Literature DB >> 29904438

The Use of Serum Procalcitonin as a Diagnostic and Prognostic Biomarker in Chronic Obstructive Pulmonary Disease Exacerbations: A Literature Review Update.

Nikolaos-Dimitrios Pantzaris1, Diamantina-Xanthi Spilioti1, Aikaterini Psaromyalou1, Ioanna Koniari2, Dimitrios Velissaris1.   

Abstract

Acute exacerbations of chronic obstructive pulmonary disease (AECOPD) are a major complication in COPD patients which can be triggered by bacterial or viral infections, environmental pollutants and other causes. Procalcitonin (PCT), a peptide that markedly increases in cases of bacterial infection, has been extensively investigated as a biomarker in the diagnosis, prognosis and treatment in patients with AECOPD. A number of studies published in the last decade, tried to investigate whether PCT levels can differentiate between bacterial and other causes of exacerbations, if they can be used as a guide for optimal antibiotic therapy and if they can be a tool in the assessment of the severity and the need for further interventions in the management of those patients. This review aims to gather, summarize and critically present all the available data to date.

Entities:  

Keywords:  AECOPD; COPD; COPD exacerbation; Chronic obstructive pulmonary disease; PCT; Procalcitonin

Year:  2018        PMID: 29904438      PMCID: PMC5997414          DOI: 10.14740/jocmr3458w

Source DB:  PubMed          Journal:  J Clin Med Res        ISSN: 1918-3003


Introduction

Chronic obstructive pulmonary disease (COPD) remains a common health and social problem with high morbidity and mortality rates [1]. Exacerbations of the disease pose a critical threat to public health and are related to a variable underlying pathophysiology. The identification of biological markers able to assess this clinical entity, is an area of ongoing interest. Serum procalcitonin (PCT) measurement has been used as a tool for the evaluation and treatment of patients with acute exacerbation of COPD (AECOPD) yielding various results, probably due to the heterogeneity of the affected population, as well as its complicated pathogenicity. The aim of this review is to summarize the current bibliography regarding the potential uses of PCT as a diagnostic and prognostic biomarker in patients suffering from AECOPD. A PubMed/Medline search was conducted from inception to March 2018, applying no language restrictions. The search terms used were: (“calcitonin” [MeSH Terms] OR “calcitonin” [All Fields] OR “procalcitonin” [All Fields]) AND (“pulmonary disease, chronic obstructive” [MeSH Terms] OR (“pulmonary” [All Fields] AND “disease” [All Fields] AND “chronic” [All Fields] AND “obstructive” [All Fields]). A total of 142 articles were originally retrieved. All original studies examining PCT serum levels in adult patients with AECOPD were included. Bibliographies from the extracted articles were also reviewed to identify any additional relevant publications. This resulted in a total of 31 original clinical studies and three systematic meta-analyses.

Acute Exacerbations of COPD

AECOPD is a sudden worsening of COPD symptoms (shortness of breath, changes in the quantity and color of expectorated sputum) and may be triggered by a bacterial or viral infection, environmental pollutants, cold weather or interruption of regular treatment. The underlying pathophysiology consists of an increased airway inflammation which results in hyperinflation, and reduction in expiratory air flow and gas exchange [2, 3]. AECOPD is the leading cause of hospital admissions and death in patients suffering from this clinical entity. Each exacerbation worsens the patient’s respiratory function, performance status, coexisting conditions and increases the risk of subsequent exacerbations [4]. A novel approach to estimate the severity of AECOPD and predict its outcome is the use of serum biomarkers. Exacerbations of the disease are characterized by the presence of elevated inflammatory biomarkers, such as total white blood cell count (WBC), C-reactive protein (CRP), plasma fibrinogen, IL-6 and PCT, which increase acutely during the course of the deterioration of the disease [5, 6].

PCT as a Serum Biomarker

PCT, a precursor of calcitonin, is a 116-amino acid peptide member of the calcitonin superfamily. PCT is released from the thyroidal C cells and is the precursor of calcitonin. Its normal serum concentrations are less than 0.05 ng/mL. PCT is an acute-phase protein with faster kinetics than CRP and erythrocyte sedimentation rate (ESR) [7]. The biological activity of procalcitonin is considered to be part of the complex inflammatory cascade of the immune system. PCT has been shown to be elevated in bacterial infections, but remains low in viral infections and other inflammatory conditions [8, 9]. Based on that, it has been proposed that PCT could be useful in the evaluation of patients with COPD during the phase of acute exacerbation of bacterial origin. However, the chronically elevated inflammatory status of the underlying disease and the commonly developed colonization of the airways in these patients pose some limitations in the interpretation of PCT levels during the acute exacerbation.

