C-reactive protein-to-albumin ratio in peripheral artery disease
-
Pandit Bagus Tri Saputra
, Dinda Dwi Purwati
, Pratista Oktafia , Roy Bagus Kurniawan , Cornelia Ghea Savitri , Johanes Nugroho Eko Putranto, Chaq El Chaq Zamzam Multazam
, Mario D’Oria and Firas Farisi Alkaff
Abstract
Aim
The aim of this study was to assess the prognostic performance of the C-reactive protein-to-albumin ratio (CAR) in predicting mortality and amputation of peripheral artery disease (PAD) patients undergoing endovascular therapy (EVT).
Methods
We conducted a systematic search from the inception date to June 12, 2025, in eight databases and a manual search to cover gray literature. High and low CAR were defined according to the optimal cut-off from each study. Meta-analysis was performed to pool prognostic performance.
Result
A total of 1,451 subjects from five observational studies were included. The prevalence of mortality and amputation was 4.7 and 21.4%, respectively. Pre-procedural high CAR was associated with a higher risk of mortality (risk ratio [RR] 3.11; 95% confidence interval [CI] 1.22–8.18; I 2 = 40%) and amputation (RR 3.62; 95% CI 1.98–6.63; I 2 = 10%). The area under the receiver operating characteristic (ROC) curve of the summary ROC curve of high CAR was 0.75 (sensitivity 77% and specificity 56%) for mortality and 0.85 (sensitivity 85% and specificity 52%) for amputation. The positive predictive value of CAR to predict mortality and amputation was 29.9 and 10.5%, respectively, while the negative predictive value was 90.5 and 97.8%, respectively.
Conclusion
CAR was a potential prognostic biomarker to predict mortality and amputation in PAD patients undergoing EVT.
Graphical abstract

1 Introduction
Peripheral artery disease (PAD) refers to stenosis or occlusion of the arteries supplying the lower limbs, typically due to atherosclerosis, which is characterized by low-grade chronic inflammation [1,2]. Vascular wall inflammation is the basis of PAD pathophysiology and is associated with PAD severity [3]. Management of PAD that impairs daily activities often requires revascularization therapy, which may include endovascular therapy (EVT), open surgery, or hybrid approaches [4,5]. However, a feasible, cost-effective, and accurate prognostic biomarker has yet to be recommended.
C-reactive protein (CRP) is one of the most commonly used inflammatory biomarkers worldwide [6]. Previous studies showed the association between CRP and major cardiovascular events, including in PAD patients [7,8]. Albumin also serves as a prognostic laboratory parameter that is associated with mortality in various diseases [9]. Albumin concentration decreases as inflammation intensity increases [10]. The combination of CRP-to-albumin ratio (CAR) was reported as a better prognostic biomarker than CRP or albumin alone to predict mortality and major adverse events [11–14].
The efficacy of CAR examination holds the potential to serve as a prognostic biomarker for PAD patients undergoing EVT. The importance of simple, feasible, and low-cost prognostic biomarkers helps clinicians to identify high-risk PAD patients before the EVT procedure. However, there is no solid evidence providing accurate estimations of CAR’s prognostic performance. Therefore, this meta-analysis aimed to evaluate the prognostic roles of CAR to predict the outcomes of PAD patients undergoing EVT.
2 Materials and methods
The protocol of this review was registered in the International Prospective Register of Systematic Reviews (PROSPERO) under the registration number CRD42024527902 and has been written according to the guidelines from the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) 2020 (Table S1) [14].
2.1 Eligibility criteria
This review includes clinical trials and observational studies. The inclusion criteria were (1) PAD patients undergoing EVT, (2) reporting the CAR, (3) reporting of primary outcomes (mortality and/or amputation above or below the ankle) and/or secondary outcomes (restenosis), and (4) written in English. Studies that did not conduct CAR analysis (either CRP only, albumin only, or CRP and albumin without ratio analysis), only available as abstracts, case reports, reviews, meta-analyses, comments, or editorials, were excluded from this study. CAR is defined as C-reactive protein (as numerator) divided by albumin serum (as denumerator) [15]. Only studies reporting a CAR examination that was performed before the angiography procedure were included.
