Next Article in Journal
Buckling of Rectangular Composite Pipes under Torsion
Next Article in Special Issue
A Protocol for the Use of a Combined Microvascular Free Flap with Custom-Made 3D-Printed Total Temporomandibular Joint (TMJ) Prosthesis for Mandible Reconstruction in Children
Previous Article in Journal
Anomalous Event Recognition in Videos Based on Joint Learning of Motion and Appearance with Multiple Ranking Measures
Previous Article in Special Issue
Coronally Advanced Flap in the Treatment of Multiple Adjacent Gingival Recessions along with a Connective Tissue Graft Harvested from Augmented or Nonaugmented Palatal Mucous Membrane: A Two-Year Comparative Clinical Evaluation
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Index of Body Inflammation for Maxillofacial Surgery Purpose-to Make the Soluble Urokinase-Type Plasminogen Activator Receptor Serum Level Independent on Patient Age

by
Marcin Kozakiewicz
1,*,
Magdalena Trzcińska-Kubik
1 and
Rafał Nikodem Wlazeł
2
1
Department of Maxillofacial Surgery, Medical University of Lodz, 113 Żeromskiego Str., 90-549 Lodz, Poland
2
Department of Laboratory Diagnostics and Clinical Biochemistry, Medical University of Lodz, 251 Pomorska Str., 92-213 Lodz, Poland
*
Author to whom correspondence should be addressed.
Appl. Sci. 2021, 11(3), 1345; https://doi.org/10.3390/app11031345
Submission received: 6 January 2021 / Revised: 26 January 2021 / Accepted: 1 February 2021 / Published: 2 February 2021
(This article belongs to the Special Issue Current Challenges of Oral and Maxillofacial Surgery)

Abstract

:

Featured Application

Inflammation is still a threat to patients of all age groups. Monitoring the infection is essential to control it. The soluble urokinase-type plasminogen activator receptor (suPAR) is a very sensitive marker. Maxillofacial surgery is one of the fields of medicine widely fighting against infections. The concentration of suPAR holds an independent information for risk stratification of morbidity and mortality in various acute and chronic diseases. The use of an ultra-sensitive measure of the development of inflammation and at the same time independent on the patient’s age would be clinically very beneficial.

Abstract

Background: The serum suPAR level is affected in humans by it increases with age. Therefore it makes difficult interpretation and any comparison of age varied groups. The aim of this study is to find simple way to age independent presentation of suPAR serum level for maxillofacial surgery purpose. Methods: In generally healthy patients from 15 to 59 y.o. suPAR level was tested in serum before orthognathic or minor traumatologic procedures. Five ways to make the suPAR serum level assessment independent of age are proposed. Results: One way of making suPAR levels independent of age led to the result with the same statistical distribution as in the raw suPAR serum material and this distribution is the normal. Conclusion: The simple way for suPAR serum level analysis without its dependence on patient age is calculation of the index of body inflammation understood as square root of squared suPAR serum level divided by logarithm of patient age to base 10.

1. Introduction

The frequency of complications associated with aseptic and scheduled maxillofacial surgery is 1% [1] by 5% [2] up to reported 33% [3]. These data refer to young people and it is known that with age the risk of inflammatory complications increases. Inflammation is an important and one of the most common complications observed in this type of surgery.
When midface is operated on, the maxillary sinuses are filled with blood, which may be infected [4]. Postoperative swelling also needs to be considered after orthognathic surgery, as the result of the onset of an infection or a harmless postoperative reaction [5]. The only dangerous condition of mentioned series is a developing infection. It would be very valuable to know as early as possible about the inflammation. This would avoid disastrous symptomatic treatment with corticosteroids [6], which would suppress the symptoms of inflammation and allow the infection to develop secretly. In addition, it would be worth knowing before starting the surgery whether a clinically healthy patient undergoing the scheduled procedure has no hidden inflammation.
The soluble urokinase-type plasminogen activator receptor (suPAR) is ultrasensitive marker aggressiveness of infectious conditions [7]. It was also proved that the concentration of suPAR holds an independent information for risk stratification of morbility and mortality [8,9,10,11,12]. This 64 kDa protein, intensively studied since 1991 which Ploug et al. [13], found that agent derived from phorbol 12-myristate 13-acetate (PMA)-stimulated U937 cells having a high affinity for uPA, has one major disadvantage. This issue is reflected in clinical trials, making it impossible to compare different age groups of patients. Serum suPAR levels depend on the patient’s age and, more worryingly, increase with age [14,15]. The sicker the patient becomes as age advances, the less clear the suPAR level is as an indication of inflammation going on in the patient’s body. The level of this biomarker is high in sick patients but is also high in older patients.
While the acute-phase reactant C-reactive protein (CRP) is commonly used as the gold standard inflammation marker both in the clinic and in life-course research [16], suPAR is a newer biomarker of inflammation [17], which appears to be correlated with chronic rather than acute inflammation. Although CRP and suPAR are positively correlated, they appear to capture different aspects of inflammation [18]. CRP and IL-6 did not evidence consistent associations at age but suPAR increases [19]. Elevated suPAR was associated with accelerated pace of biological aging across multiple organ systems, older facial appearance, and with structural signs of older brain age [20]. The serum concentration of soluble uPAR correlates with inflammation and accelerated biological aging. Individuals with high levels of soluble uPAR have a greater decline in cognitive function and physical activity [21]. Moreover, suPAR is postulates as even be biomarkers of biological aging [14].
In the general population suPAR levels are higher in females and in young healthy individuals (a typical group of maxillofacial patients) are about 2.5 ng/mL (males) and 3.0 ng/mL (females). The suPAR level is affected by a lifestyle and risk factors and it increases with age [8,22,23]. Therefore it makes difficult any comparison of age varied groups. One would like to break free from this age-driven framework.
The aim of this study is to find simple way to age independent presentation of suPAR serum level.

