community-acquired pneumonia (CAP), the prognostic capabilities of these biomarkers are unknown. OBJECTIVE Investigate whether NLR, MLR or PLR were associated with 90-day mortality in CAP. Further, investigate whether the prediction rule CURB-65 could be improved by adding these biomarkers. METHODS A derivation-validation study using a Danish multicentre retrospective cohort as the derivation cohort (N = 831) and a European multicentre prospective cohort as the validation cohort (N = 2463). Associations between biomarkers and mortality were assessed using Cox proportional hazard models with adjustments for sex, CURB-65 and comorbidities. A cut-off value for biomarkers was determined using Youden's J Statistics. The performance of CURB-65 with added biomarkers was evaluated using receiver-operating characteristics. RESULTS In both cohorts increasing NLR and PLR were associated with 90-day mortality. In the derivation cohort, the hazard ratios for NLR and PLR were 1.016 (95% confidence interval (CI) 1.001-1.032, P = 0.038) and 1.001 (95% CI 1.000-1.001, P = 0.035), respectively. Adding these biomarkers to CURB-65 did not improve its performance. CONCLUSIONS NLR and PLR were associated with 90-day mortality in CAP, but did not improve CURB-65.
Collapse
Affiliation(s)
| | | | - Pelle Trier Petersen
- Department of Pulmonary and Infectious Diseases, Nordsjællands Hospital, Hillerød, Denmark
| | - Stine Andersen
- Department of Pulmonary and Infectious Diseases, Nordsjællands Hospital, Hillerød, Denmark
| | - Pernille Ravn
- Medical Department O, Herlev and Gentofte Hospital, Copenhagen, Denmark
| | - Gernot Rohde
- CAPNETZ Stiftung, Hannover, Germany
- Department of Respiratory Medicine, Medical Clinic I, Goethe University Hospital, Frankfurt/Main, Germany
| | - Birgitte Lindegaard
- Department of Pulmonary and Infectious Diseases, Nordsjællands Hospital, Hillerød, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | | |
Collapse
|
47
|
Liu G, Geng J, Jin R, Zhang N, Mei L. THE CLINICAL SIGNIFICANCE OF COMPLETE BLOOD COUNT, NEUTROPHIL-TO-LYMPHOCYTE RATIO, AND MONOCYTE-TO-LYMPHOCYTE RATIO IN GESTATIONAL DIABETES MELLITUS. ACTA ENDOCRINOLOGICA (BUCHAREST, ROMANIA : 2005) 2023; 19:441-446. [PMID: 38933244 PMCID: PMC11197831 DOI: 10.4183/aeb.2023.441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/28/2024]
Abstract
Background To investigate the association between inflammatory factors, such as complete blood count (CBC) components, neutrophil/lymphocyte ratio (NLR), monocyte/lymphocyte ratio (MLR), platelet-to-lymphocyte ratio (PLR), and gestational diabetes mellitus (GDM). Methods A total of 635 pregnant women with GDM and 296 with normal pregnancies at 7-13 weeks of gestation who underwent prenatal examinations in the obstetrics department were enrolled (June 2020-December 2020). CBC parameters, including WBC, neutrophil, lymphocyte (LYM), monocyte (MON), red blood cell (RBC), hemoglobin (HGB), mean corpuscular volume (MCV), platelet (PLT), platelet accumulation (PCT), mean platelet volume (MPV), NLR, MLR, PLR, alanine transaminase (ALT), aspartate transaminase (AST), gamma-glutamyl transferase (GGT), and other parameters were assessed. The receiver operating characteristic (ROC) curve was used to analyze the screening effects of the variables on the development of GDM. Results There were significant differences in the blood levels of WBC, NEU, LYM, MON, RBC, HGB, PCT, ALT, AST, GGT, NLR, and MLR between the GDM and control groups (P<0.05). The diagnostic level of MON was the highest among all factors. Conclusion Inflammatory factors (WBC, NEU, LYM, MON, NLR, and MLR counts) were correlated with GDM.