2.2 Data search strategy
A systematic search from the inception date to June 12, 2025, encompassing several databases such as ProQuest, Scopus, ScienceDirect, Web of Science, PubMed, LILACS, The Cochrane Library, and Sage, was performed. Two researchers conducted independent reviews of relevant studies. Any discrepancies were resolved together among the authors. The search terms applied were (“C-Reactive protein to albumin ratio” OR “CRP to albumin ratio” OR “CRP to prealbumin ratio” OR “CRP-Albumin ratio”) AND (“Peripheral Artery Disease” OR “Chronic Limb Threatening Ischemia” OR “Chronic Limb Ischemia” OR “Peripheral vascular disease” OR “Peripheral vascular occlusive disease”). The manual search was also performed to increase the coverage of gray literature. Further details can be observed in Table S2.
2.3 Quality assessment and data extraction
The quality of the selected studies was analyzed using the Newcastle-Ottawa Scale (NOS) quality assessment tool for observational studies [16], which was then categorized into three groups. Studies with ≥7 points were considered “good,” those with 2–6 points were considered “fair,” and those with ≤1 point were considered “poor” quality of study [16]. Two investigators conducted bias assessment independently, and any discrepancies were discussed among authors. The relevant data from the included studies were extracted into a pre-specified table comprising the first author’s name, study design, geographical location, sample size, participant characteristics, age distribution, patient’s comorbidity, the received medication, and outcomes. Any discrepancies in the extraction process were resolved through discussion among the authors.
2.4 Statistical analysis
The meta-analysis was conducted using R software version 4.2.2 (Posit PBC, USA). A default random-effect model meta-analysis was used to anticipate heterogeneity in all analyses. We estimated the association of CAR and outcomes with the risk ratio (RR). Furthermore, we collected diagnostic measures such as true positive, false positive, true negative, and false negative to generate pooled sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and area under the ROC curve (AUC). For the generation of pooled sensitivity, specificity, PPV, and NPV, the univariate model was utilized. Additionally, the bivariate model was used to establish summary receiver operating characteristic (sROC) curves and AUC. AUCs were not directly extracted from the AUC results of each study; instead, they were analyzed and aggregated from each diagnostic measure. The AUC value was interpreted according to Jayawant et Mandrekar [17], so that an AUC value of 0.5 indicates that CAR had no ability to distinguish patients’ outcomes, while values of 0.7–0.8 were considered to indicate an acceptable diagnostic power, values of 0.8–0.9 were considered excellent, and more than 0.9 would suggest outstanding discriminatory power.
Heterogeneity levels were categorized according to Higgins’ I² values, classifying them as negligible (0–25%), low (25–50%), moderate (50–75%), or high (>75%) [18]. Additionally, we performed leave-one-out sensitivity analyses to assess the influence of individual studies on the pooled estimate and to provide further clarity on the observed heterogeneity.
3 Results
3.1 Study selection and quality assessment
A systematic search was conducted across eight databases, resulting in a total of 258 titles and abstracts. A total of 122 titles and abstracts were excluded due to duplication, non-English language, irrelevant topics, or wrong publication type. After having screened and reviewed the full texts, five observational publications were eventually included in this meta-analysis [19–23]. The process by which studies were included in this review has been delineated within the PRISMA flow diagram (Figure 1). The risk of bias assessment showed that none of the included studies was considered high risk of bias (Tables S3 and S4).

PRISMA 2020 flow diagram of study selection.
3.2 Study characteristics
Out of the 1,451 total participants, 1186 (81.7%) were males, and the average age was older than 61 years. Four studies reported the severity of PAD, with the highest prevalence in Rutherford stage 3 involving 441 patients (28.2%) and Fontaine stage 2 involving 569 patients (57.1%). The comorbidities and baseline characteristics of the included studies are presented in Table 1.
