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Legault V, Pu Y, Weinans E, Cohen AA. Application of early warning signs to physiological contexts: a comparison of multivariate indices in patients on long-term hemodialysis. FRONTIERS IN NETWORK PHYSIOLOGY 2024; 4:1299162. [PMID: 38595863 PMCID: PMC11002238 DOI: 10.3389/fnetp.2024.1299162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 03/15/2024] [Indexed: 04/11/2024]
Abstract
Early warnings signs (EWSs) can anticipate abrupt changes in system state, known as "critical transitions," by detecting dynamic variations, including increases in variance, autocorrelation (AC), and cross-correlation. Numerous EWSs have been proposed; yet no consensus on which perform best exists. Here, we compared 15 multivariate EWSs in time series of 763 hemodialyzed patients, previously shown to present relevant critical transition dynamics. We calculated five EWSs based on AC, six on variance, one on cross-correlation, and three on AC and variance. We assessed their pairwise correlations, trends before death, and mortality predictive power, alone and in combination. Variance-based EWSs showed stronger correlations (r = 0.663 ± 0.222 vs. 0.170 ± 0.205 for AC-based indices) and a steeper increase before death. Two variance-based EWSs yielded HR95 > 9 (HR95 standing for a scale-invariant metric of hazard ratio), but combining them did not improve the area under the receiver-operating curve (AUC) much compared to using them alone (AUC = 0.798 vs. 0.796 and 0.791). Nevertheless, the AUC reached 0.825 when combining 13 indices. While some indicators did not perform overly well alone, their addition to the best performing EWSs increased the predictive power, suggesting that indices combination captures a broader range of dynamic changes occurring within the system. It is unclear whether this added benefit reflects measurement error of a unified phenomenon or heterogeneity in the nature of signals preceding critical transitions. Finally, the modest predictive performance and weak correlations among some indices call into question their validity, at least in this context.
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Affiliation(s)
- Véronique Legault
- Research Center of the Centre Hospitalier Universitaire de Sherbrooke, Sherbrooke, QC, Canada
| | - Yi Pu
- PRIMUS Research Group, Department of Family Medicine, University of Sherbrooke, Sherbrooke, QC, Canada
| | - Els Weinans
- Copernicus Institute of Sustainable Development, Environmental Science, Faculty of Geosciences, Utrecht University, Utrecht, Netherlands
| | - Alan A. Cohen
- Research Center of the Centre Hospitalier Universitaire de Sherbrooke, Sherbrooke, QC, Canada
- PRIMUS Research Group, Department of Family Medicine, University of Sherbrooke, Sherbrooke, QC, Canada
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2
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Spyropoulos V, Chalkias A, Georgiou G, Papalois A, Kouskouni E, Baka S, Xanthos T. Initial Immune Response in Escherichia coli, Staphylococcus aureus, and Candida albicans Bacteremia. Inflammation 2020; 43:179-190. [PMID: 31758425 DOI: 10.1007/s10753-019-01108-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Sepsis remains a leading cause of mortality worldwide and is characterized by sustained inflammatory responses, reflected as changes in the expression profile of cytokines with time. The aim of the present study was to investigate the dynamic changes in complete blood count, serum chemistry, procalcitonin (PCT), tumor necrosis factor-alpha (TNF-α), and interleukin-6 (IL-6) in Escherichia coli, Staphylococcus aureus, and Candida albicans bacteremia. Study subjects were 32 healthy male Landrace-Large White pigs, aged 10-15 weeks and of average weight 19 ± 2 kg. Bacteremia was induced by continuous intravenous infusion of microbial suspensions during a period of 8 h. E. coli and S. aureus bacteremia were associated with a significant gradual decrease in white blood cells and platelets, respectively (p = 0.002 and p = 0.004), while candidemia was characterized by a significant gradual decrease in lymphocytes (p = 0.009). Serum PCT levels were either undetectable or very low, with no significant changes with time in all groups. E. coli bacteremia elicited a strong pro-inflammatory response, characterized by a significant increase in TNF-α expression from the onset of bacteremia (p = 0.042). C. albicans exhibited a different profile with an early, moderate increase in TNF-α followed by a subsequent marked increase in IL-6 levels (p = 0.03). The differential regulation of inflammatory and hematological responses depending on the pathogenic agent can reveal differences in the underlying inflammatory mechanisms, which may assist in the ongoing quest for the identification of a panel of circulating biomarkers during bacteremia.