Collapse
Affiliation(s)
- G. Liu
- Obstetrical Department, Fu Yang People's Hospital Affiliated to Anhui Medical University, Anhui FuYang, China
| | - J. Geng
- Obstetrical Department, Fu Yang People's Hospital Affiliated to Anhui Medical University, Anhui FuYang, China
| | - R. Jin
- Obstetrical Department, Fu Yang People's Hospital Affiliated to Anhui Medical University, Anhui FuYang, China
| | - N. Zhang
- Obstetrical Department, Fu Yang People's Hospital Affiliated to Anhui Medical University, Anhui FuYang, China
| | - L. Mei
- Obstetrical Department, Fu Yang People's Hospital Affiliated to Anhui Medical University, Anhui FuYang, China
| |
Collapse
|
48
|
Nejatifar F, Mirbolouk N, Masooleh IS, Kazemnejad E, Ghavidel-Parsa B, Ghanbari AM, Zayeni H. Association between neutrophil/lymphocyte ratio and disease severity in scleroderma patients. Heliyon 2023; 9:e20576. [PMID: 37860553 PMCID: PMC10582306 DOI: 10.1016/j.heliyon.2023.e20576] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 09/20/2023] [Accepted: 09/29/2023] [Indexed: 10/21/2023] Open
Abstract
Introduction Systemic sclerosis is a chronic and progressive connective tissue disease with various manifestation. Inflammatory status is developed in early stages and is followed by major organs' dysfunction. Disease severity is evaluated mostly through Medsger scale. There is not any single laboratory test to evaluate disease severity, although some hematologic can reflect disease severity. In this study, we evaluated the association between hematologic indices (specially Neutrophil/Lymphocyte ratio) and Medsger score of disease severity. Materials and methods One hundred and twenty-three patients along with the same number of healthy controls were enrolled in this study. Demographic information and past medical records were gathered in first appointment. Hematologic indices were calculated based on the laboratory findings and the association between these indices and Medsger score of disease severity was evaluated. Results One hundred and twenty-three patients with mean disease duration of 9.54 and mean Medsger score of 7.42 were investigated in this study. Neutrophil count, erythrocyte sedimentation rate, red cell distribution width and NLR were significantly higher and mean platelets volume was significantly lower in SSc patients in comparison to controls. NLR was significantly correlated with pulmonary and cardiac involvements and Monocyte/Lymphocyte ratio was significantly correlated with the involvement of joint and tendons. We showed that NLR is a predictive factor for the severity of systemic sclerosis. We also found a cut off Value of 1.9 for NLR as a predictor for disease severity in our patients. Conclusion Our study shows that SSc and its severity is associated with some hematologic indices like NLR, MLR, platelets and hemoglobin. These indices can also specifically predict the involvement of some organs.
Collapse
Affiliation(s)
- Fatemeh Nejatifar
- Hematology and Medical Oncology Department, Guilan University of Medical Sciences, Rasht, Iran
| | - Neda Mirbolouk
- Guilan Rheumatology Research Center, Department of Rheumatology, Razi Hospital, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Irandokht Shenavar Masooleh
- Guilan Rheumatology Research Center, Department of Rheumatology, Razi Hospital, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Ehsan Kazemnejad
- Guilan Trauma Research Center, Department of Biostatistics and Epidemiology, School of Nursing and Midwifery, Guilan University of Medical Sciences, Rasht, Iran
| | - Banafsheh Ghavidel-Parsa
- Guilan Rheumatology Research Center, Department of Rheumatology, Razi Hospital, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Amir Mohammad Ghanbari
- Student Research Committee, Faculty of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Habib Zayeni
- Guilan Rheumatology Research Center, Department of Rheumatology, Razi Hospital, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| |
Collapse
|
49
|
Patton MJ, Liu VX. Predictive Modeling Using Artificial Intelligence and Machine Learning Algorithms on Electronic Health Record Data: Advantages and Challenges. Crit Care Clin 2023; 39:647-673. [PMID: 37704332 DOI: 10.1016/j.ccc.2023.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/15/2023]
Abstract
The rapid adoption of electronic health record (EHR) systems in US hospitals from 2008 to 2014 produced novel data elements for analysis. Concurrent innovations in computing architecture and machine learning (ML) algorithms have made rapid consumption of health data feasible and a powerful engine for clinical innovation. In critical care research, the net convergence of these trends has resulted in an exponential increase in outcome prediction research. In the following article, we explore the history of outcome prediction in the intensive care unit (ICU), the growing use of EHR data, and the rise of artificial intelligence and ML (AI) in critical care.