2. Materials and Methods

192 patient were included into this study (114 females and 78 males). Age was 34.1 ± 12.4 year from 15 to 59 year old. All patients provided written informed consent and the study was approved by the University Ethic Committee (RNN/646/13/KB). Serum suPAR levels were measured in orthognathic and minor traumatological patients (i.e., inclusion criteria). Patients with cardiovascular problems, kidney disease and oncological issues were excluded (i.e., exclusion criteria).
The suPAR concentrations were determined with use of the suPARnostic ELISA, ViroGates (ViroGates, Banevænget 13, DK-3460 Birkerød, Denmark). Index of body inflammation was calculated in 5 modalities according to Equations (1)–(5):
IBI suPAR / Age = 20 suPAR Age
IBI suPAR / Age ^ 2 = 500 suPAR Age 2
IBI suPAR ^ 2 / Age = 10 suPAR 2 Age
IBI suPAR ^ 2 / lg _ Age = suPAR 2 log 10 Age
IBI SQRT suPAR ^ 2 / lg _ Age = 1.223 suPAR 2 log 10 Age 2
Data was analyzed in Statgraphics Centurion 18 (Statgraphics Technologies Inc. The Plains City, VA, USA). Simple regression of suPAR serum level and calculated indeces to patient age was performed. Kolmogorov-Smirnov test was done to compare distribution of detected suPAR in serum to index of body inflammation. Level of significance was established as p < 0.05.

3. Results

The results of suPAR levels and the distribution (Table 1) in investigated population was Gaussian one (normal distribution). It was confirmed that suPAR level depends on the patient age (cc = 0.31, p < 0.0001) (Figure 1 and Figure 2).
The index constructed as suPAR/Age in relation to age has even stronger relation (cc = −0.75, p < 0.0001). The same moderately strong relation is for the index suPAR/Age^2 to age (cc = −0.80, p < 0.0001), and even the numerator of the fraction is more strong: suPAR^2/Age (cc = −0.50, p < 0.0001).
Contrary to above (Figure 1), if the influence of the age (denominator) to the index is weaker, the index becomes independent on patient age (Figure 3): as suPAR^2/lg_Age (cc = 0.05, p = 0.5046) as well as SQRTsuPAR^2/lg_Age (cc = 0.05, p = 0.4861). The run of the regression plot is approximately horizontal.
There is not normal distribution noted in the first index of this twins. Finally, standardization of body inflammation index (IBI) to form Equation (6):
IBI = 1.223 suPAR 2 log 10 Age 2
makes possible to reach distribution similar to raw suPAR (Figure 4), as well the normal distribution of values of the index, together with simultaneous independence on patient age (bottom right-hand side in Figure 2).