Characteristics of included studies
| No | Author | Study design | Country | Study period | Sample size | Study population | Age (mean) | Male, n (%) | CAR examination | Cut-off | Comorbidities | Reported outcome (s) | Severity of PAD (n) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Kim et al. [23] | Retrospective Cohort | Korea | 2009–2019 | 307 | Patients with symptomatic lower extremity PAD who underwent EVT | 68.8 | 225 (73.30%) | Before the EVT | 0.63 | HT (76.5%) |
|
N/A |
| 70.5 | DM (53.7%) | ||||||||||||
| 70.4 | Dyslipidemia (69%) | ||||||||||||
| Smoking (32.9%) | |||||||||||||
| CKD (29.6%) | |||||||||||||
| ESRD (13.4%) | |||||||||||||
| Previous MI (11.4%) | |||||||||||||
| Previous EVT (6.5%) | |||||||||||||
| 2 | Süleymanoğlu et al. [19] | Cross-sectional | Turkey | 2015–2020 | 149 | Patients with the clinical features of possible PAD and/or CLTI who underwent EVT | 68.49 | 127 (85%) | Before the EVT | 0.19 | HT (64.4%) |
|
Rutherford |
| DM (47.7%) | Stage 0: 3 | ||||||||||||
| Hyperlipidemia (35.6%) | Stage 1: 6 | ||||||||||||
| Smoking (53.7%) | Stage 2: 33 | ||||||||||||
| CAD (66.4%) | Stage 3: 83 | ||||||||||||
| CKD (22.5%) | Stage 4: 10 | ||||||||||||
| AF (6%) | Stage 5: 10 | ||||||||||||
| CHF (20.1%) | Stage 6: 4 | ||||||||||||
| 3 | Tasbulak et al. [22] | Retrospective Cohort | Turkey | 2015–2020 | 685 | Patients with symptomatic lower extremity PAD who underwent EVT | 62.32 | 588 (85.83%) | Before the EVT | 0.80 | HT (72.8%) |
|
Fontaine |
| DM (59.7%) | Stage II: 484 | ||||||||||||
| CKD (25.3%) | Stage III: 117 | ||||||||||||
| COPD (16%) | Stage IV: 84 | ||||||||||||
| AF (9.3%) | Rutherford | ||||||||||||
| CAD (60.7%) | Stage 1: 1 | ||||||||||||
| Previous CVD (7.7%) | Stage 2: 120 | ||||||||||||
| Smoking (52.1%) | Stage 3: 358 | ||||||||||||
| Previous PAD (33.2%) | Stage 4: 107 | ||||||||||||
| Stage 5: 63 | |||||||||||||
| Stage 6: 36 | |||||||||||||
| 4 | Çalık et al. [20]* | Retrospective cohort | Turkey | 2015–2018 | 138 | Patients undergoing EVT for PAD | 61.5 | 112 (81.2%) | Before the EVT | 0.29 | HT (77.5%) | in-stent restenosis (ISR) | Fontaine |
| DM (55.8%) | Stage II: 85 | ||||||||||||
| Dyslipidemia (73.2%) | |||||||||||||
| Smoking (71.7%) | Stage III: 44 | ||||||||||||
| CAD (65.2%) | Stage IV: 9 | ||||||||||||
| 5 | Panç et al. [21]* | Retrospective Cohort | Turkey | 2015–2019 | 172 | Patients undergoing EVT for PAD | 64.1 | 134 (77.9%) | Before the EVT | N/A | HT (55.2%) |
|
Fontaine |
| DM (88.4%) | Stage III: 61 | ||||||||||||
| Hyperlipidemia (58.7%) | Stage IV: 111 | ||||||||||||
| Smoking (58.7%) | Rutherford | ||||||||||||
| Prior CAD (60.5%) | Stage 4: 64 | ||||||||||||
| CHF (17.4%) | Stage 5: 72 | ||||||||||||
| CKD (26.7%) | Stage 6: 22 | ||||||||||||
| AF (15.1%) | |||||||||||||
| History stroke (13.5%) | |||||||||||||
| Previous contralateral major amputation (4.7%) | |||||||||||||
| Previous ipsilateral minor amputation (9.3%) |
Abbreviations: CAR, C-reactive protein-to-albumin ratio; PAD, peripheral artery disease; EVT, endovascular therapy; CLTI, critical limb ischemia; CIA, common iliac artery; EIA, external iliac artery; TASC, The TransAtlantic InterSociety Consensus; HT, hypertension; DM, diabetes mellitus; CAD, coronary artery disease; CKD, chronic kidney disease; ESRD, end-stage renal disease; AF, atrial fibrillation; MI, myocardial infarction; CHF, chronic heart failure; MACLE, major adverse cardiovascular and leg events; MACE, major adverse cardiovascular events; MALE, major adverse limb events; MACCE, major cardiac and cerebrovascular events.
*Study not included in meta-analysis.
3.3 CAR examination
All of the studies analyzed CAR in relation to adverse outcomes following post-EVT [19–23]. The timing of blood sample collection for CAR examination varied, namely at admission [23], or after 12 h of fasting [19]. However, all patient examination was performed before EVT during the index hospitalization [19–23].
