Introduction
Surgical site infections (SSIs) remain a major concern in perioperative care, and effective antimicrobial prophylaxis plays is essential for their prevention. β-lactam antibiotics, particularly cephalosporins, such as cefazolin, are recommended as first-line agents due to their efficacy, safety, and narrow antimicrobial spectrum. Reference Bratzler, Dellinger and Olsen1–3
Patients who report an allergy to penicillin or cephalosporins often prescribed alternatives agents, such as clindamycin or vancomycin, which may provide suboptimal prophylactic coverage. Although β-lactam antibiotics should be avoided in cases of severe hypersensitivity, accumulating evidence suggests that 90–99% of patients with reported penicillin allergy are not truly allergic, and <3% react to cephalosporins. Reference Arroliga, Radojicic and Gordon4,Reference Sagar and Katelaris5 In clinical practice, many patients cannot recall specific symptoms or provide accurate documentation, with reported allergies often reflecting unrelated illnesses, such as viral infections. Consequently, inaccurate allergy labeling often leads to unnecessary use of broad-spectrum or less potent antibiotics, which increases healthcare costs, adverse drug events, and antimicrobial resistance. Reference Macy and Contreras6,Reference MacLaughlin, Saseen and Malone7 Moreover, observational studies have indicated that patients with self-reported β-lactam allergy may face a higher risk of SSIs, Reference Blumenthal, Ryan, Li, Lee, Kuhlen and Shenoy8,Reference Lam, Tarighi and Elligsen9 potentially due to the use of alternative prophylactic agents. Reference Deierhoi, Dawes, Vick, Itani and Hawn10,Reference Zastrow, Huang, Galatz, Saunders-Hao, Poeran and Moucha11 However, high-quality evidence directly assessing this association remains limited.
To address this gap, we conducted a systematic review and meta-analysis to evaluate the impact of reported β-lactam allergy on the incidence of SSIs.
Methods
Search strategy
We conducted this study in accordance with the PRISMA guidelines and confirmed that no similar or identical systematic reviews had been registered in the PROSPERO database (accessed on October 20, 2024). Reference Page, McKenzie and Bossuyt12 We systematically searched four electronic databases, namely MEDLINE (PubMed), the Cochrane Library (Cochrane Central Register of Controlled Trials—CENTRAL), Web of Science, and Ichushi-Web (a Japanese search engine of the Japan Medical Abstracts Society) for articles published between January 2000 and July 2025. The search strategy combined database-specific subject headings (eg, MeSH terms) and free-text terms to search for eligible studies: (“beta lactams”) AND (“hypersensitivity” OR “allergy”) AND (“surgical wound infection” OR “surgical site infection” OR “SSI”). Supplementary Table 1 provides the full search strategy. Additionally, we manually screened the reference lists of relevant original articles and reviews, as well as the “related citations” section in PubMed. No language restrictions were applied in the search.
Eligibility criteria and study selection
Two reviewers (YH and KM) independently screened the titles, abstracts, and full texts to identify eligible articles. Inclusion criteria were as follows: (1) original research articles, (2) participants underwent any type of surgical procedure, (3) documented preoperative assessment of β-lactam allergy, and (4) available data comparing the incidence of SSIs in patients with and without β-lactam allergy. Given the variability in definitions across the literature, β-lactam allergy in this study was broadly defined to encompass any severity of hypersensitivity reaction (eg, rash, flushing, urticaria, angioedema, anaphylaxis, itching, hypotension, blistering, and Stevens-Johnson syndrome). There were no restrictions on antibiotic dosage, intraoperative redosing, or postoperative continuation protocols. The exclusion criteria for the studies were as follows: (1) reviews, editorials, research letters, or protocols; (2) non-human participants; and (3) unclear documentation of allergy type. When multiple publications reported on the same study population, only the most recent data were included. Discrepancies between reviewers’ assessments were resolved by discussion with a third reviewer.
Data extraction
For every eligible study, two reviewers (YH and KM) independently extracted the following information using pretested standardized forms: first author, publication year, study design and location, participant numbers and characteristics, surgery type, wound class according to Centers for Disease Control and Prevention (CDC) classification, Reference Mangram, Horan, Pearson, Silver and Jarvis13 intraoperative redosing protocol, presence of postoperative antibiotics, types of antibiotics used, outcome definition, and outcome data (proportions for dichotomous outcomes or means and standard deviations [SD] for continuous data). Disagreements between the two reviewers were resolved by discussion with a third reviewer.
