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Zhai X, Feng M, Guo H, Liang Z, Wang Y, Qin Y, Wu Y, Zhao X, Gao C, Luo J. Development of Prediction Models for New Integrated Models and a Bioscore System to Identify Bacterial Infections in Systemic Lupus Erythematosus. Front Cell Infect Microbiol 2021; 11:620372. [PMID: 33732661 PMCID: PMC7957015 DOI: 10.3389/fcimb.2021.620372] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Accepted: 01/08/2021] [Indexed: 11/24/2022] Open
Abstract
Objectives Distinguishing flares from bacterial infections in systemic lupus erythematosus (SLE) patients remains a challenge. This study aimed to build a model, using multiple blood cells and plasma indicators, to improve the identification of bacterial infections in SLE. Design Building PLS-DA/OPLS-DA models and a bioscore system to distinguish bacterial infections from lupus flares in SLE. Setting Department of Rheumatology of the Second Hospital of Shanxi Medical University. Participants SLE patients with flares (n = 142) or bacterial infections (n = 106) were recruited in this retrospective study. Outcome The peripheral blood of these patients was collected by the experimenter to measure the levels of routine examination indicators, immune cells, and cytokines. PLS-DA/OPLS-DA models and a bioscore system were established. Results Both PLS-DA (R2Y = 0.953, Q2 = 0.931) and OPLS-DA (R2Y = 0.953, Q2 = 0.942) models could clearly identify bacterial infections in SLE. The white blood cell (WBC), neutrophile granulocyte (NEUT), erythrocyte sedimentation rate (ESR), C-reactive protein (CRP), procalcitonin (PCT), interleukin-6 (IL-6), IL-10, interferon-γ (IFN-γ), and tumor necrosis factor α (TNF-α) levels were significantly higher in bacteria-infected patients, while regulatory T (Treg) cells obviously decreased. A multivariate analysis using the above 10 dichotomized indicators, based on the cut-off value of their respective ROC curve, was established to screen out the independent predictors and calculate their weights to build a bioscore system, which exhibited a strong diagnosis ability (AUC = 0.842, 95% CI 0.794–0.891). The bioscore system showed that 0 and 100% of SLE patients with scores of 0 and 8–10, respectively, were infected with bacteria. The higher the score, the greater the likelihood of bacterial infections in SLE. Conclusions The PLS-DA/OPLS-DA models, including the above biomarkers, showed a strong predictive ability for bacterial infections in SLE. Combining WBC, NEUT, CRP, PCT, IL-6, and IFN-γ in a bioscore system may result in faster prediction of bacterial infections in SLE and may guide toward a more appropriate, timely treatment for SLE.
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Affiliation(s)
- Xvwen Zhai
- Clinical Skills Teaching Simulation Hospital, Shanxi Medical University, Jinzhong, China
| | - Min Feng
- Department of Rheumatology, The Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Hui Guo
- Division of Nephrology, Department of Medicine, The Second Hospital of Shanxi Medical University, Taiyuan, China.,Division of Nephrology, Department of Medicine, The Shenzhen Baoan Shiyan People's Hospital, Shenzhen, China
| | - Zhaojun Liang
- Department of Rheumatology, The Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Yanlin Wang
- Department of Rheumatology, The Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Yan Qin
- Department of Rheumatology, The Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Yanyao Wu
- Department of Rheumatology, The Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Xiangcong Zhao
- Department of Rheumatology, The Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Chong Gao
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States
| | - Jing Luo
- Department of Rheumatology, The Second Hospital of Shanxi Medical University, Taiyuan, China
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Feng M, Zhang SL, Liang ZJ, Wang YL, Zhao XC, Gao C, Guo H, Luo J. Peripheral neutrophil CD64 index combined with complement, CRP, WBC count and B cells improves the ability of diagnosing bacterial infection in SLE. Lupus 2019; 28:304-316. [PMID: 30712491 DOI: 10.1177/0961203319827646] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
OBJECTIVE To investigate the diagnostic role of complement C3, complement C4, C-reactive protein (CRP), procalcitonin (PCT), white blood cell count (WBC), neutrophil CD64 (nCD64) index, lymphocyte subsets and their combination in differentiating bacterial infection from disease relapse in systemic lupus erythematosus (SLE). METHODS The above biomarkers in 36 hospitalized SLE patients with bacterial infection and 45 with lupus flare without infection were retrospectively studied. Bacterial infection was proven by positive cultures or typical clinical symptoms and signs combined with positive response to antibiotics. Lupus flare was defined as three points greater than their previous SLE disease activity index score. The diagnostic value for bacterial infection was evaluated by the areas under the receiver operating characteristic curves (AUC) and a novel bioscore system combining multiple biomarkers. RESULTS Increased CRP ( p = 0.049), WBC ( p = 0.028) and nCD64 index ( p = 0.034) were observed in the infected group and C3 ( p = 0.001), C4 ( p = 0.016) and B cells levels ( p = 0.010) were significantly reduced. The AUC for the above six biomarkers had no significant difference. Interestingly, the combination of nCD64 index, CRP, WBC, C3 and C4 improved significantly the diagnostic potential of SLE infection (AUC 0.783 (interquartile range 0.672, 0.871), p < 0.001; sensitivity 85.29% specificity 62.50%). In the bioscore system including the above six biomarkers, the bacterial infection rate in patients with bioscore ≤2, 3, 4, 5 and 6 were 0.00, 39.29, 59.10, 61.54 and 100.00%, respectively. CONCLUSION The combination of nCD64 index, C3, C4, CRP, WBC and B cells in a bioscore is useful to diagnose bacterial infection in SLE.