PCT in the Diagnosis of the AECOPD Etiology

A summary of the original studies reviewed, including their relevant findings regarding PCT in the diagnosis and treatment of AECOPD, is presented in Table 1.
Table 1

Summary of Studies

First authorPublication year/countryDesignParticipants/armsRelative findingsAssociation between PCT and bacterial AECOPD
Chang C[10]2006/ChinaCase-control45 AECOPD15 bacterial30 non-bacterialPCT levels in the bacterial group were significantly higher than in the non-bacterial (P = 0.00). PCT levels did not significantly differ in the stable state.YES
Stolz D[11]2007/SwitzerlandProspective cohort167 AECOPDPCT levels were significantly elevated (P < 0.001) during the exacerbation, but they were not associated with a longer hospital stay or long-term clinical failure.
Stolz D[12]2007/SwitzerlandRandomized control trial208 hospitalized for AECOPD102 procalcitonin-guided treatment106 standard treatmentPCT guidance reduced antibiotic prescription (40% versus 72%, respectively; P < 0.0001) and antibiotic exposure (relative risk (RR): 0.56; 95% confidence interval (CI): 0.43 - 0.73; P < 0.0001) compared to standard therapy. Within 6 months the rehospitalization rate and the mean time to the next exacerbation were similar in both groups.
Nseir S[13]2008/FranceProspective cohort98 AECOPD requiring intubation and mechanical ventilationPCT levels > 0.5 ng/mL and positive Gram stain of endotracheal aspirate, were independently associated with bacterial isolation in severe AECOPD.YES
Daubin C[14]2008/FranceProspective cohort39 hospitalized for AECOPDThere was no association between the PCTmax levels and the severity of COPD (P = 0.07). Patients with PCTmax > 0.25 µg/L were more critically ill. A low likelihood of bacterial infection correlated with a PCT less than 0.1 µg/L.
Rammaert B[15]2009/FranceProspective cohort116 AECOPD requiring intubation and mechanical ventilationPCT level was independently associated with increased risk for ICU mortality (P = 0.018).
Daniels JMA[16]2010/NetherlandsRetrospectivecohort243 AECOPD of 205 patientsMost patients (75%) had low PCT levels, with mostly elevated CRP levels. CRP levels were higher in the presence of bacteria. Doxycycline had a significant effect in patients with a PCT level < 0.1 µg/L.NO
Hu XJ[17]2010/ChinaCase-control11456 AECOPD58 healthy controlsThe sensitivity, specificity, PPV, NPV and diagnostic accuracy rate of PCT were higher than those of CRP.
Kherad O[18]2010/SwitzerlandProspective cohort86 AECOPDPCT levels did not significantly differ between virus-associated exacerbations and others.
Lacoma A[19]2011/SpainCase-control318 COPD46 stable217 AECOPD55 pneumoniaPCT and CRP levels showed significant differences among the three groups, being higher in the pneumonia group, followed by the AECOPD group (P < 0.0001).
Falsey AR[20]2012/USAProspective cohort224 AECOPDMean PCT levels were significantly higher in patients with pneumonia but they were not useful in the distinction between bacterial and viral or noninfectious causes of AECOPD.NO
Soler N[21]2012/SpainCase-control73 hospitalized AECOPD39 with purulent sputum34 with non-purulent sputumSerum PCT was similar in both groups on admission and after 72 h.NO
Pazarli AC[22]2012/TurkeyCase-control118 COPD68 AECOPD50 stablePCT levels were higher in AECOPD patients than in stable COPD patients and were especially increased in cases of severe AECOPD and in those receiving NPPV among them.
Huerta A[23]2013/SpainProspective cohort249 hospitalized COPD133 AECOPD116 CAP + COPDPCT levels were significantly higher at day 1 and day 3 in patients with CAP + COPD than in those hospitalized for AECOPD.
Zhang Y[24]2014/ChinaCase-control369 AECOPDBefore treatment, PCT levels in the infective group were significantly higher than those in the non-infective group.YES
Verduri A[25]2015/ItalyRandomized control trial184 AECOPDThe AECOPD rate at 6 months between standard and PCT-guided antibiotic treatment was not significant. The results regarding the non-inferiority of the PCT-guided plan were inconclusive.
Grolimund E[26]2015/SwitzerlandProspective cohort469 hospitalized AECOPD252 pneumonic217 non-pneumonicWeak statistical significant correlations were found between discharge PCT levels and 5 - 7 year non-survival.
Tanrıverdi H[27]2015/TurkeyProspective cohort77 hospitalized AECOPDMean PCT levels were significantly higher in patients with positive sputum cultures than in those with negative sputum cultures. The AUC value of PCT was significantly better for predicting bacterial infection as compared to the CRP level or the neutrophil to lymphocyte ratio (P = 0.042) but the specificity, sensitivity (< 80%) and the AUC value were low.YES
Chang CH[28]2015/TaiwanProspective cohort72 AECOPD in the Emergency DepartmentPCT levels (as well as WBC and CRP) of the bacteria-positive and bacteria-negative groups were not statistically different. PCT, WBC and CRP levels also did not significantly differ between the virus-positive and virus-negative group.NO
Ergan B[29]2016/TurkeyRetrospective cohort63 AECOPD admitted in the ICUAdmission PCT levels were significantly higher in patients who died during hospitalization (0.66 versus 0.17 ng/mL; P = 0.014). The optimal admission PCT threshold was 0.25 ng/mL in order to identify patients who had a bacterial exacerbation.YES
Wang JX[30]2016/ChinaRandomized control trial191 hospitalized for AECOPD with PCT< 0.1 ng/mL95 antibiotic96 controlThere was no significant difference (P = 0.732) in the overall treatment success rate between the control group (95.8%) and the antibiotic group (93.7%).