4. Discussion

Inflammatory postoperative direct complications after maxillofacial surgery have been already known [5,24]. It could be related to other indirect complications, such as rhinitis and empyema [2,25,26]. Postoperationally, the reaction in soft tissues is expected. However, its rapid and uncontrolled course may ruin the outcome of the treatment [27]. This is shocking for patients who associate aesthetic expectations with the result of the maxillofacial surgery. This can also be shocking for the maxillofacial surgeon when taking on extremely difficult challenges such as allogenic facial transplantation [28]. For this reason, authors believe that the greatest risk are patients with no inflammatory symptoms before the surgical treatment and already affected by a disease. Immune dysfunction or tiny inflammatory process are accompanied by a temporal shift in the innate and adaptive immune cells distribution, triggered by the overwhelming release of an inflammatory mediators from necrotic cells [27]. Anticipatory diagnosis would solve this issue. However, the diagnosis can be challenging as physical exam findings are absent initially, and become more noticeable much later in the disease course with decrease in mouth opening, wound dihescensing, soft tissue involvement, and pain with motion [28,29]. Searching, finding and proposing the use of new sensitive markers of the tiny or concealed pathological process gives hope to avoid these difficult clinical scenarios. One such marker is the soluble urokinase-type plasminogen activator receptor: suPAR.
The suPAR protein was found in 1991 as a marker of cancer progression. Up to these days several studies have shown the association of the protein with chronic diseases, including cardiovascular, renal, hepatic, and pulmonary diseases, and that it’s level is an independent predictor of a negative outcome of various infectious diseases, sepsis, and in critically ill patients [30,31,32,33]. As the protein is expressed mainly on immune cells, suPAR reflects the level of chronic inflammation. Indeed the suPAR level reflects current inflammatory condition and therefore its role as predictive marker is known and studied across different fields of medicine. The protein itself seems not to have proinflammatory potential-it is released from membranes of activated (by acute-phase proteins) inflammatory cells. Across diseases, the suPAR level discriminates non-survivors from survivors [7,8]. In the general population an elevated suPAR level is associated with future development of cancer, cardiovascular diseases, and type 2 diabetes and is a predictor of premature mortality and renal failure [7,9,11]. There are no reports of suPAR levels in patients undergoing maxillofacial surgery in the available literature.
The barrier to the use of this emerging chronic inflammation marker in clinical conditions not life-threatening, but nevertheless threatening with other complications is its dependence on the patient’s age. Thus, it is not only the existence of inflammation causes an increase in serum suPAR levels. The older the patient, the physiologically higher the suPAR level. suPAR levels increased from 2.39 ng/mL at age 38 to 3.01 at age 45 years [20]. Elevated suPAR is associated with accelerated pace of biological aging across multiple organ systems, older facial appearance, and with structural signs of older brain age. The observation of our series of patients confirms this report by interpolation (Figure 2: suPAR = 2.19824 + 0.0144025 × Age) in this study: 2.49 ng/mL for 20 y.o., 2.63 ng/mL for 30 y.o., 2.77 ng/mL for 40 y.o. and 2.92 ng/mL 50 y.o. patient. It is therefore impossible to give a universal suPAR level standard for healthy but age-different maxillofacial patients.
Initiating mathematical analyses of internal variability and trying to make the diagnostic measure independent of the patient’s age, the formula for body mass index (BMI) was used. BMI is well standardized medical index. It is calculated as body weigh divided by squared patient height. Then it informs about body mass measure independently on the patient height. As the same method would be used for suPAR liberation from the patient age influence, an inconveniences appear. Simple division of the suPAR value by patient age (suPAR/Age) leads to reversal relationship, but still the index is related to the age. Body mass index (BMI) calculation method (suPAR/Age^2) also supports the index relation to the patient age. Furthermore, the result has low value and normal distribution is lost (Table 1 and Figure 2). The description IBI as suPAR^2/Age makes higher numerator of fraction to change the values and distribution of index, but the index is still age dependent. Next, the logarithm in denominator of fraction makes the index independent on patient age (suPAR^2/lg_Age), and finally normalization by square rooting reduces IBI to range and distribution similar to raw suPAR register as serum suPAR level (Figure 4) giving patient age independence.
Due to the young population, the frequency of inflammatory complications after orthognathic surgery is low, which is even more surprising for the treatment team. Other issues include contact with the airways and digestive tract and the proximity of numerous sensory organs. The last issue is the invasiveness of the maxillofacial procedures in the facial skeleton: the mandible is divided into 3–4 segments (in sagittal osteotomy with genioplasty), the maxilla is separated from the base of the skull, the periosteum is elevated from large areas of the nose walls, not to mention the Le Fort III osteotomy [34]. The possibility of potentially dangerous complications in patients with a hidden medical problem (blindness [35,36], dyspnea, anosmia, apallic syndrome [37], dyphagia, dysgeusia) is high. Orthognathic maxillofacial procedures are a common surgery with set of complications [38,39]. Wound infections following orthognathic surgery occurs in 1.4 to 33.4% of patients, what are a major concern for surgical teams [40,41]. With the arms of the ultra-sensitive inflammatory marker independent of age, it increases the confidence to prepare patients for scheduled aseptic surgeries within the maxillofacial skeleton. When screening is performed, clinically mute patients with inflammatory, immunological or allergic dysfunctions will be separated and those patients will be treated causally before surgery. This will certainly protect patients from unexpected complications.
It should be noted that in this study the included patients treated as planned. Cochort includes mainly orthognathic patients with a small proportion of minor injuries. It seems worthwhile to check in the future how serum suPAR levels behave in maxillofacial patients, but after much higher trauma [42] and emergency surgical interventions.
A minor limitation of this study is the inclusion of maxillo-facial patients only. The results cannot be generalized to other areas of medicine at this stage. However, one problem has been solved for maxillofacial surgery. It is now possible to compare groups of patients differing in age and to detect older patients with an increased risk of inflammatory complications.

