3.1 Main information from data
An overview of the information from dataset is shown in Table 1. Data consists of a total of 275 publications and this data is from 105 different sources (journals, books etc.). Articles (N = 204) account for 74.18% of the total publication collection, there is no book available especially for this topic, conference papers (N = 41), review papers (N = 25) and book chapters (N = 5) account for 14.90%, 9.09% and 1.81% respectively. The first publication in this domain of research is from year 199027 where authors have investigated the use of first hemopump (a temporary VAD) on humans.
Figure 2 shows publications from year 1990 till 2023. The research in the design, development and use of VADs can be roughly divided into three phases. Early research phase (first phase) starting from 1950s till late 1990s, first VAD was used in humans in the year 196328. Second phase in the research related to design and development of VADs can be considered to be from the year 1998 when second generation of VADs were tested on humans for first time29. Significant work in the design and development of the second generation VADS has been done by various scholars30-34. These published works give a thorough summary related to the design and development of various 2nd generation VADs, like HeartMate II, HeartWare HVAD, and Medtronic HVAD. They discuss the challenges that were faced in developing these devices, the design solutions that were implemented, and the preclinical and clinical testing that was performed.
Second-generation VADs represented a significant advance in the treatment of advanced heart failure. They were smaller, more durable, and more reliable than first-generation devices, and they improved survival rates and quality of life for many patients. However, second-generation VADs were still associated with a number of complications, including stroke, infection, and pump thrombosis. Maximum number of publications equal to total of 180 (65.45%) are from the time domain of using 2nd generation of VAD. The third phase in the design and development of VADs can be considered from 2017 till date. The third generation of VADs were used for first time in the year 2017. They were named HeartMate-3 LVADs, at University of Michigan35. These are the latest series of VADs used in humans since 2017. A lot of research is still ongoing for further improvement in its design and working36-39.
Table 1. An overview of data collected
Total Documents
|
275
|
Articles
|
204 (74.18%)
|
Books
|
0 (0.00%)
|
Book Chapters
|
5 (1.81%)
|
Conference Papers
|
41 (14.90%)
|
Review Papers
|
25 (9.09%)
|
Number of sources (Journals, Books etc.)
|
105
|
Time period
|
1990:2023
|
Average citations/document
|
29.97
|
Number of authors
|
1105
|
Authors of single-authored documents
|
10
|
Number of single-authored documents
|
13
|
Co-Authors/document
|
6.29
|
Annual Growth Rate %
|
6.88
|
International co-authorships %
|
8.00
|
Figure 3 shows the breakup of total publications in terms of number of articles, review papers, conference papers, books and book chapters from 1998 onwards showing the publications during 2nd and 3rd phases only. There were a total of 18 publications during 1st phase (from 1990 to 1997) including 17 articles and 1 conference paper and these are not shown in Fig. 3. Annual publications entered into double figures for first time in year 2005 and since then it has shown increase in numbers as compared to previous years. From 1990 to 2004 total publications were 65 (23.64%). From the year 2005 onwards the number of publications till the year 2023 were 210 (76.36%) which shows a clear upward trend that more work is being done in this domain. Figure 4 shows total citations for various kinds of publications (articles, review papers, book chapters and conference papers). It clearly shows article papers are the most significant type of publications with total citations of 6668 (80.90%), followed by conference papers, review papers and book chapters with citations equal to 1006 (12.21%), 564 (6.84%) and 4 (0.05%) respectively.
3.2 Top contributing authors and their collaboration network
The top 10 authors based on their total publications are shown in Table 2. The author affiliation shown in this table has been obtained from their most recent publication in the data collected. Other information in this table includes the total citations, h-index value and the year these authors published their first as well as the latest paper. All the 10 top authors belong to USA which shows that most productive research work is being done or has been done in USA among all the countries in the world. Throckmorton A has maximum number of publications (N = 22), while Frazier O has got the highest number of citations (N = 1337) as well as the highest h-index of 15. Another important aspect from this table is that Throckmorton A and Frazier O are the only authors who are still actively involved in research publications related to this field in the last 5 years.