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Affiliation(s)
- M Feng
- 1 Shanxi Medical University, Taiyuan, Shanxi, China
| | - S L Zhang
- 2 Department of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Key Laboratory of Rheumatology and Clinical Immunology, Ministry of Education, Beijing, China
| | - Z J Liang
- 1 Shanxi Medical University, Taiyuan, Shanxi, China
| | - Y L Wang
- 1 Shanxi Medical University, Taiyuan, Shanxi, China
| | - X C Zhao
- 3 Department of Rheumatology, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - C Gao
- 4 Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - H Guo
- 5 Division of Nephrology, Department of Medicine, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China.,6 Division of Nephrology, Department of Medicine, Shenzhen University General Hospital, Shenzhen, Guangdong, China
| | - J Luo
- 3 Department of Rheumatology, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
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Shah S, Goel AK, Garg R, Padhy M, Gupta A. Procalcitonin and C-reactive protein in early diagnosis of neonatal sepsis. INDIAN JOURNAL OF MEDICAL SPECIALITIES 2014. [DOI: 10.1016/j.injms.2015.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Fan Y, Yu JL. Umbilical blood biomarkers for predicting early-onset neonatal sepsis. World J Pediatr 2012; 8:101-8. [PMID: 22573419 DOI: 10.1007/s12519-012-0347-3] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2011] [Accepted: 03/14/2012] [Indexed: 12/01/2022]
Abstract
BACKGROUND Since the 1990s, finding the most efficient markers or combinations as predictors of early-onset neonatal sepsis has been the hot topic of studies. But there is no review of such biomarkers detected in umbilical blood at birth. By comparing clinical values of common inflammatory markers detected in cord blood shortly after birth, in this study we tried to find the most performing one or the most efficient combination that might be potentially used in birth room, as the earliest predictor of early-onset neonatal sepsis. DATA SOURCES We searched PubMed and Elsevier's Web of Science for studies evaluating cord blood inflammatory markers in relation to early-onset neonatal sepsis. RESULTS Among C-reactive protein (CRP), procalcitonin (PCT), IL-6, IL-8, TNF-α and IL-1β, none of them could be used individually to establish or exclude the diagnosis of early-onset neonatal sepsis, but PCT, IL-6 and IL-8 have great superiority to CRP, TNF-α and IL-1β. When combined with other hematological markers and clinical observation, the clinical reliability of PCT, IL-6 and IL-8 could be improved. Prolonging the sample collection time window seems to have a positive effect on the clinical utility of IL-6 and IL-8. CONCLUSIONS More researches focusing on the combination of different umbilical cord biomarkers in different clinical settings are needed to achieve clearer conclusions. Multi-center, large-sized analysis, especially examining groups of cytokines, is also expected.
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Affiliation(s)
- Ying Fan
- Department of Neonatology, Institute of Pediatrics, Chongqing Medical University, Chongqing, 400014, China
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Abstract
Acute phase reactants, pro and antiinflammatory mediators including chemokines and cytokines, and cell-surface antigens are nonspecific biomarkers that have been extensively studied for the diagnosis and management of late-onset neonatal sepsis (LONS) and necrotizing enterocolitis. It is expected that the next generation of biomarkers and tests will be more specific, will pinpoint the precise disease entity, and will provide crucial information on the exact pathogen or category of microorganism and its antibiotic profile within hours of clinical presentation. Research on molecular pathogen detection and proteomic profiling has shown promising results. Academic-industry partnerships are vital for successful development of new diagnostic biomarkers for LONS, which are sensitive, inexpensive, fully automated, and easy to measure, allowing a quick turnaround time for clinical decision making.