Corti C[31]2016/DenmarkRandomized control trial120 hospitalized for AECOPD62 PCT guided therapy58 controlThe median duration of antibiotic exposure was 3.5 in the PCT-arm versus 8.5 days in the control arm (P = 0.0169). A composite harm end-point consisting of rehospitalization, death or ICU admission, all within 28 days, showed no significant difference.
Picart J[32]2016/ReunionRetrospective cohort245 hospitalized AECOPD124 patients before PCT-guided protocol121 after PCT-guided protocolPrescription of antibiotics decreased by 41% after protocol introduction (59% versus 35%, P < 0.001), without any increase in morbidity and mortality at day 30. Antibiotic duration and length of hospital stay did not change.
Zhu JJ[33]2016/ChinaCase-control153 AECOPD admitted in the ICUPCT and blood lactic acid levels reflect the infection severity and are influenced by the effectiveness of NIV in the treatment of AECOPD during ICU stay.
Pizzini A[34]2017/AustriaCase-control10248 CAP20 CAP + COPD34 AECOPDPCT levels were significantly higher in patients with CAP compared to those with AECOPD upon hospital admission.
Flattet Y[35]2017/SwitzerlandRetrospective cohort359 AECOPDHigher PCT levels were significantly associated with a worse prognosis (HR: 1.009 (1.001 - 1.017)).
Kawamatawong T[36]2017/ThailandProspective cohort68 AECOPD in the Emergency DepartmentHigher PCT levels were observed in patients with longer hospitalization (≥ 7 days) when compared to those shorter stay (< 7 days) (0.38 ng/mL versus 0.1 ng/mL; P = 0.035). PCT levels did not show any statistical significant difference among bacterial exacerbations.NO
Gao D[37]2017/ChinaCase-control35 AECOPD & healthy8 purulent sputum12 non-purulent sputum15 healthy controlsPCT levels in the AECOPD patients were significantly higher compared to the control group. The differences between the purulent and the non-purulent group were statistically insignificant.NO
Çolak A[38]2017/TurkeyCase-control11676 AECOPD40 pneumoniaSerum PCT levels were significantly higher in the pneumonia group compared to the AECOPD group (P < 0.001).
Li Y[39]2017/ChinaCase-control214 AECOPD & healthy98 infection66 non-infection50 healthy controlsPCT levels of the infection group were significantly higher than those of the non-infection and the normal control group before treatment (P < 0.05).YES
Bremmer DN[40]2018/USARetrospective cohort305 AECOPD166 before PCT guidance139 after PCT guidancePCT-guided treatment was associated with a reduced number of antibiotic days (5.3 versus 3.0; P = 0.01) and inpatient length of stay (4.1 days versus 2.9 days; P = 0.01). 30-day readmission rates due to respiratory causes were unaffected.
One of the main questions asked in the majority of the studies is whether PCT levels can be used to distinguish AECOPD of bacterial origin from that of other causes. This distinction would prove very useful in everyday clinical practice, as it would reveal the patients that will require and benefit from antibiotic use during the AECOPD. Several studies found that PCT levels can be used in the differential diagnosis of bacterial AECOPD from non-bacterial causes proposing some possible cut-off values [10, 13, 24, 29]. In a small case-control study in 2009 by using a cut-off point of 0.155 µg/L for PCT, the sensitivity and specificity for the diagnosis of bacterial infection in patients with an AECOPD were 93.3% and 60% respectively [41]. In ICU patients with AECOPD, Nseir et al concluded to a cut-off value of 0.5 µg/L suggesting bacterial isolation [13] and Ergan et al found that the optimal admission PCT threshold was 0.25 µg/L in order to identify patients with a bacterial exacerbation [29]. Daubin et al concluded to the stricter cut-off value of 0.1 µg/L by founding a positive bacterial culture in a significant number of patients with PCTmax values > 0.1 and < 0.25 µg/L [42]. Nevertheless, there are also a number studies concluding that PCT values do not significantly differ between bacterial and non-bacterial AECOPD. Two case-control studies comparing PCT levels between AECOPD patients with purulent and non-purulent sputum by Soler et al and Gao et al found that the differences were statistically insignificant [21, 37]. Chang et al in 2015 also found that they were no significant differences in PCT levels between bacterial positive and bacterial negative AECOPD patients, neither between virus-positive and virus-negative AECOPD patients [28]. In a large prospective cohort study enrolling 224 patients in 2012, Falsey et al found that high PCT levels were correlated with more severe illness and point to the possibility of pneumonia in hospitalized individuals with AECOPD, but low values do not rule out bacterial infection [20]. Two further studies by Lacoma et al and Çolak et al concluded that AECOPD patients with pneumonia have significant higher PCT values than those without pneumonic involvement [19, 38]. Higher PCT levels have also been linked to exacerbation severity and the need for non-invasive positive pressure ventilation (NPPV) [15, 22, 33] as well as to an increased length of hospitalization [36]. Flattet et al in a large recent retrospective cohort study enrolling 359 patients found that although higher PCT levels were significantly associated with a worse prognosis (hazard ratio (HR): 1.009 (1.001 - 1.017)), respiratory rate at admission seems to be the most prognostic clinical parameter and baseline pulmonary function of the patient remains the strongest predictor of mortality and readmission [35].