Table 2. Top 10 most productive authors
Author Name
|
Affiliation
|
No. of papers
|
Total Citations
|
h-index
|
Year of 1st Publication
|
Year of last publication
|
Throckmorton A
|
BioCirc Research Laboratory, School of Biomedical Engineering, Science, and Health Systems, Drexel University, Philadelphia, Pennsylvania, USA
|
22
|
505
|
13
|
2003
|
2023
|
Frazier O
|
Innovative Design and Engineering Applications Laboratory, The Texas Heart Institute, Houston, Texas, USA
|
19
|
1337
|
15
|
1990
|
2023
|
Antaki J
|
Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, Pa, USA
|
15
|
550
|
13
|
1993
|
2015
|
Olsen D
|
Utah Artificial Heart Institute, Salt Lake City, UT, USA
|
14
|
476
|
12
|
1992
|
2010
|
Allaire P
|
University of Virginia | UVa · ROMAC Laboratories, USA
|
12
|
374
|
9
|
1996
|
2008
|
Untaroiu A
|
Virginia Tech · Department of Biomedical Engineering and Mechanics, USA
|
12
|
335
|
8
|
2003
|
2013
|
Wood H
|
Professor of Mechanical and Aerospace Engineering, University of Virginia, USA
|
12
|
344
|
8
|
2003
|
2013
|
Gregoric I
|
University of Texas Health Science Center, USA
|
11
|
1091
|
11
|
2000
|
2017
|
Noon G
|
Department of Surgery, Baylor College of Medicine, Houston, Texas, USA
|
11
|
549
|
11
|
1993
|
2001
|
Benkowski R
|
MicroMed Technology, Inc., Houston, Texas, USA
|
10
|
461
|
10
|
1995
|
2010
|
Collaboration network between top 50 contributing authors is shown in Fig. 5 with each author having at least 5 publications. In this network, the nodes represent authors whereas the size of node is an indicator of the number of the publications and the lines joining these nodes represent the collaboration strength. Six different clusters can be seen in 6 different colours. Authors with strong collaboration can be seen in the same cluster. All of the top 10 authors shown in Table 2 can be seen in various clusters indicating that top 10 authors in Table 2 have strong collaboration networks. The largest cluster (red) consists of 14 authors, 13 from the USA and 1 from China. All authors from the second (brown) cluster (9 authors), third (orange) cluster (7 authors), fourth (green) cluster (10 authors), and fifth (blue) cluster (6 authors) are from the USA. This suggests that the majority of significant work in this field has been done in the USA, as most of the top authors are from there. As one author in these clusters is from China suggesting that some work in this field is also being done there.
3.3 Bibliographic Coupling of institutions
Fig. 6 shows clustering by coupling which is a useful method of identifying the structure of scientific knowledge and it can be used by researchers to understand the latest advances and trends in a particular research domain. This method is based on the fact when any two published documents have some shared citations then the documents are linked intellectually. The clusters in Fig. 6 are for sources of publications, we are trying to group together sources where various authors are publishing work on similar themes. The biggest cluster (red in colour) consists of 18 different sources which have published papers on same theme (experience related to use of VAD). The second cluster (blue) consists of 3 sources and their common theme is work related to heart transplantation and heart failure. The remaining three clusters consists of 1 source each and are not as significant as the previous two clusters.
3.4 Most productive countries and their collaboration network
Top 10 most productive countries in terms of number of publications are shown in Table 3. Their total citations are also shown in the same table. USA is the most productive country in terms of number of publications (N = 160) which accounts for 76.93% of total publications. China is 2nd ranked with a total of 22 publications and Germany is rank 3 with 16 publications. Japan and Austria are rank 4 and 5 with 10 and 7 publications respectively. Top countries have been identified on the basis of the corresponding authors for the publications. In terms of citations, only 5 countries have got more than 100 citations with USA at rank 1 with 6274 citations, Germany is rank 2 with 377 citations and Austria has rank 3 with 308 citations. UK and Japan are rank 4 and 5 with 133 and 117 citations respectively. From the country production, it is clearly obvious that most of the research related to design and development of VADs has been conducted in USA.