Outcomes and definitions
The primary outcome was the incidence of SSIs following preoperative antibiotic prophylaxis, comparing patients with reported β-lactam allergy to those without, regardless of the specific antibiotics used. Considering that the use of non-β-lactam antibiotics may increase the risk of SSIs, we also compared the incidence of SSIs between patients who received β-lactam antibiotics and those who received non-β-lactam alternatives. The non-β-lactam group was defined as patients receiving clindamycin, vancomycin, fluoroquinolones, aminoglycosides, or similar agents in at least 80% of cases, since expecting 100% adherence was not practical. Secondary outcomes included mortality, length of hospital stay (LOS), and antibiotic-related adverse events, such as hypersensitivity reactions or Clostridioides difficile infections. All outcomes were assessed according to the definitions provided in each study.
Risk of bias assessment
Two reviewers (YH and KM) independently assessed the risk of bias in the included studies, as described in the Cochrane Handbook for Systematic Reviews. Reference Cumpston, Li and Page14 For non-randomized studies, the Risk of Bias in Nonrandomized Studies of Interventions (ROBINS-I) tool was used, which evaluates seven domains (bias due to confounding, bias in selection of participants in the study, bias in classification of interventions, bias due to deviations from intended interventions, bias due to missing data, bias in measurement of outcomes, and bias in selection of reported results). Reference Sterne, Hernán and Reeves15 After the domain-level assessment, an overall risk of bias was determined for each study. Publication bias was evaluated using a funnel plot and statistical tests, including Begg’s test and Egger’s weighted regression statistics.
Statistical analysis
Meta-analysis was conducted using Review Manager for Mac (RevMan, Version 5.4, Copenhagen, Denmark; The Nordic Cochrane Center, The Cochrane Collaboration, 2020). Forest plots were constructed, and effect sizes were expressed as risk ratios (RRs) or mean differences (MDs) with 95% confidence intervals (CIs), calculated using the Mantel–Haenszel method and a random-effects model to account for both between-study variability and within-study sampling errors. Statistical heterogeneity among studies was assessed using I2 statistics. I2 values of ≥50%, 25–50%, and ≤25% were regarded as strong, moderate, and low (or no) heterogeneity, respectively. For sensitivity analysis, the quality of each article was scrutinized, and if a high degree of heterogeneity was detected (defined as I 2 ≥50%), an analysis excluding reports that contributed to the heterogeneity was conducted. Considering potential biases regarding the effectiveness of prophylactic antibiotics, we also conducted subgroup analyses by reanalyzing studies that investigated the variables of interest (study design, β-lactam allergy diagnosis method, prophylactic antibiotics used, and overall risk of bias). P-values were reported with a hypothesis testing set at a two-tailed significance level of <0.05.
Results
Study characteristics
Our initial search identified 1781 studies from the four electronic databases and reference lists, from which 449 duplicate studies were removed (Figure 1). After screening titles and abstracts, 73 studies were selected for full-text review. Ultimately, 25 studies Reference Blumenthal, Ryan, Li, Lee, Kuhlen and Shenoy8,Reference Lam, Tarighi and Elligsen9,Reference Beltran, Kako, Chovanec, Ramesh, Bissonnette and Tobias16–Reference Narayanan, Carter and Toci38 comprising 460,284 participants from the United States, Canada, France, and China, were included in the meta-analysis.
Flowchart of the selection process for the studies included in this analysis.