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Affiliation(s)
| | - Athanasios Chalkias
- Department of Anesthesiology, Faculty of Medicine, School of Health Sciences, University of Thessaly, Larisa, Greece.
- Hellenic Society of Cardiopulmonary Resuscitation, Athens, Greece.
- Department of Anesthesiology, University Hospital of Larisa, C' Wing, 2nd Floor, PC 41110, Mezourlo, Larisa, Greece.
| | - Georgia Georgiou
- Department of Surgery, 1st Propaedeutic Surgical Clinic, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Evangelia Kouskouni
- Department of Biopathology - Microbiology and Biochemistry, Aretaieion University Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Stavroula Baka
- Department of Biopathology - Microbiology and Biochemistry, Aretaieion University Hospital, National and Kapodistrian University of Athens, Athens, Greece
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3
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Qiu H, Chen X, Luo Z, Zhao L, Zhang T, Yang N, Long X, Xie H, Liu J, Xu W. Inhibition of endogenous hydrogen sulfide production exacerbates the inflammatory response during urine-derived sepsis-induced kidney injury. Exp Ther Med 2018; 16:2851-2858. [PMID: 30214506 PMCID: PMC6125834 DOI: 10.3892/etm.2018.6520] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2016] [Accepted: 06/22/2017] [Indexed: 12/25/2022] Open
Abstract
The aim of the present study was to investigate the effects of endogenous H2S on the inflammatory response in kidneys following urine-derived sepsis-induced injury. A rabbit model of urine-derived sepsis was established by injecting Escherichia coli into the ligated ureter. Rabbits were randomly divided into the, control, sham, sepsis and DL-propargylglycine (PAG)-treated sepsis groups. The same surgical procedure except for the bacteria injection was performed for the sham group, while the control group was fed on normal diet without any additional treatments. The monitoring of vital signs, routine blood examinations and kidney function tests were performed prior to surgery and at 12, 24, 36 and 48 h following surgery. The serum H2S concentration and kidney cystathionine-γ-lyase (CSE) activity were determined following surgery. Pathological alterations were assessed by hematoxylin and eosin (H&E) staining, and the expression levels of inflammation-associated cytokines were detected by western blot analysis. The results demonstrated that rabbits in the sepsis and PAG groups exhibited a significant increase in rectal temperature, heart rate and respiratory rate following surgery when compared with the sham group; with the PAG group demonstrating the greatest increase. In addition, white cell counts and creatinine and urea nitrogen levels were significantly elevated following surgery in the sepsis and PAG groups when compared with the sham group. The serum H2S concentration and kidney CSE activity were significantly reduced in the sepsis group compared with the sham group, and a significant decrease in the levels of these factors were observed in the PAG group compared with the sepsis group. H&E staining indicated obvious structural abnormalities in kidney tissues in the sepsis group, which were exacerbated by PAG treatment. In addition, PAG treatment significantly increased the expression levels of nuclear factor-κB and interleukin-6, and decreased transforming growth factor-β1 expression when compared with the sepsis group. In conclusion, PAG significantly exacerbated urine-derived sepsis-induced kidney injury potentially via altering the expression of inflammation-associated cytokines.