PCT-Guided Antibiotic Therapy in AECOPD

Although the role of PCT in the distinction between bacterial, viral and other causes of AECOPD is still a subject of debate, with conflicting results and relatively small studies conducted so far, data regarding its role in the guidance of antibiotic therapy in those patients are more conclusive. In one of the earlier studies in 2007, Stolz et al in a randomized control trial with 208 AECOPD inpatients showed that PCT guidance reduced antibiotic prescription (40% versus 72%, respectively; P < 0.0001) and antibiotic exposure (relative risk (RR): 0.56; 95% confidence interval (CI): 0.43 - 0.73; P < 0.0001) compared to standard therapy. Both groups had a similar rehospitalization rate, and mean time to the next exacerbation in the preceding 6 months [12]. Two more randomized controlled trials published in 2016 also concluded that PCT-guided protocols have similar overall treatment success rates compared to standard treatment [30] and they reduce the duration of antibiotic exposure without showing significant difference in rehospitalization, death or ICU admission, all within 28 days [31]. Although in 2010, Daniels et al, in a retrospective cohort study including 243 AECOPD of 205 patients, concluded that doxycycline had a significant effect in patients with a PCT level < 0.1 µg/L, suggesting that patients with low PCT values do benefit from antibiotics [16], Wang et al, in his randomized control trial, showed that antibiotic treatment is no better than placebo in AECOPD with a PCT level < 0.1 µg/L [30]. A metanalysis conducted in early 2018 by Lin et al with data from 4 randomized control trials involving 679 patients with AECOPD found that PCT-guided treatment significantly reduced antibiotic use (OR: 0.26, 95% CI: 0.14 - 0.50, P < 0.0001) when compared to standard treatment, without increasing clinical failure (OR: 1.10, 95% CI: 0.70 - 1.74, P = 0.68; I2 = 0%) or mortality (OR: 0.86, 95% CI: 0.44 - 1.68, P = 0.66). The rates of exacerbation at the follow-up period and readmission were similar in both groups [43]. Mathioudakis et al in a metanalysis of eight clinical trials evaluating 1,062 patients with AECOPD, published in early 2017, concluded that PCT-guidance decreased antibiotic prescription (RR: 0.56, 95% CI: 0.43 - 0.73) and total antibiotic exposure (mean difference: -3.83, 95% CI: -4.32 - -3.35), with no impact on clinical outcomes such as rate of treatment failure (RR: 0.81, 95% CI: 0.62 - 1.06), length of hospitalization (MD: -0.76, 95% CI: -1.95 - 0.43), exacerbation recurrence rate (RR: 0.96, 95% CI: 0.69 - 1.35) or mortality (RR: 0.99, 95% CI: 0.58 - 1.69). Nonetheless, due to the methodological limitations and the small overall study population, the quality of the available evidence was considered low to moderate, and the authors highlighted the need for further, well-designed randomized control trials [44]. A theoretical model comparing the health and economic consequences of a PCT-guided prescription practice and clinical decision-making strategy compared to current practice in hospitalized patients with AECOPD in three countries, showed that a PCT-guided strategy is also likely to be more cost-effective compared to current practice. The percentages of patients who start with antibiotic treatment, as well as the duration of antibiotic therapy, are reduced with the PCT algorithm, and this leads to a decrease in total costs per patient [45]. Although the body of evidence suggesting the use of PCT in the decision process when treating patients with AECOPD is growing, with several randomized control trials and metanalyses supporting its use, the implementation of the guidance in everyday clinical practice has been poor. In a series of cross-sectional and longitudinal multivariable analyses with data from 2009 - 2011 and 2013 - 2014 from a sample of 505 hospitals in the USA, no significant difference was found in antibiotic treatment rates or duration of therapy between hospitals that had adopted PCT guidance compared with those that had not [46]. This could be attributed to a reluctance of clinicians to change their practice, but it could also be quite more complicated. The prevalence of COPD is very high and the variability of patients and their comorbidities are very extensive. Further research to strengthen current evidence is warranted.