Out of a total of 34 countries who have published papers in this domain, country collaboration network of 21 countries has been shown in Fig. 7. Seven clusters can be seen in this figure out of which there are three big clusters, remaining 4 clusters have only 1 country and are not that significant. The biggest cluster (Red in colour) consists of 8 countries including USA, Germany, Japan, UK, Austria, Canada, Czech Republic, and Russia. The second cluster consists of 5 countries (Italy, Belgium, Switzerland, Bulgaria, and Lithuania). The 3rd cluster consists of 4 countries (Netherlands, Poland, Paraguay, and Spain). All the top 10 most productive countries as shown in Table 3 can be seen in Fig. 7 also, which shows that all of the top 10 countries have good global research collaboration networks.
Table 3. Top 10 most prominent countries based on number of publications and citations
S.No
|
Country
|
Country Production
|
% Of Total Production
|
No Of Citations
|
% Citations
|
1
|
USA
|
160
|
58.18
|
6274
|
76.93
|
2
|
China
|
22
|
8.00
|
79
|
0.97
|
3
|
Germany
|
16
|
5.82
|
377
|
4.62
|
4
|
Japan
|
10
|
3.64
|
117
|
1.43
|
5
|
Austria
|
7
|
2.55
|
308
|
3.78
|
6
|
Italy
|
7
|
2.55
|
85
|
1.04
|
7
|
Singapore
|
6
|
2.18
|
67
|
0.82
|
8
|
UK
|
5
|
1.82
|
133
|
1.63
|
9
|
Canada
|
5
|
1.82
|
90
|
1.63
|
10
|
France
|
4
|
1.45
|
45
|
0.55
|
3.5 Most active journals and most cited publications
Maximum number of papers in the domain of VAD design and development have been published in the journals shown in Table 4. Out of the total 105 different sources whose data is collected for the present work, Table 4 shows the top 10 journals having highest number of publications. Rank 1 journal in the table with 54 publications is Artificial Organs. The rank 2 journal is Asaio Journal with 46 publications. Top 10 journals include 161 publications which accounts for 58.54% of the total publications (N = 275) and a total of 5151 citations which accounts for 62.50% of total citations (N = 8242). This clearly shows that these are the most significance sources of publications in this domain of research. Out of the top 10 journals, 5 are quartile 1 (Q1), 3 are quartile 2 (Q2) and 2 are quartile 3 (Q3) journals. All the top 10 journals are SCIE indexed as shown in Table 4.
