A bibliometric analysis of the application of procalcitonin in patients in the intensive care unit
Original Article

A bibliometric analysis of the application of procalcitonin in patients in the intensive care unit

Yun Tan1#, Qingtan Yu2#, Lanxiang Ma3, Jiang Chang4, Xiujun Zhan5, Haibin Cui6, Ying Liu7, Yongjie Sui8

1Laboratory and Pathology, Shaanxi Corps Hospital of Chinese People’s Armed Police Forces, Xi’an, China; 2Department of Laboratory, Qingdao Special Servicemen Recuperation Center of PLA Navy, Qingdao, China; 3Second Department of Characteristic Medicine, Shaanxi Corps Hospital of Chinese People’s Armed Police Forces, Xi’an, China; 4Department of Anesthesiology, Shaanxi Corps Hospital of Changjiang Armed Police Force, Xi’an, China; 5Department of Laboratory of Jiamusi Hospital of Traditional Chinese Medicine, Jiamusi, China; 6Health Service, Shaanxi Corps Hospital of Chinese People’s Armed Police Forces, Xi’an, China; 7First Department of Internal Medicine, Shaanxi Corps Hospital of Chinese People’s Armed Police Forces, Xi’an, China; 8Outpatient Health Examination Center, Shaanxi Provincial People’s Hospital, Xi’an, China

Contributions: (I) Conception and design: Y Tan, Y Sui, L Ma; (II) Administrative support: Q Yu, J Chang, X Zhan; (III) Provision of study materials or patients: H Cui, L Ma, X Zhan; (IV) Collection and assembly of data: Y Tan, Q Yu, H Cui, Y Liu; (V) Data analysis and interpretation: Y Tan, Y Sui, H Cui, Y Liu; (VI) Manuscript writing: All authors; (VII) Final approval of manuscript: All authors.

#These authors contributed equally to this work and should be considered as co-first authors.

Correspondence to: Yongjie Sui. Outpatient Health Examination Center, Shaanxi Provincial People’s Hospital, Xi’an 710068, China. Email: mztjzx2250@163.com.

Background: Patients in the intensive care unit (ICU) often have serious infections, and anti-infection treatment is vital for these patients. Procalcitonin (PCT) is often used to identify bacterial infections and monitor the effectiveness of anti-infection treatments. This study aims to analyze the current research hotspots of the application of PCT in ICU patients, and to suggest future research directions.

Methods: The Science Citation Index Expanded (SCI-EXPANDED) database in the Web of Science Core Collection (WOSCC) was used as the data source to search literature from 1995 to February 6, 2021. The search strategy was subject term = procalcitonin AND Web of Science categories = Critical Care Medicine. Using CiteSpace software, literature on the application of PCT in ICU patients was analyzed.

Results: A total of 1,243 papers, including 665 (53.5%) original articles, 87 (7.0%) reviews, 93 (7.5%) letters, 297 (23.9%) conference abstracts, and 101 (8.1%) other articles, were analyzed. The citation frequency was 40,442, the h-index was 96, and the average number of citations per item was 32.54. Research was mainly from the United States, Germany, France, and Spain, amongst others. The research institutions were mainly Univ Basel Hosp, Univ Pittsburgh, and Univ Hosp Geneva. Authors including Schuetz P made more contributions. Critical Care Medicine, Intensive Care Medicine, and Critical Care were important journals in this field of research. The keywords with the highest frequency were PCT, sepsis, and infection, and the more central ones were PCT, inflammation, septic shock, and C-reactive protein. The keywords with the strongest citation bursts were PCT, cytokine, and serum.

Conclusions: Papers are mainly published in critical care medical journals. The countries, institutions, and authors that carry out research are relatively limited. The current hot spots are still inflammation, infection, and shock, especially the management and prognosis prediction of critically ill patients.