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Affiliation(s)
- Huili Qiu
- School of Nursing, Changsha Medical University, Changsha, Hunan 410219, P.R. China
| | - Xian Chen
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
| | - Zhigang Luo
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
| | - Liwen Zhao
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
| | - Tao Zhang
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
| | - Ning Yang
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
| | - Xiangyang Long
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
| | - Huang Xie
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
| | - Jun Liu
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
| | - Wujun Xu
- Department of Urology, Second Affiliated Hospital of The University of South China, Hengyang, Hunan 421001, P.R. China
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4
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Ten Have GAM, Deutz RCI, Engelen MPKJ, Wolfe RR, Deutz NEP. Characteristics of a Pseudomonas aeruginosa induced porcine sepsis model for multi-organ metabolic flux measurements. Lab Anim 2017; 52:163-175. [DOI: 10.1177/0023677217718003] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Survival of sepsis is related to loss of muscle mass. Therefore, it is imperative to further define and understand the basic alterations in nutrient metabolism in order to improve targeted sepsis nutritional therapies. We developed and evaluated a controlled hyperdynamic severe sepsis pig model that can be used for in vivo multi-organ metabolic studies in a conscious state. In this catheterized pig model, bacteremia was induced intravenously with 109 CFU/h Pseudomonas aeruginosa (PA) in 13 pigs for 18 h. Both the PA and control (nine) animals received fluid resuscitation and were continuously monitored. We examined in detail their hemodynamics, blood gases, clinical chemistry, inflammation, histopathology and organ plasma flows. The systemic inflammatory response (SIRS) diagnostic scoring system was used to determine the clinical septic state. Within 6 h from the start of PA infusion, a septic state developed, as was reflected by hyperthermia and cardiovascular changes. After 12 h of PA infusion, severe sepsis was diagnosed. Disturbed cardiovascular function, decreased portal drained viscera plasma flow (control: 37.6 ± 4.6 mL/kg body weight (bw)/min; PA 20.3 ± 2.6 mL/kg bw/min, P < 0.001), as well as moderate villous injury in the small intestines were observed. No lung, kidney or liver failure was observed. Acute phase C-reactive protein (CRP) and interleukin-6 (IL-6) levels did not change in the PA group. However, significant metabolic changes such as enhanced protein breakdown, hypocalcemia and hypocholesterolemia were found. In conclusion, PA-induced bacteremia in a catheterized pig is a clinically relevant model for acute severe sepsis and enables the study of complex multi-organ metabolisms.
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Affiliation(s)
- Gabriella A M Ten Have
- Center for Translational Research in Aging and Longevity, Department of Health and Kinesiology, Texas A&M University, College Station, Texas, USA
- Donald W Reynolds Institute on Aging, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
| | - Renske C I Deutz
- Center for Translational Research in Aging and Longevity, Department of Health and Kinesiology, Texas A&M University, College Station, Texas, USA
| | - Mariëlle P K J Engelen
- Center for Translational Research in Aging and Longevity, Department of Health and Kinesiology, Texas A&M University, College Station, Texas, USA
- Donald W Reynolds Institute on Aging, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
| | - Robert R Wolfe
- Donald W Reynolds Institute on Aging, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
| | - Nicolaas E P Deutz
- Center for Translational Research in Aging and Longevity, Department of Health and Kinesiology, Texas A&M University, College Station, Texas, USA
- Donald W Reynolds Institute on Aging, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
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5
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Cao Z, Spilker T, Fan Y, Kalikin LM, Ciotti S, LiPuma JJ, Makidon PE, Wilkinson JE, Baker JR, Wang SH. Nanoemulsion is an effective antimicrobial for methicillin-resistant Staphylococcus aureus in infected wounds. Nanomedicine (Lond) 2017; 12:1177-1185. [PMID: 28447896 DOI: 10.2217/nnm-2017-0025] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
AIM To develop NB-201, a nanoemulsion compound, as a novel microbicidal agent against methicillin-resistant Staphylococcus aureus (MRSA) infection, which is a common threat to public health but with limited therapeutic options. MATERIALS & METHODS NB-201 was tested in in vitro and in vivo murine and porcine models infected with MRSA. RESULTS Topical treatment of MRSA-infected wounds with NB-201 significantly decreased bacterial load and had no toxic effects on healthy skin tissues. NB-201 attenuated neutrophil sequestration in MRSA-infected wounds and inhibited epidermal and deep dermal inflammation. The levels of proinflammatory cytokines were reduced in NB-201-treated MRSA-infected wounds. CONCLUSION NB-201 can greatly reduce inflammation characteristic of infected wounds and has antimicrobial activity that effectively kills MRSA regardless of the genetic basis of antibiotic resistance.