Table 4. Top 10 journals with maximum number of publications
Rank
|
Journals
|
Publishing House/Country
|
No. of Publications
|
No. of Citations
|
Scopus Quartile
|
WOS
|
1
|
Artificial Organs
|
Wiley Online Library, UK
|
54
|
1228
|
Q2
|
SCIE
|
2
|
Asaio Journal
|
Lippincott Williams & Wilkins, USA
|
46
|
1166
|
Q1
|
SCIE
|
3
|
Journal Of Heart And Lung Transplantation
|
Elsevier Science Inc. ,USA
|
17
|
1078
|
Q1
|
SCIE
|
4
|
Annals Of Thoracic Surgery
|
Elsevier Science Inc. ,USA
|
10
|
778
|
Q1
|
SCIE
|
5
|
Texas Heart Institute Journal
|
Texas Heart Institute, USA
|
9
|
472
|
Q3
|
SCIE
|
6
|
International Journal Of Artificial Organs
|
Sage Publications Ltd, England
|
8
|
107
|
Q3
|
SCIE
|
7
|
Journal Of Thoracic And Cardiovascular Surgery
|
Mosby-Elsevier, USA
|
6
|
138
|
Q1
|
SCIE
|
8
|
Current Opinion In Cardiology
|
Lippincott Williams & Wilkins, USA
|
4
|
66
|
Q2
|
SCIE
|
9
|
European Journal Of Cardio-Thoracic Surgery
|
Oxford Univ Press Inc, USA
|
4
|
97
|
Q1
|
SCIE
|
10
|
Bioengineering-Basel
|
MDPI ,
Switzerland
|
3
|
21
|
Q2
|
SCIE
|
Table 5 shows top 10 most cited publications along with other information such as their first author, year of publication, digital object identifier (DOI), total citations, average citations per year and normalized total citations. These publications are from year 2000 to 2019. Normalized total citation is a measure of the citation impact40 of a research paper when compared to other papers published in the same research domain41. It is the ratio of citations of a research paper and the expected number of citations a research paper should receive in the same research domain and this expected number is usually obtained on the basis of average number of citations received by publications in the same research domain and in the same year42.
The titles of the papers are not mentioned in the tabular form but are given here in the text. The 1st paper in Table 5 titled ‘A Fully Magnetically Levitated Left Ventricular Assist Device- Final Report’ is a comparative study between the performance of centrifugal and axial flow type left ventricular assist device (LVAD) devices and it suggest that the use of centrifugal type is better for avoiding pump thrombosis43. The 2nd paper in this table titled ‘A Fully Magnetically Levitated Circulatory Pump for Advanced Heart Failure’ discusses about magnetically levitated centrifugal pump and its role in reducing pump thrombosis while using LVAD devices44. The 3rd paper titled ‘Intrapericardial Left Ventricular Assist Device for Advanced Heart Failure’ presents a comparative study of use of centrifugal and axial flow devices for patients who did not meet eligibility criteria for transplant45. The 4th article titled ‘HeartMate II left ventricular assist system: from concept to first clinical use’ discusses about design aspects related to the left ventricular assist device (LVAD) named Heartmate II in terms of its evolution and use46. The 5th paper titled ‘Axial and centrifugal continuous-flow rotary pumps: A translation from pump mechanics to clinical practice’ discusses about comparison of axial and centrifugal pumps, also bearing design is discussed in terms of their reliability and biocompatibility47. The 6th paper titled ‘Design concepts and principle of operation of the HeartWare ventricular assist system’ deals with design aspects and working of HeartWare VSD device and it consists of a centrifugal type pump48. The 7th publication titled ‘Fully Magnetically Levitated Left Ventricular Assist System for Treating Advanced HF: A Multicenter Study’ focusses on the assessment of the performance and safety aspects of a Levitated Left Ventricular Assist System (LVAS)49. The 8th publication titled ‘Clinical experience with the MicroMed DeBakey ventricular assist device’ discusses about understanding the working and performance of MicroMed DeBakey VAD device which is an axial flow VAD50. The 9th paper titled ‘Effects of centrifugal, axial, and pulsatile left ventricular assist device support on end-organ function in heart failure patients’ discusses about centrifugal, axial, and pulsatile LVADs with respect to circulatory support in patients inching towards heart failure51. The 10th paper titled ‘First Clinical Experience with the DeBakey VAD Continuous-Axial-Flow Pump for Bridge to Transplantation’ discusses DeBakey VAD axial-flow pump for using it as a bridge before transplantation52.