Keywords: Procalcitonin (PCT); intensive care; bibliometric analysis


Submitted Feb 25, 2021. Accepted for publication Jun 03, 2021.

doi: 10.21037/apm-21-895


Introduction

In clinical practice, critically ill patients can be roughly divided into two categories: infectious patients and non-infectious patients. The former includes primary severely infected patients, severely ill patients whose condition is aggravated by infection, and severely ill patients with secondary infections. Infection diagnosis and condition monitoring are important in critical care medicine, especially differential diagnosis and treatment effect monitoring of infected patients. Previously, the indicators commonly used for the diagnosis of infection in critically ill patients included white blood cells, C-reactive protein, and erythrocyte sedimentation rate. In recent years, procalcitonin (PCT) has been widely used in clinical practice, especially in the differential diagnosis of infection and disease monitoring (1-3). In non-infectious severe diseases, the value of PCT is controversial. Studies have found that for trauma patients, the initial peak level of PCT can well predict the risk of sepsis, multiple organ failure, and death (4). It can also predict the risk of acute kidney injury after brain trauma (5), but for patients with acute ST-segment elevation myocardial infarction, PCT cannot predict the risk of death during hospitalization after cardiogenic shock (6). Many guidelines currently recommend the use of PCT to guide clinical diagnosis and disease monitoring, however, some studies believe that the relevant evidence is still relatively weak, and further in-depth research is needed (7). This study is based on the Science Citation Index Expanded (SCI-EXPANDED) database in the Web of Science Core Collection (WOSCC), and analyzes the relevant research literature on the application of PCT in patients in the intensive care unit in recent years. We aim to understand the current research status and provide suggestions for future research.


Methods

Data resource

The SCI-EXPANDED database in the WOSCC was used as the data source for searches.

Search strategy

The search subject terms (TOPIC) were as follows: step 1, use procalcitonin to search in Web of Science categories; step 2, search “Critical Care Medicine” in Web of Science categories; step 3, get the results from the intersection of step 1 and 2; publication time: 1995 to now (latest update date: 2021-02-06); index: SCI-EXPANDED.

Analysis

The full record of the search results and the cited references were exported in text format, and CiteSpace software was used to analyze the annual publication status, subject distribution, country/institution distribution, journal distribution, author distribution, and keywords listed in the literature regarding critically ill patients.

Statistical analysis

This is a descriptive study. All data were expressed as number and percentage. No statistical comparison was conducted.


Results

Characteristics of the literature

There were a total of 1,243 research documents, including 665 articles, 87 review articles, 93 editorial materials, 93 letters, 297 conference abstracts, 11 conference documents, 7 revisions, 1 priority publication article, 1 news item article, and 1 annotation article (Tables 1,2; Figure 1). The citation frequency was 40,442 times, the h-index was 96, and the average number of citations per item was 32.54 (Figure 2).

Table 1
Table 1 Analysis of document types from the search results
Full table
Table 2
Table 2 SCI annual distribution
Full table
Figure 1 Annual publications.
Figure 2 Annual citations.

The distribution of the research

We used CiteSpace V software to generate a national visualization map, as shown in Figure 3 (N=120, E=343, N represents the number of network nodes, E represents the number of connections). The institutional visualization map is shown in Figure 4 (N=1,000, E=2,418). The results revealed that the top 5 countries with the highest volume of postings were the United States, Germany, France, Spain, and China. The top 5 centrally ranked countries were the United States, Italy, Spain, Germany, and France (Tables 3,4, Figure 3). The institutions with a large number of publications included Univ Basel Hosp, Univ Jena, Univ Pittsburgh, and other university hospitals, while the organizations that had cooperated more extensively included Univ Basel Hosp, Univ Amsterdam, and Hannover Med Sch (Tables 5,6, Figure 4). There were 10 first authors who had published more than 10 papers, especially Schuetz and Mueller. Not only did they have a larger number of papers, their papers were also published in more authoritative journals, such as N Engl J M and Lancet, and their cooperation with other researchers and research institutions was also more extensive (Tables 7,8, Figure 5). In terms of reference citations, the research of authors such as Bone, Vincent, and Schuetz were cited more frequently, especially the citations of authors such as Meisner and Becker which were more concentrated (Tables 9,10, Figure 6). The above results show that countries such as the United States, Germany, France, and Spain are more advanced in this research field. In particular, research institutions such as Univ Basel Hosp have produced more results. Furthermore, the work of researchers such as Schuetz and Mueller is more influential.