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Affiliation(s)
- Zhengyi Cao
- Michigan Nanotechnology Institute for Medicine & Biological Sciences, University of Michigan, Ann Arbor, MI 48109, USA
| | - Theodore Spilker
- Department of Pediatrics, University of Michigan Medical Center, Ann Arbor, MI 48109, USA
| | - Yongyi Fan
- Michigan Nanotechnology Institute for Medicine & Biological Sciences, University of Michigan, Ann Arbor, MI 48109, USA
| | - Linda M Kalikin
- Department of Pediatrics, University of Michigan Medical Center, Ann Arbor, MI 48109, USA
| | | | - John J LiPuma
- Department of Pediatrics, University of Michigan Medical Center, Ann Arbor, MI 48109, USA
| | - Paul E Makidon
- Michigan Nanotechnology Institute for Medicine & Biological Sciences, University of Michigan, Ann Arbor, MI 48109, USA.,Unit for Laboratory Animal Medicine, University of Michigan Medical Center, Ann Arbor, MI 48109, USA
| | - John Erby Wilkinson
- Unit for Laboratory Animal Medicine, University of Michigan Medical Center, Ann Arbor, MI 48109, USA
| | - James R Baker
- Michigan Nanotechnology Institute for Medicine & Biological Sciences, University of Michigan, Ann Arbor, MI 48109, USA.,Department of Internal Medicine, University of Michigan Medical Center, Ann Arbor, MI 48109, USA
| | - Su He Wang
- Michigan Nanotechnology Institute for Medicine & Biological Sciences, University of Michigan, Ann Arbor, MI 48109, USA.,Department of Internal Medicine, University of Michigan Medical Center, Ann Arbor, MI 48109, USA
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6
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Jarkovska D, Valesova L, Chvojka J, Benes J, Danihel V, Sviglerova J, Nalos L, Matejovic M, Stengl M. Heart-rate variability depression in porcine peritonitis-induced sepsis without organ failure. Exp Biol Med (Maywood) 2017; 242:1005-1012. [PMID: 28440737 DOI: 10.1177/1535370217700521] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Depression of heart-rate variability (HRV) in conditions of systemic inflammation has been shown in both patients and experimental animal models and HRV has been suggested as an early indicator of sepsis. The sensitivity of HRV-derived parameters to the severity of sepsis, however, remains unclear. In this study we modified the clinically relevant porcine model of peritonitis-induced sepsis in order to avoid the development of organ failure and to test the sensitivity of HRV to such non-severe conditions. In 11 anesthetized, mechanically ventilated and instrumented domestic pigs of both sexes, sepsis was induced by fecal peritonitis. The dose of feces was adjusted and antibiotic therapy was administered to avoid multiorgan failure. Experimental subjects were screened for 40 h from the induction of sepsis. In all septic animals, sepsis with hyperdynamic circulation and increased plasma levels of inflammatory mediators developed within 12 h from the induction of peritonitis. The sepsis did not progress to multiorgan failure and there was no spontaneous death during the experiment despite a modest requirement for vasopressor therapy in most animals (9/11). A pronounced reduction of HRV and elevation of heart rate developed quickly (within 5 h, time constant of 1.97 ± 0.80 h for HRV parameter TINN) upon the induction of sepsis and were maintained throughout the experiment. The frequency domain analysis revealed a decrease in the high-frequency component. The reduction of HRV parameters and elevation of heart rate preceded sepsis-associated hemodynamic changes by several hours (time constant of 11.28 ± 2.07 h for systemic vascular resistance decline). A pronounced and fast reduction of HRV occurred in the setting of a moderate experimental porcine sepsis without organ failure. Inhibition of parasympathetic cardiac signaling probably represents the main mechanism of HRV reduction in sepsis. The sensitivity of HRV to systemic inflammation may allow early detection of a moderate sepsis without organ failure. Impact statement A pronounced and fast reduction of heart-rate variability occurred in the setting of a moderate experimental porcine sepsis without organ failure. Dominant reduction of heart-rate variability was found in the high-frequency band indicating inhibition of parasympathetic cardiac signaling as the main mechanism of heart-rate variability reduction. The sensitivity of heart-rate variability to systemic inflammation may contribute to an early detection of moderate sepsis without organ failure.
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Affiliation(s)
- Dagmar Jarkovska
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,2 Department of Physiology, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic
| | - Lenka Valesova
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,3 First Medical Department, Faculty of Medicine in Pilsen, Charles University, 30460 Pilsen, Czech Republic
| | - Jiri Chvojka
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,3 First Medical Department, Faculty of Medicine in Pilsen, Charles University, 30460 Pilsen, Czech Republic
| | - Jan Benes
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,4 Department of Anesthesia and Intensive Care Medicine, Faculty of Medicine in Pilsen, Charles University, 30460 Pilsen, Czech Republic
| | - Vojtech Danihel
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,3 First Medical Department, Faculty of Medicine in Pilsen, Charles University, 30460 Pilsen, Czech Republic
| | - Jitka Sviglerova
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,2 Department of Physiology, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic
| | - Lukas Nalos
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,2 Department of Physiology, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic
| | - Martin Matejovic
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,3 First Medical Department, Faculty of Medicine in Pilsen, Charles University, 30460 Pilsen, Czech Republic
| | - Milan Stengl
- 1 Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic.,2 Department of Physiology, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic
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7
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Tambuyzer T, Guiza F, Boonen E, Meersseman P, Vervenne H, Hansen TK, Bjerre M, Van den Berghe G, Berckmans D, Aerts JM, Meyfroidt G. Heart rate time series characteristics for early detection of infections in critically ill patients. J Clin Monit Comput 2016; 31:407-415. [PMID: 27039298 DOI: 10.1007/s10877-016-9870-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2015] [Accepted: 03/29/2016] [Indexed: 01/21/2023]
Abstract
It is difficult to make a distinction between inflammation and infection. Therefore, new strategies are required to allow accurate detection of infection. Here, we hypothesize that we can distinguish infected from non-infected ICU patients based on dynamic features of serum cytokine concentrations and heart rate time series. Serum cytokine profiles and heart rate time series of 39 patients were available for this study. The serum concentration of ten cytokines were measured using blood sampled every 10 min between 2100 and 0600 hours. Heart rate was recorded every minute. Ten metrics were used to extract features from these time series to obtain an accurate classification of infected patients. The predictive power of the metrics derived from the heart rate time series was investigated using decision tree analysis. Finally, logistic regression methods were used to examine whether classification performance improved with inclusion of features derived from the cytokine time series. The AUC of a decision tree based on two heart rate features was 0.88. The model had good calibration with 0.09 Hosmer-Lemeshow p value. There was no significant additional value of adding static cytokine levels or cytokine time series information to the generated decision tree model. The results suggest that heart rate is a better marker for infection than information captured by cytokine time series when the exact stage of infection is not known. The predictive value of (expensive) biomarkers should always be weighed against the routinely monitored data, and such biomarkers have to demonstrate added value.
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Affiliation(s)
- T Tambuyzer
- Division Animal and Human Health Engineering, Department of Biosystems, KU Leuven, Kasteelpark Arenberg 30, 3001, Louvain, Belgium
| | - F Guiza
- Laboratory of Intensive Care Medicine, Division Cellular and Molecular Medicine, Clinical Department, KU Leuven, Herestraat 49, 3000, Louvain, Belgium
| | - E Boonen
- Laboratory of Intensive Care Medicine, Division Cellular and Molecular Medicine, Clinical Department, KU Leuven, Herestraat 49, 3000, Louvain, Belgium
| | - P Meersseman
- Laboratory of Intensive Care Medicine, Division Cellular and Molecular Medicine, Clinical Department, KU Leuven, Herestraat 49, 3000, Louvain, Belgium.,Medical Intensive Care Unit, Department of Internal Medicine, KU Leuven, Herestraat 49, 3000, Louvain, Belgium
| | - H Vervenne
- Laboratory of Intensive Care Medicine, Division Cellular and Molecular Medicine, Clinical Department, KU Leuven, Herestraat 49, 3000, Louvain, Belgium
| | - T K Hansen
- Immunoendocrine Research Unit, Medical Department M, Aarhus University Hospital, Norrebrogade 44, 8000, Aarhus C, Denmark
| | - M Bjerre
- Immunoendocrine Research Unit, Medical Department M, Aarhus University Hospital, Norrebrogade 44, 8000, Aarhus C, Denmark
| | - G Van den Berghe
- Laboratory of Intensive Care Medicine, Division Cellular and Molecular Medicine, Clinical Department, KU Leuven, Herestraat 49, 3000, Louvain, Belgium
| | - D Berckmans
- Division Animal and Human Health Engineering, Department of Biosystems, KU Leuven, Kasteelpark Arenberg 30, 3001, Louvain, Belgium
| | - J M Aerts
- Division Animal and Human Health Engineering, Department of Biosystems, KU Leuven, Kasteelpark Arenberg 30, 3001, Louvain, Belgium.
| | - G Meyfroidt
- Laboratory of Intensive Care Medicine, Division Cellular and Molecular Medicine, Clinical Department, KU Leuven, Herestraat 49, 3000, Louvain, Belgium
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8
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Wyns H, Croubels S, Vandekerckhove M, Demeyere K, De Backer P, Goddeeris B, Meyer E. Multiplex analysis of pro-inflammatory cytokines in serum of Actinobacillus pleuropneumoniae-infected pigs. Res Vet Sci 2015; 102:45-8. [DOI: 10.1016/j.rvsc.2015.07.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2015] [Revised: 03/24/2015] [Accepted: 07/09/2015] [Indexed: 11/30/2022]
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9
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Trefois C, Antony PMA, Goncalves J, Skupin A, Balling R. Critical transitions in chronic disease: transferring concepts from ecology to systems medicine. Curr Opin Biotechnol 2014; 34:48-55. [PMID: 25498477 DOI: 10.1016/j.copbio.2014.11.020] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2014] [Revised: 11/18/2014] [Accepted: 11/19/2014] [Indexed: 01/01/2023]
Abstract
Ecosystems and biological systems are known to be inherently complex and to exhibit nonlinear dynamics. Diseases such as microbiome dysregulation or depression can be seen as complex systems as well and were shown to exhibit patterns of nonlinearity in their response to perturbations. These nonlinearities can be revealed by a sudden shift in system states, for instance from health to disease. The identification and characterization of early warning signals which could predict upcoming critical transitions is of primordial interest as prevention of disease onset is a major aim in health care. In this review, we focus on recent evidence for critical transitions in diseases and discuss the potential of such studies for therapeutic applications.
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Affiliation(s)
- Christophe Trefois
- Experimental Neurobiology Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Campus Belval, 7 Avenue des Hauts-Fourneaux, L-4362 Esch-sur-Alzette, Luxembourg
| | - Paul M A Antony
- Experimental Neurobiology Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Campus Belval, 7 Avenue des Hauts-Fourneaux, L-4362 Esch-sur-Alzette, Luxembourg
| | - Jorge Goncalves
- Systems Control Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Campus Belval, 7 Avenue des Hauts-Fourneaux, L-4362 Esch-sur-Alzette, Luxembourg
| | - Alexander Skupin
- National Center for Microscopy and Imaging Research, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, United States; Integrative Cell Signalling Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Campus Belval, 7 Avenue des Hauts-Fourneaux, L-4362 Esch-sur-Alzette, Luxembourg
| | - Rudi Balling
- Experimental Neurobiology Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Campus Belval, 7 Avenue des Hauts-Fourneaux, L-4362 Esch-sur-Alzette, Luxembourg.
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