5. Conclusions

The simple way for suPAR serum level analysis without its dependence on patient age is calculation of the index of body inflammation (IBI) understood as square root of squared suPAR serum level in [ng/mL] divided by logarithm of patient age in years to base 10. The index calculated in this way can be used in maxillofacial surgery, especially in orthognathic patients.

Author Contributions

For research articles with several authors, a short paragraph specifying their individual contributions must be provided. The following statements should be used “Conceptualization, M.K. and R.N.W; methodology, M.K. and R.N.W; software, M.K.; validation, M.K., and R.N.W.; formal analysis, M.K., and R.N.W.; investigation, M.K.; resources, M.K.; data curation, M.K.; writing—original draft preparation, M.K., and R.N.W.; writing—review and editing, M.K., and R.N.W.; visualization, M.K.; supervision, M.K., and R.N.W.; project administration, M.T.K.; funding acquisition, M.K. All authors have read and agreed to the published version of the manuscript.”, please turn to the CRediT taxonomy for the term explanation. Authorship must be limited to those who have contributed substantially to the work reported. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by Medical University of Lodz grant number: 503-1-138-01-503-51-001-17, 503-1-138-01-503-51-001-18 and 503-1-138-01-503-51-001-19-00.

Institutional Review Board Statement

The study was conducted according to the guidelines of the Declaration of Helsinki, and approved by the Ethics Committee of Medical University of Lodz (RNN/646/13/KB, date of approval: 24.09.2013).

Informed Consent Statement

Informed consent was obtained from all subjects involved in the study.