Table 1 summarizes the key characteristics of the included studies. Seven studies Reference Beltran, Kako, Chovanec, Ramesh, Bissonnette and Tobias16,Reference Tan, Springer, Ruder, Ruffolo and Chen17,Reference Yian, Chan, Burfeind, Navarro, Singh and Dillon22,Reference Johnston, Godecker, Shirley and Antony27,Reference Roebke, Malik, Khan and Yu30,Reference Seidelman, Moehring, Weber, Anderson and Lewis32,Reference Bukowski, Torres-Ramirez and Devine37 employed a multicenter retrospective designs, while the remaining 18 had single-center retrospective designs. No randomized controlled trials or prospective studies were identified. Ten studies included a mixed surgical population, while the other 15 studies focused on specific surgical patients: orthopedic, Reference Tan, Springer, Ruder, Ruffolo and Chen17,Reference Stone, Kelmer, MacDonald, Clance and King19,Reference Yian, Chan, Burfeind, Navarro, Singh and Dillon22,Reference Roebke, Malik, Khan and Yu30,Reference Niu, Zhang, Li, Bian, Zhang and Wang35,Reference Bukowski, Torres-Ramirez and Devine37,Reference Narayanan, Carter and Toci38 neurological, Reference Nguyen, Coggins and Jain18,Reference Niu, Bao, Wei, Shi, Ma and Wang34 liver transplant, Reference Motoa, Carrillo-Martin and Chamorro-Pareja20 cardiac, Reference Plager, Mancini and Fu21 oral and maxillofacial, Reference Bertin, Meyer, Chatelain, Barrabé, Weber and Louvrier26,Reference Roistacher, Heller, Ferraro and August31 cesarean, Reference Johnston, Godecker, Shirley and Antony27 or colorectal Reference Khan, Wolford and Ogola28 surgery.
Characteristics of the studies included in the meta-analysis

BLA, β-lactam allergy; CDC, Centers for Disease Control and Prevention; ICD, International Classification of Diseases; MCR, multicenter retrospective; N/A, not available; NHSN, National Healthcare Safety Network; NSQIP, National Surgical Quality Improvement Program; SCR, single-center retrospective; SSI, surgical site infection.
a The cohort included 513 patients who underwent 570 surgical procedures.
b The cohort included 8385 patients who underwent 9004 surgical procedures.
c The cohort included 690 patients who underwent 735 surgical procedures.
d The cohort included 1126 patients who underwent 1156 surgical procedures.
e Matched cohort of patients with reported β-lactam allergy and those without β-lactam allergy.
f Data set in which patients with reported β-lactam allergy received only non-β-lactam antibiotics.
g Data set in which patients with reported β-lactam allergy received β-lactam antibiotics, and patients without reported β-lactam allergy received non-β-lactam antibiotics.
Most studies did not report intraoperative antibiotic dosages or postoperative continuation protocols. However, four studies Reference Beltran, Kako, Chovanec, Ramesh, Bissonnette and Tobias16,Reference Nguyen, Petrucci, Daily, Brown, Pettit and Pisano25,Reference Niu, Bao, Wei, Shi, Ma and Wang34,Reference Bukowski, Torres-Ramirez and Devine37 included intraoperative redosing, and four reported Reference Basma and Misch23,Reference Nguyen, Petrucci, Daily, Brown, Pettit and Pisano25,Reference Roistacher, Heller, Ferraro and August31,Reference Bukowski, Torres-Ramirez and Devine37 postoperative continuation of antibiotics. Regarding prophylactic antibiotics, patients with β-lactam allergy primarily received non-β-lactam alternatives, such as clindamycin, vancomycin, gentamicin, and fluoroquinolones. In 13 studies, Reference Blumenthal, Ryan, Li, Lee, Kuhlen and Shenoy8,Reference Tan, Springer, Ruder, Ruffolo and Chen17–Reference Motoa, Carrillo-Martin and Chamorro-Pareja20,Reference Yian, Chan, Burfeind, Navarro, Singh and Dillon22,Reference Basma and Misch23,Reference Nguyen, Petrucci, Daily, Brown, Pettit and Pisano25,Reference Bertin, Meyer, Chatelain, Barrabé, Weber and Louvrier26,Reference Mowrer, Lyden and Matthews29,Reference Roistacher, Heller, Ferraro and August31,Reference Niu, Zhang, Li, Bian, Zhang and Wang35,Reference Scaggs Huang, Mangeot and Sucharew36 non-β-lactam alternatives were used in more than 80% of cases, and in seven of these, Reference Tan, Springer, Ruder, Ruffolo and Chen17,Reference Nguyen, Coggins and Jain18,Reference Motoa, Carrillo-Martin and Chamorro-Pareja20,Reference Yian, Chan, Burfeind, Navarro, Singh and Dillon22,Reference Basma and Misch23,Reference Bertin, Meyer, Chatelain, Barrabé, Weber and Louvrier26,Reference Scaggs Huang, Mangeot and Sucharew36 all patients received only non-β-lactam agents. In contrast, across all studies, patients without a β-lactam allergy predominantly received β-lactam antibiotics, especially cephalosporins, such as cefazolin.