Figure 3 Country visualization map.
Figure 4 Institution visualization map.
Table 3
Table 3 Top 10 countries by publication frequency
Full table
Table 4
Table 4 Top 10 countries by centrality
Full table
Table 5
Table 5 Top 10 institutions by publication
Full table
Table 6
Table 6 Top 10 institutions by centrality
Full table
Table 7
Table 7 Top 10 authors by publication frequency
Full table
Table 8
Table 8 Top 5 authors by centrality
Full table
Figure 5 Visualization map of authors.
Table 9
Table 9 Top 10 co-cited authors by frequency
Full table
Table 10
Table 10 Top 10 co-cited authors by centrality
Full table
Figure 6 Visualization map of co-cited authors.

Distribution of journals

There were a total of 1,243 PCT critical illness-related documents, involving 35 journals. Among them, there were 10 journals with more than 20 articles in Table 11, and a total of 665 journal articles accounting for 53.5% of the total literature (Table 11). The top 10 journals are listed in Table 8 by centrality and frequency of citations. It can be seen from Tables 11-13 that Critical Care Medicine, Intensive Care Medicine, and Critical Care were significantly higher than other journals in terms of the number of publications and the number of citations. Based on the above analysis results, it can be inferred that the journals including Critical Care Medicine, Intensive Care Medicine and Critical Care have great influence in this field.

Table 11
Table 11 Top 10 journals by publication
Full table
Table 12
Table 12 Top 10 journals by citation
Full table
Table 13
Table 13 Top 10 journals by centrality
Full table

Keywords reflecting the research hotspots and frontiers in this field

With the help of CiteSpace V software, a keyword co-occurrence map was generated (Figure 7: N=729, E=5,420). The top 10 keywords by frequency and centrality are listed in Tables 14 and 15. It can be seen that PCT, sepsis, and infection were the focus of related research. We further used CiteSpace to detect bursts of keywords with high frequency, as shown in Figure 8. Combined with keyword references, hotspots gradually changed over time. In recent years, hotspots included biomarkers, disease management, meta-analysis, and presepsin.

Figure 7 Keyword visualization map generated by CiteSpace V software.
Table 14
Table 14 Top 10 keywords by frequency
Full table
Table 15
Table 15 Top 10 keywords by centrality
Full table
Figure 8 Burst test of keywords by CiteSpace.

Discussion

PCT is a propeptide of calcitonin and a glycoprotein with hormonal activity. It consists of 116 amino acids and has a relative molecular weight of 13,000. Human PCT is regulated by the calcitonin I gene on chromosome 11. It is expressed in a variety of tissues, but the specific location is mainly affected by infection and pathogen types (8). In healthy people or when there is no bacterial infection, PCT is mainly synthesized by the neuroendocrine pathway, that is, the calcitonin I gene expressed by thyroid parafollicular cells and pulmonary neuroendocrine cells is regulated. At this time, the expression level is very low (<0.1 pg/L). Generally, it does not increase during viral infection. The main reason is that IFNγ released by the human body can directly block the synthesis of PCT. When there is bacterial infection, various tissues outside the thyroid can be induced to express calcitonin I, leading to PCT being released into the blood in large quantities (9). The process is divided into 2 phases: the first is the early phase (2–3 h after infection), which is mainly caused by bacterial infection itself or endotoxin stimulation; and the latter is the delayed phase, which is mainly caused by inflammatory factors (such as TNF-α, IL-1, IL-2, IL-6) which initiate a large amount of synthesis and release of PCT in various tissues outside the thyroid (10). The delayed phase is also an important reason for the peak of PCT within 12–24 h after systemic bacterial infection (11). The biological characteristics of PCT provide an important theoretical basis for the identification of infections and different pathogen infections, especially bacterial and viral infections (12).