Data Availability Statement

Not applicable.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Kramer, F.J.; Baethge, C.; Swennen, G.; Teltzrow, T.; Schulze, A.; Berten, J.; Brachvogel, P. Intra-and perioperative complications of the LeFort I osteotomy: A prospective evaluation of 1000 patients. J. Craniofac. Surg. 2004, 15, 971–979. [Google Scholar] [CrossRef]
  2. Pereira-Filho, V.A.; Gabrielli, M.F.R.; Gabrielli, M.A.C.; Pinto, F.A.; Rodrigues-Junior, A.L.; Klüppel, L.E.; Passeri, L.A. Incidence of maxillary sinusitis following Le fort I osteotomy: Clinical, radiographic, and endoscopic study. J. Oral. Maxillofac. Surg. 2011, 69, 346–351. [Google Scholar] [CrossRef] [PubMed]
  3. Cousin, A.S.; Bouletreau, P.; Giai, J.; Ibrahim, B.; Louvrier, A.; Sigaux, N. Severity and long-term complications of surgical site infections after orthognathic surgery: A retrospective study. Sci. Rep. 2020, 10, 12015. [Google Scholar] [CrossRef] [PubMed]
  4. Eslamipour, F.; Najimi, A.; Tadayonfard, A.; Azamian, Z. Impact of orthognathic surgery on quality of life in patients with dentofacial deformities. Int. J. Dent. 2017, 4103905. [Google Scholar] [CrossRef] [PubMed]
  5. Lee, J.S.; Kim, M.K.; Kang, S.H. Maxillary sinus haziness and facial swelling following suction drainage in the maxilla after orthognathic surgery. Maxillofac. Plast Reconstr. Surg. 2020, 42, 33. [Google Scholar] [CrossRef]
  6. Dan, A.E.; Thygesen, T.H.; Pinholt, E.M. Corticosteroid administration in oral and orthognathic surgery: A systematic review of the literature and meta-analysis. J. Oral. Maxillofac. Surg. 2010, 68, 2207–2220. [Google Scholar] [CrossRef]
  7. Thunø, M.; Macho, B.; Eugen-Olsen, J. suPAR: The molecular crystal ball. Dis. Markers. 2009, 27, 157–172. [Google Scholar] [CrossRef]
  8. Eugen-Olsen, J.; Andersen, O.; Linneberg, A.; Ladelund, S.; Hansen, T.W.; Langkilde, A.; Petersen, J.; Pielak, T.; Møller, L.N.; Jeppesen, J.; et al. Circulating soluble urokinase plasminogen activator receptor predicts cancer, cardiovascular disease, diabetes and mortality in the general population. J. Intern. Med. 2010, 268, 296–308. [Google Scholar] [CrossRef]
  9. Eapen, D.J.; Manocha, P.; Ghasemzadeh, N.; Patel, R.S.; Al Kassem, H.; Hammadah, M.; Veledar, E.; Le, N.A.; Pielak, T.; Thorball, C.W.; et al. Soluble urokinase plasminogen activator receptor level is an independent predictor of the presence and severity of coronary artery disease and of future adverse events. J. Am. Heart Assoc. 2014, 3e001118. [Google Scholar] [CrossRef] [Green Version]
  10. Lyngbæk, S.; Andersson, C.; Marott, J.L.; Møller, D.V.; Christiansen, M.; Iversen, K.K.; Clemmensen, P.; Eugen-Olsen, J.; Hansen, P.R.; Jeppesen, J.L. Soluble urokinase plasminogen activator receptor for risk prediction in patients admitted with acute chest pain. Clin. Chem. 2013, 59, 1621–1629. [Google Scholar] [CrossRef] [Green Version]
  11. Hayek, S.S.; Sever, S.; Ko, Y.A.; Trachtman, H.; Awad, M.; Wadhwani, S.; Altintas, M.M.; Wei, C.; Hotton, A.L.; French, A.L.; et al. Soluble urokinase receptor and chronic kidney disease. N. Engl. J. Med. 2015, 373, 1916–1925. [Google Scholar] [CrossRef] [PubMed]
  12. Donadello, K.; Scolletta, S.; Taccone, F.S.; Covajes, C.; Santonocito, C.; Cortes, D.O.; Grazulyte, D.; Gottin, L.; Vincent, J.L. Soluble urokinase-type plasminogen activator receptor as a prognostic biomarker in critically ill patients. J. Crit. Care. 2014, 29, 144–149. [Google Scholar] [CrossRef] [PubMed]
  13. Ploug, M.; Rønne, E.; Behrendt, N.; Jemsen; Blasi, F.; Danø, K. Cellular Receptor for Urokinase Plasminogen Activator. J. Biol. Chem. 1991, 266, 1926–1933. [Google Scholar] [CrossRef]
  14. Haupt, T.H.; Rasmussen, L.J.H.; Kallemose, T.; Ladelund, S.; Andersen, O.; Pisinger, C.; Eugen-Olsen, J. Healthy lifestyles reduce suPAR and mortality in a Danish general population study. Immun. Ageing 2019, 16. [Google Scholar] [CrossRef] [Green Version]
  15. Tzanakaki, G.; Paparoupa, M.; Kyprianou, M.; Barbouni, A.; Eugen-Olsen, J.; Kourea-Kremastinou, J. Elevated soluble urokinase receptor values in CSF, age and bacterial meningitis infection are independent and additive risk factors of fatal outcome. Eur J. Clin. Microbiol. Infect. Dis. 2012, 31, 1157–1162. [Google Scholar] [CrossRef]