Eight studies Reference Lam, Tarighi and Elligsen9,Reference Beltran, Kako, Chovanec, Ramesh, Bissonnette and Tobias16,Reference Stone, Kelmer, MacDonald, Clance and King19,Reference Basma and Misch23,Reference Fosnot, Currier, Pendell and Jeffres24,Reference Khan, Wolford and Ogola28,Reference Roebke, Malik, Khan and Yu30,Reference Seidelman, Moehring, Weber, Anderson and Lewis32 determined β-lactam allergy solely by patient-reported history, whereas the others assessed allergy through clinician observation, skin testing, or provocation testing. Additionally, 15 studies defined SSI according to the National Healthcare Safety Network criteria, one Reference Khan, Wolford and Ogola28 used the National Surgical Quality Improvement Program criteria, one Reference Bertin, Meyer, Chatelain, Barrabé, Weber and Louvrier26 used its own definition, and another three Reference Tan, Springer, Ruder, Ruffolo and Chen17,Reference Roebke, Malik, Khan and Yu30,Reference Bukowski, Torres-Ramirez and Devine37 applied the International Classification of Diseases, 9th or 10th Revision criteria.
Surgical site infection
Twenty-three studies compared the incidence of SSIs between patients with and without reported β-lactam allergy, regardless of the antibiotics used. Meta-analysis demonstrated a significantly higher SSI risk in patients with β-lactam allergy than in those without (RR = 1.55, 95%CI = 1.24–1.94, I 2 = 81%; Figure 2). Despite high heterogeneity, post-hoc sensitivity analyses indicated that the increased risk persisted even after excluding the studies with different SSI definitions Reference Tan, Springer, Ruder, Ruffolo and Chen17,Reference Motoa, Carrillo-Martin and Chamorro-Pareja20,Reference Basma and Misch23,Reference Bertin, Meyer, Chatelain, Barrabé, Weber and Louvrier26,Reference Khan, Wolford and Ogola28,Reference Roebke, Malik, Khan and Yu30,Reference Bukowski, Torres-Ramirez and Devine37,Reference Narayanan, Carter and Toci38 (RR = 1.71, 95%CI = 1.36–2.14, I 2 = 57%), or pediatric populations Reference Scaggs Huang, Mangeot and Sucharew36 (RR = 1.58, 95%CI = 1.26–1.99, I 2 = 82%). Furthermore, analysis by type of prophylactic antibiotic in thirteen studies demonstrated a significantly lower SSI risk among patients treated with β-lactam agents than among those treated with non-β-lactam alternatives (RR = 0.63, 95%CI = 0.42–0.94, I 2 = 82%; Figure 3).
Meta-analysis of surgical site infection stratified by β-lactam allergy status. M–H, Mantel–Haenszel method; random, random-effects model; CI, confidence interval.

Meta-analysis of surgical site infection stratified by antibiotic type. M–H, Mantel–Haenszel method; random, random-effects model; CI, confidence interval.

Subgroup analysis revealed a significantly higher risk of SSIs in patients with reported β-lactam allergy than in those without across several settings: six studies relying solely on patient-reported allergy history (RR = 1.94, 95%CI = 1.16–3.25, I 2 = 93%), 12 studies in which the non-allergy group received cefazolin-based prophylaxis (RR = 1.26, 95%CI = 1.03–1.55, I 2 = 39%), and six studies with an overall moderate risk of bias (RR = 1.43, 95%CI = 1.14–1.78, I 2 = 5%). Detailed results of the subgroup analyses are provided in Supplementary Figure 1.
Length of hospital stay and hypersensitivity reactions
Three studies compared the LOS between patients with and without reported β-lactam allergy. Median LOS ranged from 6.2 to 8.0 days in the β-lactam allergy group and from 6.4 to 10 days in the non-allergy group. Meta-analysis revealed no significant difference in LOS between the two groups (MD = –0.25, 95% CI = –1.53 to 1.03, I2 = 73%; Figure 4).
Meta-analysis of length of hospital stay stratified by β-lactam allergy status. M–H, Mantel–Haenszel method; random, random-effects model; CI, confidence interval.

