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INTRODUCTION
Historically, clinics and hospitals have played an important role in medical research, facilitating the study of patients’ illnesses, in addition to the analysis of pharmacological and surgical interventions, among others.[1] In university hospitals, clinical care, teaching and research are the pillars of their missions.[2] The evolution of medical science places hospitals and clinics as necessary centers for the development of clinical research projects.[3]
In recent decades, multiple methodological approaches in the field of scientometrics, particularly bibliometrics, have been developed and implemented around the world.[4, 5] Scientometrics play a key role in the analysis of scientific productivity of researchers, laboratories or countries.[4] It has been used extensively, in several fields, for the analysis of multiple bibliometric indicators, such as number of articles published in international journals, features of highly cited papers and collaboration networks.[4]
In the fields of medicine and related health sciences, there are available articles about the bibliometric analysis of areas such as public and global health and biotechnology in Latin America.[6, 7] However, there are no published articles about bibliometric studies of the scientific production of healthcare institutions in Latin America. In the current work, we carried out a scientometric analysis of leading clinics and hospitals from five Latin American countries.
METHODOLOGY
In this work, we used previously published methods for scientometric analysis,[7, 8] which involve data collection from major bibliographic and patent databases and analysis with validated software for this type of studies.[5, 7]
We focused on five Latin American countries with the largest scientific production: Argentina, Brazil, Chile, Colombia and Mexico.[9] In those countries, the main clinics and hospitals were identified from several available rankings (such as the one from the América Economia magazine) and the Scimago Institutions Ranking.[19] In Mexico, clinical institutions were identified on the websites of the Mexican national institutes of health and of the main healthcare organization in the country (Instituto Mexicano del Seguro Social). Scientific articles indexed in Scopus and PubMed databases[11] were identified through simple searches and the use of the Boolean operator OR. Highly cited articles for the included institutions were found in the Scopus database. The numbers of patent applications[12] for the included clinics and hospitals and recorded in Scopus and Google Patents[11] databases were consulted. Numbers of observational and experimental studies enlisted in the ClinicalTrials.gov registry[13] were identified. The information was retrieved from the different sources limited by time until December 2020. Word clouds were generated for the titles of the most cited articles and for the patents found for the selected institutions. The software tool VosViewer 1.6.17[14] was used for the data visualization of publication networks, based on fractional counting.
RESULTS
The search algorithms for each database are presented in supplementary Table S1. Scientific articles were identified for authors with affiliations with hospitals and clinics in Argentina, Brazil, Chile, Colombia and Mexico. There was a higher number of documents identified through Scopus compared to PubMed, where Mexico and Brazil ranked first and second, respectively (Figure 1).
Regarding the articles identified in PubMed (Table 1), the institutions with the highest numbers of published articles are: Hospital de Clínicas de Porto Alegre (n=6.133, Brazil), Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán (n=5.141, Mexico), Instituto Nacional De Cardiología Ignacio Chávez (n=4.026, Mexico) and Hospital Italiano de Buenos Aires (n=3743, Argentina).