In recent years, researchers have conducted a large number of studies in critically ill patients to observe the significance of PCT on the judgment of the severity of the disease, prognosis, and the use of antibiotics (13-15). The results found that PCT has a good reference value in emergency patients, critically ill patients, and in guiding the use of antibiotics. Many expert consensuses have been issued (16-19). However, these consensuses mainly focus on the guidance of PCT for the use of antibiotics. Regarding the significance of monitoring PCT in critically ill patients, some large-scale systematic reviews and meta-analyses have been published, further analyzing the application value of PCT from the perspective of evidence-based medicine (20-24). In this study, we found that the clinical application of PCT has gradually developed from the early diagnosis of bacterial infections to the current diagnosis of disease severity, prognostic indications, and guidance on the use of antibacterial drugs. Furthermore, related research is mainly concentrated in Europe and the United States. In several developed countries, such as the United States, Germany, and France, the institutions and researchers participating in the research are relatively concentrated. These results reflect that the application of PCT in the intensive care unit is becoming more extensive and in-depth, and the value of its clinical application is also increasing. On the other hand, it also reflects that there is a problem of geographical imbalance in related research, especially in developing regions such as Asia, Africa, and Latin America, which have conducted fewer studies. The economic cost of PCT testing is not high, and the medical level of some developing countries around the world is relatively low, and making full use of PCT to guide severe cases, especially the diagnosis and treatment of infected patients, has a good cost-benefit ratio (25,26).

Through our analysis, we also found that not only the countries and regions participating in the research were relatively concentrated, but also the research institutions and researchers were relatively concentrated, and the centrality value was not very high. That is to say, although there was a certain concentration, it was widely international. International cooperation, inter-agency cooperation, and inter-author cooperation are still insufficient. Therefore, in future research, more cooperation between various levels should be carried out to obtain more valuable evidence-based medical research. In terms of research hotspots, due to the inherent biological characteristics of PCT, it was mainly limited to the clinical application of infected and critically ill patients, thereby limiting the research field to these patients. However, the future research directions can continue on the basis of the current work. In-depth discussion can also be further analyzed in terms of judging the early and long-term prognosis of patients.

In summary, PCT has been widely used in critically ill patients, and more and more clinical studies support the use of PCT in the judgment of patients’ conditions and to guide the use of antibacterial drugs, but there are also certain controversies. In the future, more multi-center in-depth studies are needed to further provide evidence-based medical research. This study had some shortcomings. This study did not compare the research status of other similar biomarkers horizontally, and there was also a lack of literature analysis on the combined use of PCT and other biomarkers. Increasingly, as more methods currently integrate multiple indicators for diagnosis, risk stratification, and prognostic judgment (22,27), future research should continue to analyze the value of PCT and other biomarkers in comparison and with combined use. And this research is limited to literature analysis, and it may be more meaningful to add some clinical research results which is the future direction.


Acknowledgments

Funding: None.


Footnote

Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (available at https://dx.doi.org/10.21037/apm-21-895). The authors have no conflicts of interest to declare.

Ethical Statement: The authors are accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved.

Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/.


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(English Language Editor: C. Betlazar-Maseh)

Cite this article as: Tan Y, Yu Q, Ma L, Chang J, Zhan X, Cui H, Liu Y, Sui Y. A bibliometric analysis of the application of procalcitonin in patients in the intensive care unit. Ann Palliat Med 2021;10(6):6367-6378. doi: 10.21037/apm-21-895

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