Regarding adverse events, two studies compared the hypersensitivity reaction rates in β-lactam-allergic patients receiving cefazolin versus those receiving clindamycin or vancomycin. The pooled rates of hypersensitivity reactions were 1.4% for cefazolin, 2.2% for clindamycin, and 1.7% for vancomycin. Meta-analysis demonstrated no significant difference in the rates of hypersensitivity reaction between cefazolin and clindamycin (RR = 0.61, 95%CI = 0.23–1.58, I 2 = 0%; Figure 5) or between cefazolin and vancomycin (RR = 0.73, 95%CI = 0.18–3.00, I 2 = 0%; Figure 5). No study reported data on other adverse events or mortality outcomes.
Meta-analysis of hypersensitivity reaction stratified by antibiotic type in patients with documented β-lactam allergy. M–H, Mantel–Haenszel method; random, random-effects model; CI, confidence interval.

Risk of bias assessment
The results of the risk of bias assessment are shown in Supplementary Table 2. Overall, only six studies had a moderate risk of bias, whereas 19 others were judged to have a serious risk of bias due to inadequate control of confounding factors. The six studies with moderate risk implemented 1:1 matching based on comorbidities and other baseline characteristics, thereby providing some adjustment for confounding. For all other domains, the included studies were classified as having either low or moderate risk of bias.
Additionally, publication bias was not evident, as Begg’s test (P = 0.196) and Egger’s test (P = 0.773) showed no significant evidence of bias, despite a slight asymmetry in the funnel plot (Supplementary Figure 2).
Discussion
Several antibiotic regimens and surgical types were evaluated in this study. Despite heterogeneity in patient characteristics, intraoperative and postoperative antibiotic protocols, and definitions of SSIs owing to limited clinical data, our findings indicate that patients with a reported β-lactam allergy face a significantly higher risk of developing SSIs than those without such an allergy. Notably, our meta-analysis demonstrates that reported β-lactam allergy is associated with an approximately 50% higher incidence of SSIs. Furthermore, the analysis comparing prophylactic antibiotic classes revealed that patients who received β-lactam antibiotics had a significantly lower risk of SSIs than that of patients who received non-β-lactam alternatives, underscoring the clinical importance of antibiotic selection in perioperative management.
Subgroup analysis revealed that the association between reported β-lactam allergy and SSI risk remained statistically significant regardless of the allergy verification method. Although studies based solely on patient-reported histories showed slightly higher point estimates, the elevated risk of SSI was observed consistently across all subgroups. These findings emphasize the clinical importance of β-lactam allergy assessment in surgical patients and reinforce the need for standardized evaluation to guide antimicrobial decision-making. Most patients labeled as penicillin- or β-lactam-allergic are not truly allergic. For example, Park et al. found that 85–90% of patients with self-reported penicillin allergy had negative results on penicillin skin testing, highlighting the high prevalence of inaccurate allergy labels. Reference Park, Markus, Matesic and Li39 Similarly, Blanca et al. reported that β-lactam hypersensitivity often diminishes over time, with allergic reactions resolving in approximately 50% of patients after 5 years and 80% after 10 years. Reference Blanca, Torres and García40 These findings underscore the importance of accurate allergy assessment and support the re-evaluation of reported β-lactam allergies. The Penicillin Allergy Decision Rule (PEN-FAST) tool has emerged as a validated clinical decision aid that identifies patients at low risk of true penicillin allergy, enabling the safe use of β-lactam in surgical settings. Reference Trubiano, Vogrin and Chua41 Accordingly, a recent pharmacist-driven penicillin allergy de-labeling intervention among patients who undergone cardiothoracic and spine surgery significantly increased preoperative cefazolin use from 71.0% to 88.9%, without increasing hypersensitivity-related complications. Reference Crum, Gagnon, Thumann, Sidebottom, Vacquier and Gens42 Such structured assessments in high-risk surgical populations may help optimize antimicrobial prophylaxis and reduce unnecessary vancomycin use. Accurately distinguishing patients without a true allergy allows for the effective and safe administration of β-lactam antibiotics during surgery, potentially lowering the risk of SSIs.