| Country | ARGENTINA | BRAZIL | CHILE | COLOMBIA | MEXICO | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Hospital or clinic and number of clinical trials registered in clinicaltrials. gov | Hospital Italiano de Buenos Aires | 235 | Hospital de Clínicas de Porto Alegre | 508 | Hospital Clínico Universidad De Chile | 50 | Hospital Pablo Tobón Uribe | 115 | Instituto Nacional de Ciencias médicas y nutrición Salvador Zubirán | 137 |
| Hospital Universitario Austral | 82 | Hospital Israelita Albert Einstein | 108 | Clínica Alemana de Santiago | 22 | Fundación Valle Del Lili | 60 | Hospital General de México | 76 | |
| Sanatorio Guemes | 36 | Hospital de Cancer de Barretos | 100 | Clínica Las Condes | 21 | Hospital Universitario San Ignacio | 41 | Hospital Universitario Dr. José Eleuterio Gonzalez | 75 | |
| Hospital de Clínicas José de San Martín | 10 | Ac Camargo Cancer Center | 24 | Hospital Carlos Van Buren | 17 | Fundación Santa Fe de Bogotá | 33 | Hospital Civil de Guadalajara Fray Antonio Alcalde | 49 | |
| Hospital Materno Infantil Ramon Sarda | 2 | Hospital Guillermo Grant Benavente | 16 | Clínica Las Americas | 11 | Instituto Nacional de Enfermedades Respiratorias | 46 | |||
| Hospital De Puerto Montt | 5 | Hospital Universitario San Vicente de Paul | 6 | Hospital Infantil de México Federico Gómez | 36 | |||||
| Hospital Universitario Mayor Méderi | 4 | Instituto Nacional De Cardiología Ignacio Chavez | 35 | |||||||
| Instituto Nacional De Neurología Y Neurocirugía | 26 | |||||||||
| Umae Hospital de Especialidades | 11 | |||||||||
| Instituto Nacional de Cancerología (Incan) | 5 | |||||||||
| Instituto Nacional de Perinatología | 5 | |||||||||
| Instituto Nacional De Psiquiatría Ramón de la Fuente Muñiz | 4 | |||||||||
| Instituto Nacional de Medicina Genómica | 1 | |||||||||
| Instituto Nacional de Rehabilitación luis Guillermo Ibarra Ibarra | 1 | |||||||||
| Instituto Nacional de Salud Pública de México | 1 | |||||||||
| UMAE Hospital de Cardiología Centro Medico Nacional Siglo XXI | 1 | |||||||||
| Total | 365 | 740 | 131 | 270 | 509 | |||||
| Hospital or clinic and number of articles in Pub Med. | Hospital Italiano de Buenos Aires | 3.743 | Hospital de Clínicas de Porto Alegre | 6.133 | Hospital Clínico Universidad De Chile | 1.047 | Fundación Valle Del Lili | 622 | Instituto Nacional de Ciencias médicas y nutrición Salvador Zubirán | 5.141 |
| Hospital de Clínicas José de San Martín | 1.01 | Hospital Israelita Albert Einstein | 3.54 | Clínica Alemana de Santiago | 1.7 | Fundación Santa Fe de Bogotá | 596 | Instituto Nacional De Cardiología Ignacio Chavez | 4.026 | |
| Hospital Universitario Austral | 723 | Ac Camargo Cancer Center | 1.602 | Clínica Las Condes | 1.08 | Hospital Universitario San Ignacio | 592 | Instituto Nacional De Neurología Y Neurocirugía | 1.802 | |
| Sanatorio Guemes | 105 | Hospital de Cancer de Barretos | 863 | Hospital Guillermo Grant Benavente | 134 | Hospital Pablo Tobón Uribe | 462 | Instituto Nacional de Enfermedades Respiratorias | 1.767 | |
| Hospital Materno Infantil Ramon Sarda | 48 | Hospital Hernan Henriquez Aravena | 111 | Clínica Las Americas | 121 | Hospital Infantil de México Federico Gómez | 1.729 | |||
| Hospital Carlos Van Buren | 98 | Hospital Universitario San Vicente de Paul | 108 | Hospital General de México | 1.649 | |||||
| Hospital De Puerto Montt | 61 | Hospital Universitario Mayor Méderi | 76 | Instituto Nacional De Psiquiatría Ramón de la Fuente Muñiz | 1.551 | |||||
| Instituto Nacional de Perinatología | 1.126 | |||||||||
| Hospital Civil de Guadalajara Fray Antonio Alcalde | 906 | |||||||||
| Hospital Universitario Dr. José Eleuterio González | 830 | |||||||||
| Instituto Nacional de Medicina Genómica | 711 | |||||||||
| Instituto Nacional de Cancerología (Incan) | 681 | |||||||||
| Instituto Nacional de Salud Pública de México | 509 | |||||||||
| Umae Hospital de Especialidades | 238 | |||||||||
| Instituto Nacional de Rehabilitación Luis Guillermo Ibarra Ibarra | 210 | |||||||||
| UMAE Hospital de Cardiología Centro Médico Nacional Siglo XXI | 121 | |||||||||
| Total | 5629 | 12138 | 4231 | 2577 | 22997 |
As can be seen in Table 1, for the studies registered on ClinicalTrials.gov, the largest number corresponded to Brazil with 740 and Mexico with 509; and according to hospital center, the top 5 hospitals with the highest number of studies registered on this web portal are: Hospital de Clínicas de Porto Alegre (n=508, Brazil), Hospital Italiano de Buenos Aires (n=235, Argentina), Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán (n=137, Mexico), Hospital Pablo Tobón Uribe (n=115, Colombia) and Hospital Israelita Albert Einstein (n=108, Brazil).