Collapse
Affiliation(s)
- Michael J Patton
- Medical Scientist Training Program, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA; Hugh Kaul Precision Medicine Institute at the University of Alabama at Birmingham, 720 20th Street South, Suite 202, Birmingham, Alabama, 35233, USA.
| | - Vincent X Liu
- Kaiser Permanente Division of Research, Oakland, CA, USA.
| |
Collapse
|
50
|
Welty FK, Hariri E, Asbeutah AA, Daher R, Amangurbanova M, Chedid G, Elajami TK, Alfaddagh A, Malik A. Regression of Coronary Fatty Plaque and Risk of Cardiac Events According to Blood Pressure Status: Data From a Randomized Trial of Eicosapentaenoic Acid and Docosahexaenoic Acid in Patients With Coronary Artery Disease. J Am Heart Assoc 2023; 12:e030071. [PMID: 37681568 PMCID: PMC10547278 DOI: 10.1161/jaha.123.030071] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 08/10/2023] [Indexed: 09/09/2023]
Abstract
Background Residual risk of cardiovascular events and plaque progression remains despite reduction in low-density lipoprotein cholesterol. Factors contributing to residual risk remain unclear. The authors examined the role of eicosapentaenoic acid and docosahexaenoic acid in coronary plaque regression and its predictors. Methods and Results A total of 240 patients with stable coronary artery disease were randomized to eicosapentaenoic acid plus docosahexaenoic acid (3.36 g/d) or none for 30 months. Patients were stratified by regression or progression of coronary fatty plaque measured by coronary computed tomographic angiography. Cardiac events were ascertained. The mean±SD age was 63.0±7.7 years, mean low-density lipoprotein cholesterol level was <2.07 mmol/L, and median triglyceride level was <1.38 mmol/L. Regressors had a 14.9% reduction in triglycerides that correlated with fatty plaque regression (r=0.135; P=0.036). Compared with regressors, progressors had higher cardiac events (5% vs 22.3%, respectively; P<0.001) and a 2.89-fold increased risk of cardiac events (95% CI, 1.1-8.0; P=0.034). Baseline non-high-density lipoprotein cholesterol level <2.59 mmol/L (100 mg/dL) and systolic blood pressure <125 mm Hg were significant independent predictors of fatty plaque regression. Normotensive patients taking eicosapentaenoic acid plus docosahexaenoic acid had regression of noncalcified coronary plaque that correlated with triglyceride reduction (r=0.35; P=0.034) and a significant decrease in neutrophil/lymphocyte ratio. In contrast, hypertensive patients had no change in noncalcified coronary plaque or neutrophil/lymphocyte ratio. Conclusions Triglyceride reduction, systolic blood pressure <125 mm Hg, and non-high-density lipoprotein cholesterol <2.59 mmol/L were associated with coronary plaque regression and reduced cardiac events. Normotensive patients had greater benefit than hypertensive patients potentially due to lower levels of inflammation. Future studies should examine the role of inflammation in plaque regression. Registration URL: https://www.clinicaltrials.gov; Unique identifier: NCT01624727.
Collapse
Affiliation(s)
- Francine K. Welty
- Division of CardiologyBeth Israel Deaconess Medical CenterBostonMAUSA
| | | | | | - Ralph Daher
- Gilbert and Rose‐Marie Chagoury School of MedicineLebanese American UniversityByblosLebanon
| | | | - Georges Chedid
- Gilbert and Rose‐Marie Chagoury School of MedicineLebanese American UniversityByblosLebanon
| | - Tarec K. Elajami
- Division of CardiologyBeth Israel Deaconess Medical CenterBostonMAUSA
| | | | - Abdulaziz Malik
- Division of CardiologyBeth Israel Deaconess Medical CenterBostonMAUSA
| |
Collapse
|