Our meta-analysis found no significant differences in hypersensitivity reaction rates between patients receiving β-lactam antibiotics and those given alternative agents, with only mild, non-severe reactions reported in the two studies that assessed this outcome. In particular, Beltran et al. Reference Beltran, Kako, Chovanec, Ramesh, Bissonnette and Tobias16 recorded urticaria in one patient (0.7%) receiving cephalosporins and mild cutaneous symptoms in eight patients (2.0%) receiving clindamycin. Meanwhile Fosnot et al. Reference Fosnot, Currier, Pendell and Jeffres24 observed non-severe reactions, such as hypotension, flushing, angioedema, and dyspnea across all antibiotic groups. Although concerns remain regarding penicillin–cephalosporin cross-reactivity, current evidence suggests that the risk is low and primarily related to side-chain similarities rather than the β-lactam ring itself. Cefazolin, which exhibits a unique side-chain structure, Reference Blumenthal, Peter, Trubiano and Phillips43 poses minimal cross-reactivity risk—even in patients with a reported penicillin allergy—making it a reasonable prophylactic option for those without a confirmed history of severe hypersensitivity reactions.
While we did not observe significant differences in secondary outcomes, such as LOS, this finding should be interpreted with caution. SSIs frequently develop after discharge, and LOS may not fully capture the extent of postoperative complications. Additionally, readmissions or outpatient management of SSIs may have been inconsistently reported across the included studies, potentially underestimating the true clinical burden. Therefore, our analysis does not reflect postdischarge events or the associated economic implications, which remain relevant to patient care and outcomes.
This study has some limitations. First, all included studies were observational and differed in their definition of β-lactam allergy, SSIs, and antibiotic protocols. While several studies used matching or adjustment to address confounding, residual bias is likely. Potential confounders include patient demographic characteristics, comorbidities, surgical complexity, antibiotic choice, and other contextual factors, such as healthcare exposure and socioeconomic status, which were inconsistently accounted for. In addition, many studies were evaluated to have a serious risk of bias; however, our subgroup analysis excluding these studies confirmed the robustness of the association between β-lactam allergy and SSI risk. Nonetheless, the presence of study-level bias may influence the observed estimates. Future prospective studies with standardized definitions and allergy verification are warranted to reduce confounding and improve causal inference. Second, the reliance on retrospective data and inconsistent documentation of intraoperative and postoperative antibiotic protocols may introduce information bias. In particular, methicillin-resistant Staphylococcus aureus (MRSA) colonization status—an important modifier of infection risk and determinant of prophylactic antibiotic selection—was not reported in most studies, precluding our ability to adjust for this variable in the analysis. Third, only a few studies reported secondary outcomes such as mortality or Clostridioides difficile infection, limiting our ability to draw definitive conclusions on broader clinical consequences. Despite these limitations, this study has several strengths. To the best of our knowledge, it represents the most comprehensive quantitative synthesis to date of the impact of β-lactam allergy on SSI risk, incorporating over 460,000 patients across diverse surgical populations. Rigorous inclusion criteria, sensitivity analyses, and subgroup assessments provide robustness to our findings.
In conclusion, reported β-lactam allergy is associated with a significantly higher risk of SSIs, likely mediated by the substitution of β-lactam agents with less effective alternatives. These results emphasize the clinical importance of verifying β-lactam allergy histories, ideally through structured assessments, including skin testing and direct oral challenge when appropriate. Efforts to de-label inappropriate β-lactam allergies should be prioritized as part of antibiotic stewardship. Future prospective studies and interventional trials are warranted to further elucidate optimal strategies for perioperative antibiotic prophylaxis in this high-risk population.
Supplementary material
To view supplementary material for this article, please visit https://doi.org/10.1017/ice.2025.10294
Data availability statement
All data generated or analyzed in this study are included in the published article.
Acknowledgements
We would like to thank Editage (www.editage.jp) for the English language editing.
Author contribution
Yuki Hanai: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Writing—original draft, Writing—review and editing. Jun Hirai: Conceptualization, Methodology, Project administration, Supervision, Writing—original draft, Writing—review and editing. Kazuhiro Matsuo: Data curation, Formal analysis, Investigation, Methodology. Keita Kouzu, Hiroji Shinkawa, Seiichi Shinji, Motomu Kobayashi, Yuichi Kitagawa, Chizuru Yamashita, Yasuhiko Mohri, Hiroshi Nobuhara, Katsunori Suzuki, Junzo Shimizu, Motoi Uchino, and Seiji Haji: Methodology, Writing—review and editing. Masahiro Yoshida, Toru Mizuguchi, Toshihiko Mayumi, and Yuko Kitagawa: Methodology, Supervision, Writing—review and editing. Hiroki Ohge: Conceptualization, Methodology, Project administration, Supervision, Writing—original draft, Writing—review and editing.
Financial support
None reported.
Competing interests
All authors report no conflicts of interest relevant to this article.