Conclusions

In the last decade, several studies have tried to establish the potential roles PCT could play in the diagnosis and management of patients with AECOPD. Most of the currently available studies are relatively small and have several limitations and weaknesses. Nevertheless, its use towards the rationalization of antibiotic prescription in those patients seems very promising. An optimized antibiotic treatment will benefit both the COPD patient and the healthcare system. Studies determining prognosis stratification and planned interventions in specific patient groups will be very useful. Further investigation of PCT levels and the optimal cut-off values in order to differentiate between the underlying causes of the acute exacerbations is also warranted.
  46 in total

1.  Comparison of diagnostic values of procalcitonin, C-reactive protein and blood neutrophil/lymphocyte ratio levels in predicting bacterial infection in hospitalized patients with acute exacerbations of COPD.

Authors:  Hakan Tanrıverdi; Tacettin Örnek; Fatma Erboy; Bülent Altınsoy; Fırat Uygur; Figen Atalay; Müge Meltem Tor
Journal:  Wien Klin Wochenschr       Date:  2015-01-14       Impact factor: 1.704

2.  Serum Procalcitonin as a Biomarker for the Prediction of Bacterial Exacerbation and Mortality in Severe COPD Exacerbations Requiring Mechanical Ventilation.

Authors:  Begum Ergan; Ahmet Altay Şahin; Arzu Topeli
Journal:  Respiration       Date:  2016-04-16       Impact factor: 3.580

Review 3.  Meta-analysis and systematic review of procalcitonin-guided treatment in acute exacerbation of chronic obstructive pulmonary disease.

Authors:  Changyang Lin; Qiyuan Pang
Journal:  Clin Respir J       Date:  2016-07-08       Impact factor: 2.570

4.  Procalcitonin Biomarker Algorithm Reduces Antibiotic Prescriptions, Duration of Therapy, and Costs in Chronic Obstructive Pulmonary Disease: A Comparison in the Netherlands, Germany, and the United Kingdom.

Authors:  Marloes E van der Maas; Gertjan Mantjes; Lotte M G Steuten
Journal:  OMICS       Date:  2017-04

5.  Hospital Procalcitonin Testing and Antibiotic Treatment of Patients Admitted for Chronic Obstructive Pulmonary Disease Exacerbation.