  16. Ridker, P.M. Clinical application of C-reactive protein for cardiovascular disease detection and prevention. Circulation 2003, 107, 363–369. [Google Scholar] [CrossRef]
  17. Desmedt, S.; Desmedt, V.; Delanghe, J.R.; Speeckaert, R.; Speeckaert, M.M. The intriguing role of soluble urokinase receptor in inflammatory diseases. Crit. Rev. Clin. Lab Sci. 2017, 54, 117–133. [Google Scholar] [CrossRef]
  18. Lyngbæk, S.; Sehestedt, T.; Marott, J.L.; Hansen, T.W.; Olsen, M.H.; Andersen, O.; Linneberg, A.; Madsbad, S.; Haugaard, S.B.; Eugen-Olsen, J.; et al. CRP and suPAR are differently related to anthropometry and subclinical organ damage. Int. J. Cardiol. 2013, 167, 781–785. [Google Scholar] [CrossRef]
  19. Bourassa, K.; Rasmussen, L.; Moffitt, T.; Caspi, A. Stressful Life Events and Inflammation in Midlife: Comparing Associations With suPAR, CRP, and IL-6. Innov. Aging. 2020, 4, 250. [Google Scholar] [CrossRef]
  20. Rasmussen, L.J.H.; Caspi, A.; Moffitt, T. Associations Between a New Biomarker of Elevated Chronic Inflammation and Accelerated Aging. Innov. Aging 2020, 4, 141–142. [Google Scholar] [CrossRef]
  21. Rasmussen, L.J.H.; Caspi, A.; Ambler, A.; Danese, A.; Elliott, M.; Eugen-Olsen, J.; Hariri, A.R.; Harrington, H.; Houts, R.; Poulton, R.; et al. Association Between Elevated suPAR, a New Biomarker of Inflammation, and Accelerated Aging. J.. Gerontol. A Biol. Sci. Med. Sci. 2021, 76, 318–327. [Google Scholar] [CrossRef] [PubMed]
  22. Haupt, T.H.; Kallemose, T.; Ladelund, S.; Rasmussen, L.J.; Thorball, C.W.; Andersen, O.; Pisinger, C.; Eugen-Olsen, J. Risk factors associated with serum levels of the inflammatory biomarker soluble urokinase plasminogen activator receptor in a general population. Biomark Insights 2014, 16, 91–100. [Google Scholar] [CrossRef] [PubMed]
  23. Wlazel, R.N.; Szwabe, K.; Guligowska, A.; Kostka, T. Soluble urokinase plasminogen activator receptor level in individuals of advanced age. Sci. Rep. 2020, 10, 15426. [Google Scholar] [CrossRef] [PubMed]
  24. Nocini, P.F.; D’Agostino, A.; Trevisiol, L.; Favero, V.; Pessina, M.; Procacci, P. Is Le Fort I osteotomy associated with maxillary sinusitis? J. Oral. Maxillofac. Surg. 2016, 74, 400–e1. [Google Scholar] [CrossRef] [PubMed]
  25. Bell, C.S.; Thrash, W.J.; Zysset, M.K. Incidence of maxillary sinusitis following Le fort I maxillary osteotomy. J. Oral. Maxillofac. Surg. 1986, 44, 100–103. [Google Scholar] [CrossRef]
  26. Eliason, M.J.; Capra, G.; LaBanc, A.; Braxton, J.; Hamersley, E.; Radabaugh, J.P. A pilot study assessing the incidence of chronic sinusitis following Le fort I osteotomy in maxillofacial surgery. J. Craniofacial. Surg. 2019, 30, 1845–1849. [Google Scholar] [CrossRef] [PubMed]
  27. Muire, P.J.; Mangum, L.H.; Wenke, J.C. Time Course of Immune Response and Immunomodulation During Normal and Delayed Healing of Musculoskeletal Wounds. Front. Immunol. 2020, 11, 1056. [Google Scholar] [CrossRef]
  28. Siemionow, M. The past the present and the future of face transplantation. Curr. Opin. Organ. Transplant. 2020, 25, 568–575. [Google Scholar] [CrossRef]
  29. Demant, S.; Hermann, N.V.; Darvann, T.A.; Zak, M.; Schatz, H.; Larsen, P.; Kreiborg, S. 3D analysis of facial asymmetry in subjects with juvenile idiopathic arthritis. Rheumat 2011, 50, 586–592. [Google Scholar] [CrossRef] [Green Version]
  30. Lypka, M.; Shah, K.; Jones, J. Prosthetic temporomandibular joint reconstruction in a cohort of adolescent females with juvenile idiopathic arthritis. Pediatr. Rheumatol. Online J. 2020, 18, 68. [Google Scholar] [CrossRef]
  31. Raggam, R.B.; Wagner, J.; Prüller, F.; Grisold, A.; Leitner, E.; Zollner-Schwetz, I.; Valentin, T.; Krause, R.; Hoenigl, M. Soluble urokinase plasminogen activator receptor predicts mortality in patients with systemic inflammatory response syndrome. J. Intern. Med. 2014, 276, 651–658. [Google Scholar] [CrossRef]
  32. Wlazeł, R.N.; Migała, M.; Zielińska, M.; Pawlicki, L.; Rośniak-Bąk, K.; Szadkowska, I. Soluble urokinase plasminogen activator receptor in one-year prediction of major adverse cardiac events in patients after first myocardial infarction treated with primary percutaneous coronary intervention. Arch. Med. Sci. 2016, 15, 72–77. [Google Scholar] [CrossRef] [Green Version]