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Affiliation(s)
- Pak C. Ng
- Corresponding author. Department of Pediatrics, Level 6, Clinical Sciences Building, Prince of Wales Hospital, 30-32 Ngan Shing Street, Shatin, New Territories, Hong Kong
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Cerebrospinal fluid and plasma (1-->3)-beta-D-glucan as surrogate markers for detection and monitoring of therapeutic response in experimental hematogenous Candida meningoencephalitis. Antimicrob Agents Chemother 2008; 52:4121-9. [PMID: 18779361 DOI: 10.1128/aac.00674-08] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The treatment, diagnosis and therapeutic monitoring of hematogenous Candida meningoencephalitis (HCME) are not well understood. We therefore studied the expression of (1-->3)-beta-D-glucan (beta-glucan) in cerebrospinal fluid (CSF) and plasma in a nonneutropenic rabbit model of experimental HCME treated with micafungin and amphotericin B. Groups studied consisted of micafungin (0.5 to 32 mg/kg) and amphotericin B (1 mg/kg) treatment groups and the untreated controls (UC). Despite well-established infection in the cerebrum, cerebellum, choroid, vitreous humor (10(2) to 10(3) CFU/ml), spinal cord, and meninges (10 to 10(2) CFU/g), only 8.1% of UC CSF cultures were positive. By comparison, all 25 UC CSF samples tested for beta-glucan were positive (755 to 7,750 pg/ml) (P < 0.001). The therapeutic response in CNS tissue was site dependent, with significant decreases of the fungal burden in the cerebrum and cerebellum starting at 8 mg/kg, in the meninges at 2 mg/kg, and in the vitreous humor at 4 mg/kg. A dosage of 24 mg/kg was required to achieve a significant effect in the spinal cord and choroid. Clearance of Candida albicans from blood cultures was not predictive of eradication of organisms from the CNS; conversely, beta-glucan levels in CSF were predictive of the therapeutic response. A significant decrease of beta-glucan concentrations in CSF, in comparison to that for UC, started at 0.5 mg/kg (P < 0.001). Levels of plasma beta-glucan were lower than levels in simultaneously obtained CSF (P < 0.05). CSF beta-glucan levels correlated in a dose-dependent pattern with therapeutic responses and with Candida infection in cerebral tissue (r = 0.842). Micafungin demonstrated dose-dependent and site-dependent activity against HCME. CSF beta-glucan may be a useful biomarker for detection and monitoring of therapeutic response in HCME.
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Devlin RK. Invasive fungal infections caused by Candida and Malassezia species in the neonatal intensive care unit. Adv Neonatal Care 2006; 6:68-77; quiz 78-9. [PMID: 16618476 DOI: 10.1016/j.adnc.2006.01.005] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Premature infants in the neonatal intensive care unit (NICU) are at particular risk of invasive fungal infections, and unfortunately, the incidence of fungal septicemia appears to be increasing. Invasive infections caused by species of Candida or Malassezia have been documented in the NICU and are often associated with significant morbidity and mortality. Controversies regarding the diagnosis, treatment, and prevention of such diseases exist. The purpose of this review is to describe the epidemiology, clinical manifestations, diagnostic techniques, treatment, and prevention of invasive infection due to Candida and Malassezia species in the neonatal intensive care setting.
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Affiliation(s)
- Roni K Devlin
- Grand Rapids Infectious Disease Specialists, P.C., Grand Rapids, MI 49503, USA.
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Abstract
Diagnostic markers of infection are useful indicators of neonatal sepsis. Serial measurements of infection markers can improve diagnostic sensitivity, and the use of multiple markers can enhance diagnostic accuracy. Current evidence suggests that promising markers may be useful for early termination of antimicrobial treatment, but none of the current diagnostic tests are sensitive and specific enough to influence the clinical decision for withholding antibiotic treatment at the onset of suspected infection.
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Affiliation(s)
- P C Ng
- Department of Paediatrics, Prince of Wales Hospital, Hong Kong.
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Abstract
Central nervous system involvement in neonatal candidiasis is not rare, although possibly less frequent than in previous decades. In addition to increasing the potential for neurodevelopmental morbidity, this infection poses major challenges in establishing diagnosis and assuring adequate treatment. In the setting of candidemia or other severe invasive candida disease, suggestive imaging studies or inflammatory changes in cerebrospinal fluid should prompt careful consideration of central nervous system candidiasis even if culture of the fluid is negative. Although delivery of amphotericin to cerebrospinal fluid appears much better in premature infants than in older individuals, the availability of other agents with superior delivery to the central nervous system suggests that strong consideration be given to their use as alternative or adjunct therapy if central nervous system involvement appears likely. Careful surveillance for neurodevelopmental sequelae may permit early detection, timely rehabilitative intervention, and potentially better long-term functional outcomes.
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Affiliation(s)
- Roger G Faix
- Division of Neonatology, University of Utah School of Medicine, Salt Lake City, UT 84132-2202, USA.
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