Authors:  Peter K Lindenauer; Meng-Shiou Shieh; Mihaela S Stefan; Kimberly A Fisher; Sarah D Haessler; Penelope S Pekow; Michael B Rothberg; Jerry A Krishnan; Allan J Walkey
Journal:  Ann Am Thorac Soc       Date:  2017-12

6.  Copeptin, C-reactive protein, and procalcitonin as prognostic biomarkers in acute exacerbation of COPD.

Authors:  Daiana Stolz; Mirjam Christ-Crain; Nils G Morgenthaler; Jörg Leuppi; David Miedinger; Roland Bingisser; Christian Müller; Joachim Struck; Beat Müller; Michael Tamm
Journal:  Chest       Date:  2007-04       Impact factor: 9.410

7.  Utility of serum procalcitonin values in patients with acute exacerbations of chronic obstructive pulmonary disease: a cautionary note.

Authors:  Ann R Falsey; Kenneth L Becker; Andrew J Swinburne; Eric S Nylen; Richard H Snider; Maria A Formica; Patricia A Hennessey; Mary M Criddle; Derick R Peterson; Edward E Walsh
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2012-02-23

8.  Procalcitonin: Is it a predictor of noninvasive positive pressure ventilation necessity in acute chronic obstructive pulmonary disease exacerbation?

Authors:  Ahmet Cemal Pazarli; Handan Inonu Koseoglu; Sibel Doruk; Semsettin Sahin; Ilker Etikan; Serhat Celikel; Bahadir Berktas
Journal:  J Res Med Sci       Date:  2012-11       Impact factor: 1.852

Review 9.  Procalcitonin--a new indicator of the systemic response to severe infections.

Authors:  W Karzai; M Oberhoffer; A Meier-Hellmann; K Reinhart
Journal:  Infection       Date:  1997 Nov-Dec       Impact factor: 3.553

10.  Point-of-care procalcitonin test to reduce antibiotic exposure in patients hospitalized with acute exacerbation of COPD.

Authors:  Caspar Corti; Markus Fally; Andreas Fabricius-Bjerre; Katrine Mortensen; Birgitte Nybo Jensen; Helle F Andreassen; Celeste Porsbjerg; Jenny Dahl Knudsen; Jens-Ulrik Jensen
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2016-06-22
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  7 in total

1.  Elevated PCT at ICU discharge predicts poor prognosis in patients with severe traumatic brain injury: a retrospective cohort study.

Authors:  Yu-Rong Wang; Qing-Bin Zheng; Guang-Fa Wei; Li-Jun Meng; Qing-Ling Feng; Wen-Jie Yuan; Jin-Lei Ou; Wei-Li Liu; Yong Li
Journal:  J Int Med Res       Date:  2020-05       Impact factor: 1.671

2.  Introduction of Procalcitonin Testing and Antibiotic Utilization for Acute Exacerbations of Chronic Obstructive Pulmonary Disease.

Authors:  Robert J Ulrich; Daniel McClung; Bonnie R Wang; Spencer Winters; Scott A Flanders; Krishna Rao
Journal:  Infect Dis (Auckl)       Date:  2019-06-12

Review 3.  Review of Drug Development Guidance to Treat Chronic Obstructive Pulmonary Disease: US and EU Perspectives.

Authors:  Aernout van Haarst; Lorcan McGarvey; Sabina Paglialunga
Journal:  Clin Pharmacol Ther       Date:  2019-07-23       Impact factor: 6.875

4.  Measurement of Procalcitonin as an Indicator of Severity in Patients With Chronic Obstructive Pulmonary Disease Admitted With Respiratory Illness.

Authors:  Alexander J Davies; Paul W Blessing; Wesley P Eilbert
Journal:  Cureus       Date:  2022-08-28

Review 5.  Definition, Causes, Pathogenesis, and Consequences of Chronic Obstructive Pulmonary Disease Exacerbations.

Authors:  Andrew I Ritchie; Jadwiga A Wedzicha
Journal:  Clin Chest Med       Date:  2020-09       Impact factor: 2.878

6.  A Machine-learning Approach to Forecast Aggravation Risk in Patients with Acute Exacerbation of Chronic Obstructive Pulmonary Disease with Clinical Indicators.

Authors:  Junfeng Peng; Chuan Chen; Mi Zhou; Xiaohua Xie; Yuqi Zhou; Ching-Hsing Luo
Journal:  Sci Rep       Date:  2020-02-20       Impact factor: 4.379

Review 7.  A 2020 review on the role of procalcitonin in different clinical settings: an update conducted with the tools of the Evidence Based Laboratory Medicine.

Authors:  Anna Maria Azzini; Romolo Marco Dorizzi; Piersandro Sette; Marta Vecchi; Ilaria Coledan; Elda Righi; Evelina Tacconelli
Journal:  Ann Transl Med       Date:  2020-05
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