A review of all the studies registered on clinicaltrials.gov for the included institutions (Table 2) displays that they were mainly intervention studies (n=1681), in phase 3 (n=838), completed (n=438) or active in the recruitment phase (n=438) and funded by industry (n=1043) or other institutions (n=748).
| Characteristic | Frecuency | |
|---|---|---|
| Type of study | ||
| Interventional | 1681 | |
| Observational | 272 | |
| Missing values | 56 | |
| Expanded Access:Intermediate-size Population | 3 | |
| Expanded Access:Treatment IND/ Protocol | 2 | |
| Expanded Access | 1 | |
| Status | ||
| Completed | 813 | |
| Recruiting | 438 | |
| Active, not recruiting | 302 | |
| Unknown status | 216 | |
| Terminated | 135 | |
| Not yet recruiting | 34 | |
| Withdrawn | 25 | |
| Enrolling by invitation | 23 | |
| Suspended | 13 | |
| Missing values | 10 | |
| Available | 4 | |
| No longer available | 2 | |
| Phases | ||
| Early Phase 1 | 3 | |
| Phase 1 | 24 | |
| Phase 1|Phase 2 | 30 | |
| Phase 2 | 220 | |
| Phase 2|Phase 3 | 78 | |
| Phase 3 | 838 | |
| Phase 4 | 125 | |
| Not Applicable | 363 | |
| Missing values | 334 | |
| Funded by | ||
| Industry | 1043 | |
| Other | 748 | |
| Industry and other | 151 | |
| Missing values | 56 | |
| NIH | 17 |
In terms of collaborations in publications, Figure 2 shows the co-authorship networks, weighted by documents or citations for the selected institutions in the five countries and Figure 3 shows the co-authorship networks for each country. These bibliometric analyses show an asymmetry of profiles of collaborations among countries, with some countries with higher levels of joint publications between scientists and institutions, in addition to the existence of several subnetworks of collaborations at the Latin American level.
In the context of the international scientific impact of publications, Table 3 presents an overview of selected highly cited papers for healthcare institutions in the five countries. It highlights that highly cited papers were published in high-impact journals, as results of participations in large international collaborations, led by scientists in the United States or in Europe.
| Institution | Country | Article | Journal-Year | Citations |
|---|---|---|---|---|
| Hospital de Clínicas José de San Martín | Argentina | The Clavien-Dindo classification of surgical complications: Five-year experience. | Annals of Surgery, 2009 | 5145 |
| Hospital Universitario Austral | Argentina | The IASLC lung cancer staging project: Proposals for revision of the TNM stage groupings in the forthcoming (eighth) edition of the TNM Classification for lung cancer. | Journal of Thoracic Oncology, 2016 | 1633 |
| Hospital de Clínicas José de San Martín | Argentina | Human papillomavirus genotype attribution in invasive cervical cancer: a retrospective cross-sectional worldwide study. | The Lancet Oncology, 2010 | 1630 |
| Hospital de Clínicas de Porto Alegre | Brazil | Global, regional, and national incidence, prevalence, and years lived with disability for 310 diseases and injuries, 1990-2015: a systematic analysis for the Global Burden of Disease Study 2015. | The Lancet, 2016 | 3563 |
| Hospital Israelita Albert Einstein | Brazil | Worldwide trends in body-mass index, underweight, overweight, and obesity from 1975 to 2016: a pooled analysis of 2416 population-based measurement studies in 128·9 million children, adolescents, and adults. | The Lancet, 2017 | 2606 |
| Hospital de Cáncer de Barretos | Brazil | Ramucirumab monotherapy for previously treated advanced gastric or gastro-oesophageal junction adenocarcinoma (REGARD): An international, randomised, multicentre, placebo-controlled, phase 3 trial. | The Lancet, 2014 | 1406 |
| Hospital Clínico Universidad De Chile | Chile | Phase III study of docetaxel and cisplatin plus fluorouracil compared with cisplatin and fluorouracil as first-line therapy for advanced gastric cancer: A report of the V25 study group. | Journal of Clinical Oncology, 2006 | 1631 |
| Clínica Alemana de Santiago | Chile | Global, regional, and national age-sex specific all-cause and cause-specific mortality for 240 causes of death, 1990-2013: A systematic analysis for the Global Burden of Disease Study 2013. | The Lancet, 2015 | 4757 |
| Clínica Las Condes | Chile | Minimal information for studies of extracellular vesicles 2018 (MISEV2018): a position statement of the International Society for Extracellular Vesicles and update of the MISEV2014 guidelines. | Journal of Extracellular Vesicles, 2018 | 2593 |
| Hospital Pablo Tobon Uribe | Colombia | Effects of tranexamic acid on death, vascular occlusive events, and blood transfusion in trauma patients with significant haemorrhage (CRASH-2): A randomised, placebo-controlled trial. | The Lancet, 2010 | 1854 |
| Fundación Valle Del Lili | Colombia | The IASLC lung cancer staging project: Proposals for revision of the TNM stage groupings in the forthcoming (eighth) edition of the TNM Classification for lung cancer. | Journal of Thoracic Oncology, 2016 | 1633 |
| Fundación Santa Fe de Bogotá | Colombia | Guidelines for the management of hemophilia. | Haemophilia, 2013 | 1171 |
| Instituto Nacional De Ciencias Médicas Y Nutrición Salvador Zubirán | Mexico | Analysis of protein-coding genetic variation in 60,706 humans. | Nature, 2016 | 5762 |
| Hospital General de México | Mexico | Comparison of upper gastrointestinal toxicity of rofecoxib and naproxen in patients with rheumatoid arthritis. | New England Journal of Medicine, 2000 | 3636 |
| Instituto Nacional de Cardiología Ignacio Chávez | Mexico | Apixaban versus warfarin in patients with atrial fibrillation. | New England Journal of Medicine, 2011 | 6017 |
For an examination of technological advances protected by intellectual property, Table 4 shows an analysis of patent applications for the selected healthcare institutions, highlighting a heterogeneity for this indicator of innovation and technological development, with some institutions having an important number of patents and other clinics and hospitals without it.
| Institution | Country | # Patents |
|---|---|---|
| Hospital de Clínicas de Porto Alegre | Brazil | 32 |
| Hospital Israelita Albert Einstein | Brazil | 25 |
| Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán | Mexico | 12 |
| Fundación Valle Del Lili | Colombia | 5 |
| Hospital Universitario San Ignacio | Colombia | 5 |
| Hospital de Cáncer de Barretos | Brazil | 4 |
| Instituto Nacional de Enfermedades Respiratorias | Mexico | 3 |
| Instituto Nacional De Cardiología Ignacio Chávez | Mexico | 3 |
| Hospital Pablo Tobón Uribe | Colombia | 2 |
| Clínica Alemana de Santiago | Chile | 1 |
| Clínica Las Condes | Chile | 1 |
| Hospital Civil de Guadalajara Fray Antonio Alcalde | Mexico | 1 |
In order to visualize the most common themes, a word cloud for the highly cited articles of the selected institutions shows a high representation of papers about the global burden of disease, cancer and published in open access journals (Figure S1). In addition, a word cloud for the patents highlights a role of technological advances related to the development of novel methods and devices for use in clinical settings (Figure S2).
DISCUSSION
This is the first scientometric study of clinics and hospitals in Latin America. In the current study, we carried out a scientometric analysis of leading healthcare institutions in five Latin American countries. We identified the profiles of international publications, citations, registered clinical trials, networks of collaborations and patent applications. We found that Brazil and Mexico have the healthcare institutions with the largest scientific productivity and that international collaborations play an important role in publications in high-impact journals, in addition to observing a heterogeneity between countries and institutions in the examined parameters.