  33. Wlazeł, R.N.; Szadkowska, I.; Bartncki, P.; Rośniak-Bąk, K.; Rysz, J. Clinical and prognostic usefulness of soluble urokinase plasminogen activator receptor in hemodialysis patients. Int. Urol. Nephrol. 2018, 50, 339–345. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  34. Dowgierd, K.; Larysz, D.; Szymor, P.; Kozakiewicz, M. Alterations of upper airway volume caused by Le Fort III osteodistraction in children. J. Craniomaxillofac. Surg. 2020, 48, 825–831. [Google Scholar] [CrossRef] [PubMed]
  35. Sellari-Franceschini, S.; Dallan, I.; Bajraktari, A.; Fiacchini, G.; Nardi, M.; Rocchi, R.; Marcocci, C.; Marinò, M.; Casani, A.P. Surgical complications in orbital decompression for Graves’ orbitopathy. Complicanze chirurgiche in pazienti sottoposti a decompressione orbitaria per oftalmopatia di Graves. Acta Otorhinolaryngol. Ital. 2016, 36, 265–274. [Google Scholar] [CrossRef] [PubMed]
  36. Patel, A.J.; Duckworth, E.A. Management of infections complicating the orbitocranial approaches: Report of two cases and review of literature. Surg. Neurol. Int. 2015, 6, 89. [Google Scholar] [CrossRef]
  37. Windfuhr, J.P. Malpractice claims and unintentional outcome of tonsil surgery and other standard procedures in otorhinolaryngology. GMS Curr. Top. Otorhinolaryngol. Head Neck Surg. 2013, 12, Doc08. [Google Scholar] [CrossRef]
  38. Thereza-Bussolaro, C.; Galván Galván, J.; Pachêco-Pereira, C.; Flores-Mir, C. Maxillary osteotomy complications in piezoelectric surgery compared to conventional surgical techniques: A systematic review. Int. J. Oral. Maxillofac. Surg. 2019, 2019. 48, 720–731. [Google Scholar] [CrossRef]
  39. Steel, B.J.; Cope, M.R. Unusual and rare complications of orthognathic surgery: A literature review. J. Oral. Maxillofac. Surg. 2012, 70, 1678–1691. [Google Scholar] [CrossRef]
  40. Barrier, A.; Breton, P.; Girard, R.; Dubost, J.; Bouletreau, P. Les infections du site opératoire en chirurgie orthognathique et leurs facteurs de risque. Rev. Stomatol. Chir. Maxillofac. 2009, 110, 127–134. [Google Scholar] [CrossRef]
  41. Davis, C.M.; Gregoire, C.E.; Davis, I.; Steeves, T.W. Prevalence of Surgical Site Infections Following Orthognathic Surgery: A Double-Blind, Randomized Controlled Trial on a 3-Day Versus 1-Day Postoperative Antibiotic Regimen. J. Oral. Maxillofac. Surg. 2017, 75, 796–804. [Google Scholar] [CrossRef] [PubMed]
  42. Fama, F.; Cicciu, M.; Sindoni, A.; Nastro-Siniscalchi, E.; Falzea, R.; Cervino, G.; Polito, F.; De Ponte, F.; Gioffre-Florio, M. Maxillofacial and concomitant serious injuries: An eight-year single center experience. Chin. J. Traumatol. 2017, 20, 4–8. [Google Scholar] [CrossRef] [PubMed]
Figure 1. Soluble urokinase-type plasminogen activator receptor (suPAR) level in serum (ng/mL) and calculated body inflammation indeces (no units) separating the measure from patient age influence (average value is marked by red cross, median is marked by vertical line inside the boxes). Note: similarity of SQRT(suPAR^2/lg_Age) to raw data. All calculations performed according Equations (1)–(5).
Figure 1. Soluble urokinase-type plasminogen activator receptor (suPAR) level in serum (ng/mL) and calculated body inflammation indeces (no units) separating the measure from patient age influence (average value is marked by red cross, median is marked by vertical line inside the boxes). Note: similarity of SQRT(suPAR^2/lg_Age) to raw data. All calculations performed according Equations (1)–(5).
Applsci 11 01345 g001
Figure 2. Relation of the soluble urokinase-type plasminogen activator receptor (suPAR, ng/mL) and calculated indeces to patient’s age. Simple regression of suPAR raw data and patient age (top, left-hand side). Dash line describes confidence limits at level of 95%. The level of suPAR gradually and significant increases in time (years). The both lowest plots confirm age independence and only lower right-hand belongs normal distribution. Moreover, range of value SQRTsuPAR^2/lg_Age is similar to raw data range. Note: The calculations were based on indeces calculated according to the Equations (1)–(5).