Table 5. Top ten most cited publications
S.No
|
Paper (1st Author, Year, Journal)
|
DOI
|
Total Citations
|
Average Citations
per year
|
Normalized total citations
|
1
|
Mehra MR, 2019, New Engl J Med
|
10.1056/NEJMoa1900486
|
630
|
126.00
|
6.52
|
2
|
Mehra MR, 2017, New Engl J Med
|
10.1056/NEJMoa1610426
|
503
|
71.86
|
6.18
|
3
|
Rogers JG, 2017, New Engl J Med
|
10.1056/NEJMoa1602954
|
499
|
71.29
|
6.13
|
4
|
Griffith BP, 2001, Ann Thorac Surg
|
10.1016/S0003-4975(00)02639-4
|
230
|
10.00
|
2.78
|
5
|
Moazami N, 2013, J Heart Lung Transpl
|
10.1016/j.healun.2012.10.001
|
218
|
19.82
|
7.65
|
6
|
Larose JA, 2010, Asaio J
|
10.1097/MAT.0b013e3181dfbab5
|
190
|
13.57
|
5.21
|
7
|
Netuka I, 2015, J Am Coll Cardiol
|
10.1016/j.jacc.2015.09.083
|
180
|
20.00
|
4.19
|
8
|
Noon GP, 2001, Ann Thorac Surg
|
10.1016/S0003-4975(00)02634-5
|
153
|
6.65
|
1.85
|
9
|
Kamdar F, 2009, J Heart Lung Transplant
|
10.1016/j.healun.2009.01.005
|
136
|
9.07
|
5.45
|
10
|
Wieselthaler GM, 2000, Circulation
|
10.1161/01.CIR.101.4.356
|
128
|
5.33
|
3.49
|
3.6 Keyword Co-occurrence Network
The network related to co-occurrence of keywords is a graphical way of showing the relation between different keywords in publications and is very useful in highlighting important themes in the given research area53. Each node represents a keyword while its size indicates frequency of that keyword in the database. The thickness of various lines connecting nodes shows the strength of the co-occurrence of keywords. Fig. 8 shows five clusters in the keyword co-occurrence network. 1st cluster (green in colour) has 22 nodes with each node representing a keyword. Most important keywords in this cluster are heart-assist devices, humans, assisted circulation, hemodynamics54, heart failure and, equipment design55. It clearly shows that research revolves around design, development and use of VAD device to prevent human heart failure and also to support it. The other keywords in this cluster which are significant from research domain point of view are computer simulation, blood flow velocity, heart transplantation, thrombosis56 and blood pressure as these keywords play a vital role in the design and development of the VAD equipment. Second big cluster (purple) has 13 nodes with most frequently used keywords being blood pump, blood, axial flow57 left ventricular assist devices and Computational fluid dynamics58,59. It again shows that research is focussed on design, development and use of VAD device to pump blood. Axial flow device are widely used and Computational fluid dynamics is also made use of to design and optimize these devices. The third cluster (blue) has 5 nodes with most frequently used keyword being ventricular assist device along with other keywords like mechanical circulatory support60, implantation and device indicating that research in this domain is focussed on using mechanical circulatory support systems for design, development and use of VAD devices. Fourth cluster (red) has five nodes and it has bridge61, support, transplantation, experience and system as keywords showing this cluster involves research related to implantation of the VAD device for supporting human heart on short term or long term basis. Last cluster (orange) has only one node named design indicating it deals with designing of the VAD device.
3.7 Thematic and trend analysis
3.7.1 Thematic Evolution
The thematic evolution plot is a visual representation of how the main topics in a field of study change with passage of time. It is based on a statistical analysis of the most common keywords in the domain of research. This analysis projects the keywords onto a simplified space, while keeping as much of the original information as possible. The thematic evolution figure then plots the keywords in each time slice, providing color-coding on basis of year. Figure 9 shows the thematic evolution of various topics related to VAD design and development with the passage of time. It can been divided into three time zones. First time zone is 1990 to 2001 which shows early research work in this domain. Important keywords during this time zone were heart assist device, nonhuman, system, blood pump, performance, safety, support and transplantation. These keywords shows that early research work focussed on design and development of heart assist device then testing was done on nonhuman species to check for their performance. During this time domain VAD 1st generation and VAD was used and also VAD 2nd generation was introduced in year 1998. Second time zone shown is from year 2002 till 2020 and important keywords used during this time zone are pumps, support, ventricular assist device, design, humans, and total artificial-heart. It shows continued trend from previous time domain but here human keyword means use of VAD was made during this time period and its outcomes were studied, design was improved as 3rd generation VADs were introduced in year 2017. Some new keywords like total artificial-heart can be seen in this time zone as comparted to the previous one. Third time zone is from 2021 till the date of collection of data for this work. It shows the latest trends in the field of research. The main keywords are prediction, children, implantation, bridge, axial flow and factor degradation. It shows that it is still a very active domain of research and researchers are trying to improve the existing design of VAD for short term and long term use in human patients including children.
3.7.2 Thematic Map
Biblioshiny thematic maps are visualizations of the thematic structure of a research field. They are created by analysing the keywords in a collection of scholarly documents and grouping them into clusters based on their similarity. The size and position of each cluster on the map represent its importance and relationship to other clusters.
To understand and interpret a thematic map, the following terminology is important:
- Cluster size: Bigger clusters are more noteworthy since they cover more keywords and are more frequently cited by other documents. These clusters signify the core themes of the research field, while the smaller and less significant clusters recognize emerging or niche themes
- Cluster position: Clusters that are nearer are more closely linked, whereas clusters that are further apart are less closely linked.
- Cluster labels: The labels of the clusters indicate their general topic, but they are automatically labelled and may not be correct so manual explanation labelling is needed sometimes.
From Fig. 10 we can see there are four different parts of the thematic map as explained below:
Motor themes are the most important and well-established themes in a research field. They are characterized by their large size, central position on a thematic map, and strong connections to other themes. Motor themes are the themes that drive the field forward. From Fig .10 we can see the motors themes are left ventricular assist device, assisted circulation, heart-assist devices, hemolysis, equipment design and blood pump etc.
Niche themes are smaller and less important themes in a research field. They are characterized by their smaller size, peripheral position on a thematic map, and weaker connections to other themes. Niche themes may be new and emerging, or they may be specialized and focused on a particular aspect of the field. From Fig. 10 we can see that Niche themes are multicentre, therapy, trial and circulatory pump. So this indicates a focused and emerging theme in this domain of research is multicentre trial of VAD related equipment62.
Basic themes are fundamental themes that are common to many different research fields. They are characterized by their large size, central position on a thematic map, and strong connections to other themes. Basic themes are the foundational themes upon which other research is built. From Fig. 10 we can see that basic themes for this research domain are ventricular assist device, pump, flow, axial-flow pump etc. indicating that the research revolves around design of ventricular assist device for flow of blood with the help of either axial or centrifugal type of pumps.
Emerging or declining themes are themes that are either new and growing, or old and declining. They are characterized by their relatively small size and weak connections to other themes. Emerging themes may represent new areas of research, while declining themes may represent areas of research that are becoming less important. From Fig. 10 we can see that emerging terms in this field of research include themes like wireless63, intraaortic balloon pump, machine learning64, acute myocardial-infarction65, miniaturization and cardiogenic-shock66.
3.7.3 Trend Topics
Trend topic plots in single-quadrant mode is shown in Fig. 11. Single-quadrant trend topic plots show all terms in the same quadrant, with the size of the circles representing the frequency of the terms. The terms with the largest circles represent most frequently used terms in the field. In trend topic plot if a particular term is becoming more common over time, this means that the field is moving in that direction. Limitations of single-quadrant trend topic plots is that these plots are useful for getting a high-level overview of the most frequently used terms in a field. However, they do not provide sufficient information about the importance of the terms. Fig. 11 shows the trends topics in the field of research of VAD design and development are blood pump, hemodynamics, fibre optic sensors, axial-flow pump, ventricular assist device, centrifugal flow, miniaturization, machine learning, wireless, shear flow etc. Figure 12 presents a word cloud of the 50 most frequently used keywords in this field of study.