Comparing our findings with previous scientometric studies in Latin America, in other related fields, highlight several common issues: Chinchilla-Rodríguez et al.[6] carried out an analysis of bibliometric (in public health), socioeconomic and health indicators for ten Latin American countries. They found that Brazil and Mexico were the two countries with the highest scientific output in public health, which is in concordance with our current findings. León-de la O et al.[7] did an analysis of publications in the field of health biotechnology for six Latin American countries. They observed that there was an important role of international collaborations, and that Brazil and Mexico were the top countries in scientific production in health biotechnology, which is in agreement with our results. Forero et al. carried out[8] a scientometric analysis for neurosciences in five Latin American countries and also found that Brazil and Mexico were the top producers of articles in this field.
From an international perspective, scientometric analysis of health research around the globe has been quite helpful,[15, 16] in terms of identification of priorities for funding and support.[17] Previously, Chen et al. analyzed the publication trends in healthcare science and services research in China[18] and Muneem et al. compared the scientific productivity between a hospital medical and a college of medicine in the United States.[19]
The higher scientific productivity for some of these institutions, such as the Mexican hospitals, might be explained partially by their higher levels of collaborations with colleagues in institutions in the United States, which usually have larger funding[20] Moses et al. identified that, in comparison to North America and Europe, Latin America has a relatively low funding for medical research and that in those countries with high levels of scientific productivity, private institutions provide a large amount of funding for medical research.[20] Public and private funding for further longitudinal research studies, such as large cohorts[21] (including community-based research) and clinical trials,[20] is of particular relevance in Latin American countries, in addition to the support for strengthening the technological innovations in healthcare.[7]
An examination of highly cited papers from these healthcare institutions suggests that collaborations with international centers facilitate the publication in high-impact journals, taking into account the asymmetric dynamics of scientific publishing, including citations, in the life sciences between world regions.[22, 23] An analysis of registered clinical trials highlights a key role of funding by global pharmaceutical companies, taking into account the current needs of large financial and logistic support for multicentric randomized trials.[24, 25] An exploration of patent applications shows that some institutions have a higher level of advance in this type of technological products, which involve particular types of previous funding and innovation capacity.[26, 27]
An interesting topic that needs to be studied in further detail in future works is the correlation between scientific productivity and the quality of healthcare provided in clinics and hospitals.[28, 29] In this context, lessons learned in healthcare institutions in high-income countries would be of interest to apply in clinics and hospitals in resource-limited regions. In terms of research collaborations between scientists in the Global North and the Global South, several recommendations have been provided, in order to facilitate the consolidation of appropriate scientific networks and to avoid “helicopter research”.[30, 31]
Some additional key aspects need further consideration.[32–34] A key aspect in leading hospitals is the close relationship with major local medical schools, which have important infrastructure for research, including MSc and PhD level scientists.[2, 9] Several articles have described the advantages of programs focused on advances training in research methods and scientific writing for members of clinical institutions in resource-limited countries.[35, 36] A potential and recent aspect of health research in Latin American institutions involves the adequate use of novel Artificial Intelligence (IA) tools,[37] including the local challenge of the need of having automated resources for identifying IA-generated texts.[38, 39]
As high-quality clinical research involves a major investment in availability of researchers, protected time for research for clinical specialists is a key need in hospitals interested in increasing its productivity.[2, 3, 9, 33] In addition, creation of additional academic programs focused on clinical research is a major need in some of these Latin American countries[9, 40]
Limitations of the current study involves the focus on the most scientifically productive institutions in the five selected Latin American countries and the main use of international databases.
CONCLUSION
This is the first scientometric study of clinics and hospitals from several Latin American countries. For a number of selected clinics and hospitals in five countries (Argentina, Brazil, Chile, Colombia and Mexico), we identified the profiles of international publications, citations, registered clinical trials, networks of collaborations and patent applications. In addition, we proposed several suggestions for strengthening research and innovation in healthcare institutions in Latin American countries.