Figure 2. Relation of the soluble urokinase-type plasminogen activator receptor (suPAR, ng/mL) and calculated indeces to patient’s age. Simple regression of suPAR raw data and patient age (top, left-hand side). Dash line describes confidence limits at level of 95%. The level of suPAR gradually and significant increases in time (years). The both lowest plots confirm age independence and only lower right-hand belongs normal distribution. Moreover, range of value SQRTsuPAR^2/lg_Age is similar to raw data range. Note: The calculations were based on indeces calculated according to the Equations (1)–(5).
Applsci 11 01345 g002
Figure 3. Values of calculated indeces. The search for body inflammation index-to make the suPAR level independent on patient age together with similar representation of variability. Accurate presentation of differences in suPAR distribution (age dependent variable: cc = 0.39; p < 0.0001) and a series of indeces distributions that make the result independent of the patient’s age (as SQRTsuPAR^2/lg_Age calculated). Note: The calculations were based on indeces calculated according to the Equations (1)–(5).
Figure 3. Values of calculated indeces. The search for body inflammation index-to make the suPAR level independent on patient age together with similar representation of variability. Accurate presentation of differences in suPAR distribution (age dependent variable: cc = 0.39; p < 0.0001) and a series of indeces distributions that make the result independent of the patient’s age (as SQRTsuPAR^2/lg_Age calculated). Note: The calculations were based on indeces calculated according to the Equations (1)–(5).
Applsci 11 01345 g003
Figure 4. Raw suPAR distributions is the same as the Index of Body Inflammation (calculated as IBISQRTsuPAR^2/lg_Age) distribution (p = 0.9110; Kolmogorov-Smirnov test 0.5613). In this way a measure of the inflammatory reaction (IBI) is obtained, independent on the patient’s age, with a normal distribution and a range of values similar to the original serum activity test results. Note: The calculation was based on index derived from the Equation (6).
Figure 4. Raw suPAR distributions is the same as the Index of Body Inflammation (calculated as IBISQRTsuPAR^2/lg_Age) distribution (p = 0.9110; Kolmogorov-Smirnov test 0.5613). In this way a measure of the inflammatory reaction (IBI) is obtained, independent on the patient’s age, with a normal distribution and a range of values similar to the original serum activity test results. Note: The calculation was based on index derived from the Equation (6).
Applsci 11 01345 g004
Table 1. Index of body inflammation calculated in five investigated ways. Summary view for distribution and age dependency.
Table 1. Index of body inflammation calculated in five investigated ways. Summary view for distribution and age dependency.
IBI Modality NameAvarage ± SDStnd. Skewness 1Stnd. Kurtosis 2Distribution
suPAR (raw data)2.69 ± 0.57 ng/mL0.7960.501Normal
suPAR/Age1.77 ± 0.725.4280.930
suPAR/Age^21.66 ± 1.257.3243.056
suPAR^2/Age2.45 ± 1.287.8988.017
suPAR^2/lg_Age5.03 ± 2.03 33.9282.619
SQRT(suPAR^2/lg_Age)2.69 ± 0.56 30.1410.503Normal
1 Standardized skewness within range from −2 up to +2 means normal distribution. 2 Standardized kurtosis within range from −2 up to +2 means normal distribution. 3 Age independent variable (p < 0.05). IBI–index of body inflammation. SD–standard deviation.
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Kozakiewicz, M.; Trzcińska-Kubik, M.; Wlazeł, R.N. Index of Body Inflammation for Maxillofacial Surgery Purpose-to Make the Soluble Urokinase-Type Plasminogen Activator Receptor Serum Level Independent on Patient Age. Appl. Sci. 2021, 11, 1345. https://doi.org/10.3390/app11031345

AMA Style

Kozakiewicz M, Trzcińska-Kubik M, Wlazeł RN. Index of Body Inflammation for Maxillofacial Surgery Purpose-to Make the Soluble Urokinase-Type Plasminogen Activator Receptor Serum Level Independent on Patient Age. Applied Sciences. 2021; 11(3):1345. https://doi.org/10.3390/app11031345

Chicago/Turabian Style

Kozakiewicz, Marcin, Magdalena Trzcińska-Kubik, and Rafał Nikodem Wlazeł. 2021. "Index of Body Inflammation for Maxillofacial Surgery Purpose-to Make the Soluble Urokinase-Type Plasminogen Activator Receptor Serum Level Independent on Patient Age" Applied Sciences 11, no. 3: 1345. https://doi.org/10.3390/app11031345

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop