Publication analysis
Analyzing the changes in the number of publications over time provides an objective picture of the overall research trend of integrins in colorectal cancer. From January 1, 2007, to April 1, 2023, a total of 1,339 publications related to integrins and colorectal cancer were retrieved from the WoSCC, including 1,141 articles and 198 reviews. Ninety-thirds of the records, including conference abstracts, conference proceedings, book chapters, and other types of papers, were excluded. Ultimately, 1,339 publications that met the inclusion and exclusion criteria were subjected to bibliometric analysis (Fig. 1).
Figure 2A shows the annual number of publications on integrins in colorectal cancer research, with the average number of first editions from 2015–2023 being greater than that between 2015, and the overall trend of first editions showing a slow increase. This trend is further shown by the curve fitted to Fig. 2B and the coefficient of determination (R2). In conclusion, the trend in the number of publications reflects the fact that researchers are still exploring, but further research may be needed to explore the potential for growth in the field.
From 2007 to 2023, research on integrins in CRC was published by 61 countries/regions across 6 continents. Close collaborations are observed among East Asia, North America, and Western Europe (Fig. 3A). Table 1 displays the top 10 most productive countries in this field. The country with the highest number of publications in this area is China (418 articles, 31.2% of all the articles), followed by the United States (345, 25.8%), Germany (123, 9.2%), Japan (111, 8.3%), and France (72, 5.4%). The country with the greatest number of citations is the United States (16934 citations), followed by China (10069 citations), Germany (5024 citations), Italy (3056 citations), and Japan (2970 citations). The United States and France have the highest average citation counts, and it is worth noting that although Canada has a relatively low publication output, its average citation rate is above 40, placing it fourth, indicating a high quality of published articles.
Table 1
The top 10 productive countries/regions related to integrin in CRC
Rank | Country | Publications n (%) | Total citations | Average citations | Centrality |
1 | CHINA | 418 (31.2) | 10069 | 24.09 | 0.07 |
2 | USA | 345 (25.8) | 16934 | 49.08 | 0.13 |
3 | GERMANY | 123 (9.2) | 5024 | 40.85 | 0.33 |
4 | JAPAN | 111 (8.3) | 2970 | 26.76 | 0 |
5 | FRANCE | 72 (5.4) | 2966 | 41.19 | 0.14 |
6 | ENGLAND | 70 (5.2) | 2746 | 39.23 | 0.31 |
7 | SOUTH KOREA | 67 (5.0) | 2035 | 30.37 | 0 |
8 | ITALY | 60 (4.5) | 3056 | 50.93 | 0.42 |
9 | CANADA | 56 (4.2) | 2258 | 40.32 | 0.07 |
10 | AUSTRALIA | 40 (3.0) | 1273 | 31.83 | 0.03 |
The network of cooperation between these countries is shown in Fig. 3B, where the size of the circles indicates the volume of publications by the country, and the connecting lines between the circles indicate the cooperation between the countries, with China, the most productive country, and the United States working most closely together. China mainly collaborates with Australia, the United Kingdom, and South Korea, while the United States mainly collaborates with Germany, Italy, and South Korea. Although China has the highest publication output, its intermediary centrality is 0.07, indicating a lower ranking in terms of collaboration centrality. The purple color in the outermost part of the circle indicates high intermediate centrality, and the top five countries in terms of centrality ranking are Finland (0.85), Italy (0.42), Argentina (0.41), Hungary (0.37), and Germany (0.33).
Contribution of institutions and authors
Over the course of the past 17 years, a total of 1,795 institutions have been involved in the publication of research articles on the topic of integrins in CRC. Among these institutions, 150 have contributed to at least 5 publications, forming 7 distinct clusters that are visually represented using different colors (Fig. 4A). The top 10 most productive institutions are listed in Table 2. Shandong University is the most prolific institution in terms of publication output, followed by Seoul National University and the German Cancer Research Center. The top ten universities in terms of ranking include five Chinese universities, two German institutions, one Korean university, one American university, and one Australian university. The Huazhong University of Science and Technology exhibits the highest betweenness centrality, underscoring its pivotal role in the investigation of integrins in CRC.
Table 2
Top 10 institutions that contributed to publications on integrin in CRC
Rank | Institution | Country | Publications n(%) | Total citations | Average citations | Centrality |
1 | Shandong University | China | 37 (2.8) | 962 | 26.00 | 0.07 |
2 | Seoul National University | Korea | 19 (1.4) | 680 | 35.79 | 0.08 |
3 | German Cancer Research Center | Germany | 18 (1.3) | 824 | 45.78 | 0.02 |
4 | Huazhong University of Science and Technology | China | 16 (1.2) | 213 | 13.31 | 0.16 |
5 | Inserm | Germany | 15 (1.1) | 565 | 37.67 | 0.06 |
6 | Sun Yat-Sen University | China | 15 (1.1) | 462 | 30.80 | 0.02 |
7 | Vanderbilt University | USA | 14 (1.0) | 1085 | 77.50 | 0.08 |
8 | Peking University | China | 14 (1.0) | 371 | 26.50 | 0.01 |
9 | Taipei Medical University | China | 14 (1.0) | 634 | 45.29 | 0 |
10 | Monash University | Australia | 13 (0.9) | 477 | 36.69 | 0 |
Among the top ten most prolific authors (Table 3), seven are from China. The author with the highest number of published papers is Professor Niu Jun from Shandong University, who has published a total of 24 papers. Peng Cheng (15 articles) and Niu Weibo (14 articles) followed closely. In addition, Professor Niu Jun has the highest total citation count and h-index (630, 17). Figure 4B illustrates the timeline of paper publications from 2007 to 2023 for the top 10 most productive authors. In addition, we plotted the network analysis of authors' cooperation, which is roughly divided into six clusters, among which the cluster dominated by Liu Jun is the densest, the thickness of the connecting lines reflects the degree of cooperation between authors, and the authors with whom they cooperate most closely are Peng Cheng, Niu Weibo, Liu Ey, and Wang JY (Fig. 4C). Notably, Prof. Liu Jun is affiliated with Shandong University, which confirms the accuracy of the institutional contribution. The above data demonstrate that Chineseresearchers and authors have been continuously conducting research in the field of integrins and colorectal cancer.
Table 3
Top 10 most productive authors on integrins in CRC
Rank | Author | Institution | Country | Publications n (%) | Total citations | Average citations | H-index |
1 | Niu, jun | Shandong University | China | 24 (1.8) | 630 | 26.25 | 17 |
2 | Peng, cheng | Shandong University | China | 15 (1.1) | 391 | 26.07 | 13 |
3 | Niu, weibo | Emory University | USA | 14 (1.0) | 429 | 30.64 | 14 |
4 | Wang, jiayong | Shanghai Qiangzhi Hospital | China | 13 (0.97) | 402 | 30.92 | 15 |
5 | Liu, enyu | Xi'an University of Technology | China | 12 (0.9) | 354 | 29.5 | 12 |
6 | Gao, huijie | Jining Medical University | China | 10 (0.7) | 277 | 27.7 | 8 |
7 | Beaulieu, Jean-Francois | University of Sherbrooke | Canada | 10 (0.7) | 222 | 22.2 | 10 |
8 | Liang, benjia | University of California San Francisco | USA | 9 (0.7) | 239 | 26.56 | 8 |
9 | Liu, song | Shandong University | China | 8 (0.6) | 294 | 36.75 | 10 |
10 | Wang, ben | Shandong University | China | 8 (0.6) | 262 | 32.75 | 7 |
Journals, Cocited journals and Cocited references
Subsequently, we conducted an assessment of the top ten journals with the highest quantity of published papers (Table 4). Plos One (34 citations, 2.5%) emerged as the most prolific journal in the field, followed by Cancer Research (30 citations, 2.2%), Oncogene (28 citations, 2.1%), Oncotarget (27 citations, 2.0%), and Journal of Biological Chemistry (27 citations, 2.0%). Notably, Cancer Research had the highest citation count, average citation count, and impact factor, underscoring its prominent status as the most influential journal in the field. Among the 4446 indexed journals, 537 have been cited at least 20 times. The most cited journal is Cancer Research, followed by the Journal of Biological Chemistry, Oncogene, Proceedings of the National Academy of Sciences of the United States of America, and Cell. They have been cited 3482, 3297, 1783, 1632, and 1552 times, respectively. In addition, the number of citations of the top ten cited journals exceeded 1000. The IFs of these journals, including Proceedings of the National Academy of Sciences of the United States of America (12.779), Cancer Research (13.312), Clinical Cancer Research (13.801), Cell (66.85), Nature (69.504), and Nature Reviews Cancer (69.8), are greater than 10. Except for the Journal of Biological Chemistry, the other journals are in Q1 (Table 5).
Table 4
The top 10 core journals in terms of integrin in CRC
Rank | Journal | Publications n (% ,1339) | Total citations | Average citations | 2022 JCR category quartile | 2022 IF |
1 | Plos One | 34 (2.5) | 982 | 28.88 | Q3 | 3.752 |
2 | Cancer Research | 30 (2.2) | 2674 | 89.13 | Q1 | 13.312 |
3 | Oncogene | 28 (2.1) | 1381 | 49.32 | Q1 | 8.756 |
4 | Oncotarget | 27 (2.0) | 1057 | 39.15 | / | / |
5 | Journal of Biological Chemistry | 26 (1.9) | 1613 | 62.04 | Q2 | 5.486 |
6 | Cancer Letters | 23 (1.7) | 700 | 30.43 | Q1 | 9.756 |
7 | International Journal of Molecular Sciences | 23 (1.7) | 342 | 14.87 | Q2 | 6.208 |
8 | International Journal of Cancer | 22 (1.6) | 972 | 44.18 | Q1 | 7.316 |
9 | Scientific Reports | 21 (1.5) | 463 | 22.05 | Q3 | 4.996 |
10 | International Journal of Oncology | 18 (1.3) | 281 | 15.61 | Q2 | 5.884 |
Table 5
The top 10 most highly cocited journals about integrin in CRC from 2007 to 2023
Rank | Cited Journal | Citation | 2022 JCR category quartile | 2022 IF |
1 | Cancer Research | 3482 | 13.312 | Q1 |
2 | Journal of Biological Chemistry | 3297 | 5.486 | Q2 |
3 | Oncogene | 1783 | 8.756 | Q1 |
4 | Proceedings of the National Academy of Sciences of the United States of America | 1632 | 12.779 | Q1 |
5 | Cell | 1552 | 66.85 | Q1 |
6 | Clinical Cancer Research | 1318 | 13.801 | Q1 |
7 | Nature | 1296 | 69.504 | Q1 |
8 | Journal of Cell Biology | 1269 | 8.077 | Q1 |
9 | International Journal of Cancer | 1267 | 7.316 | Q1 |
10 | Nature Reviews Cancer | 1070 | 69.8 | Q1 |
Cocited references refer to references that are cited in two or more papers. When two or more papers cite the same reference, these citations are called "cocitations". In Table 6, we list the top 10 cocited references related to the study of integrins in CRC. The most cited article is Integrins: bidirectional, allosteric signaling machines by Richard O. Hynes, published in Cell, with 126 citations. This is followed by Integrins in cancer: biological implications and therapeutic opportunities", which were published in Nature Reviews Cancer, with 100 citations. The remaining eight papers had fewer than 100 citations at this time. Notably, two of the cocited documents were written by Richard O. Hynes.
Table 6
Top 10 most highly cited studies
Rank | Author | Journal | Title | Co-Citation | Year of publication |
1 | Richard O Hynes | Cell | Integrins: bidirectional, allosteric signaling machines | 126 | 2002 |
2 | Desgrosellier, JS | Nature Reviews Cancer | Integrins in cancer: biological implications and therapeutic opportunities | 100 | 2010 |
3 | Bates, Richard C | The Journal of Clinical Investigation | Transcriptional activation of integrin β6 during the epithelial-mesenchymal transition defines a novel prognostic indicator of aggressive colon carcinoma | 62 | 2005 |
4 | John D. Hood | Nature Reviews Cancer | Role of integrins in cell invasion and migration | 53 | 2002 |
5 | Siegel, Rebecca L. | CA-A Cancer Journal for Clinicians | Colorectal cancer statistics, 2017 | 48 | 2017 |
6 | Guo, Wenjun | Nature Reviews Molecular Cell Biology | Integrin signaling during tumor progression | 45 | 2004 |
7 | Livak, K J | Methods | Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. | 44 | 2001 |
8 | Giancotti, F G | Science | Integrin signaling. | 41 | 1999 |
9 | Richard O Hynes | Cell | Integrins: Versatility, modulation, and signaling in cell adhesion | 41 | 1992 |
10 | Yang, Guang-Yun | Cancer Science | Integrin alphavbeta6 mediates the potential for colon cancer cells to colonize in and metastasize to the liver | 40 | 2008 |
Citation bursts refer to instances in which papers in a field of research receive a large number of citations over a period of time, indicating that they were very influential during that time, perhaps because they posed important research questions, addressed research problems in the field, or opened up new research directions. Figure 5 shows the "Top 25 References with the Strongest Citation Bursts" chart generated by CiteSpace. The strongest citation burst since 2007 was published by Siegel, Rebecca L. et al. in the CA-A Cancer Journal for Clinicians [18], with a burst time from 2019 to the present. The earliest eruption was in 2007, with three citations, and the most recent eruption was in 2023, with seven citations.
Keyword analysis
Keyword analysis is one of the most commonly used analytical methods for identifying a research field and can be used to describe the subject and content of literature and understand the development of a research field. Figure 6A shows the keyword trend analysis in the Bibiometric R package, which sorts the keywords in the literature in chronological order and then combines them into a time series to study the research hotspots and trends in a group of literature. Early (2007–2011) research in this area focused on (1) alpha-3-beta-1 integrin, a protein-tyrosine kinase in nude mice; (2) laminin, a plasminogen- activator, rna; and (3) tyrosine kinase, a protein-kinase, and colon- carcinoma cells. The middle term (2011–2017) mainly focused on (1) motility, signaling pathways, and carcinoma cells; (2) binding, cancer cells, and the extracellular matrix; (3) in vitro, colon cancer, and adhesion; (4) integrin-linked kinase, angiogenesis, and cancer; (5) activation, breast cancer, and metastasis; and (6) growth, colorectal cancer, and expression. The focus of research in 2017–2021 shifted to (1) inhibition, epithelial- mesenchymal transition, and progression; (2) therapy, proliferation, and cell proliferation; (3) ulcerative colitis, inflammatory bowel disease, and promotion; (4) exosomes, tumorigenesis, and biomarkers; and (5) linked kinase ilk and macrophages.
Table 7 presents the 20 most frequently occurring related keywords, with "expression" having the highest frequency of co-occurrence. Figure 6B shows a visual analysis of cooccurring keywords based on VOSviewer, where all keywords have appeared at least 10 times and are categorized into five clusters represented by different colors. The size of the nodes corresponds to the frequency of keywords, while the thickness of the connections indicates the strength of co-occurrence between keywords. Notably, the two clusters headed by "expression" and "colorectal- cancer" appeared most frequently. In addition, Fig. 6C, which is based on the keyword outbreak analysis of CiteSpace, sheds light on recent research hotspots. Keywords such as "ulcerative colitis", "inflammatory bowel disease", "proliferation", "therapy", "promotes", and "tumor microenvironment" have been the focus of recent research efforts and have sustained relevance until 2023.
Table 7
Top 20 keywords with the highest number of integrins in CRC research
Rank | Keyword | Count |
1 | expression | 392 |
2 | colorectal-cancer | 265 |
3 | metastasis | 254 |
4 | integrin | 226 |
5 | colorectal cancer | 201 |
6 | migration | 187 |
7 | invasion | 167 |
8 | adhesion | 161 |
9 | cancer | 154 |
10 | breast-cancer | 149 |
11 | activation | 148 |
12 | growth | 139 |
13 | integrins | 116 |
14 | progression | 108 |
15 | apoptosis | 104 |
16 | proliferation | 102 |
17 | angiogenesis | 102 |
18 | colon-cancer | 100 |
19 | cells | 97 |
20 | epithelial-mesenchymal transition | 95 |