3.3.1 CAR for predicting mortality
Three studies comprising 1,141 patients were eligible for quantitative analysis. The prevalence of mortality at a range of 3-year follow-up times was 21.67% (247 patients). Comparison of mortality estimates for low and high CAR was 9.5 and 29.9%, respectively (p < 0.01). Patients with high CAR undergoing EVT had a 3.11 risk ratio of mortality (95% confidence interval [CI] 1.22–8.18), with an I 2 value of 40% as depicted in Figure 2. Furthermore, we conducted sensitivity, specificity, and AUC pooling for CAR in predicting mortality. The findings indicated that the sensitivity of CAR in predicting mortality was 77.11% (95% CI 67.60–86.62) and the specificity was 55.85% (95% CI 35.72–75.95). We observed significant heterogeneity among these studies from the sensitivity and specificity analysis, with I 2 = 98% and I 2 = 53%, respectively. To address this, we conducted a leave-one-out sensitivity analysis (Figures S1 and S2) on the studies assessing mortality, revealing that the omission of the study conducted by Tasbulak et al. [22] contributed to a better understanding of the observed heterogeneity [22]. The PPV and NPV were 29.89% (95% CI 22.37–37.41; I 2 = 63%) and 90.47% (95% CI 86.92–94.02; I 2 = 46%), respectively (Figure 3; Table 2). Additionally, a summary ROC curve was generated, with an AUC of 0.75 (Figure 4).

Forest plots of the association of CAR with amputation and mortality.

Forest plots of CAR for predicting mortality and amputation. (a) Pooled sensitivity, (b) pooled specificity, (c) pooled negative predictive value, and (d) pooled positive predictive value.
The overview of CAR as a prognostic tool for predicting mortality and amputation
| Mortality | Amputation | |||
|---|---|---|---|---|
| Value (%) | 95% CI | Value (%) | 95% CI | |
| Prevalence of H-CAR | 29.89 | 22.37–37.41 | 10.49 | 5.72–15.27 |
| Prevalence of L-CAR | 9.53 | 5.98–13.08 | 2.21 | 0.00–4.73 |
| Sensitivity | 77.11 | 67.60–86.62 | 84.59 | 76.46–92.73 |
| Specificity | 55.84 | 35.72–75.95 | 52.31 | 33.24–71.39 |
| PPV | 29.89 | 22.37–37.41 | 10.49 | 5.72–15.27 |
| NPV | 90.47 | 86.92–94.02 | 97.79 | 95.27–100.00 |
| AUC | 0.75 | 0.60–0.81 | 0.85 | 0.53–0.88 |

Summary ROC curves of CAR for predicting mortality and amputation.
3.3.2 CAR for predicting amputation
Out of 1,586 patients, 75 (4.72%) underwent amputation at a range of 3-year follow-up times. For the comparison, the incidence of amputation was 10.49% in high CAR and 2.21% in low CAR (p < 0.01). The meta-analysis revealed that patients with high CAR had a 3.6 risk for amputation (RR 3.62 [95% CI 1.98–6.63]), with an I 2 value of 10% (Figure 2). In addition, the pooled sensitivity of CAR in predicting amputation was 84.59% (95% CI 76.46–92.37%; I 2 = 0%) and the specificity was 52.31% (95% CI 33.24–71.39%; I 2 = 98%). The PPV and NPV were 10.49% (95% CI 5.72–15.27) and 97.79% (95% CI 95.27–100.00), respectively. Furthermore, an sROC curve was generated, showing an sAUC value of 0.82 (95% CI 0.53–0.88) (Figure 4). The significant heterogeneity was observed in pooled specificity (I 2 = 98%, Figure 3), warranting further investigation. A leave-one-out sensitivity analysis was performed (Figure S3); yet, it resulted in an insignificant reduction of heterogeneity.
3.3.3 Systematic review of secondary outcomes
The results of the study by Tasbulak et al. [22] and Kim et al. [23] showed no significant difference between high and low CAR with respect to myocardial infarction (MI) (p = 0.169, p = 0.133) and stroke (p = 0.169, p = 0.773) [22,23]. In addition, the study conducted by Çalik et al. [20] showed that a CAR value of >0.29 was found to be the optimal value to predict in-stent restenosis (ISR) (sensitivity 97.5% and specificity 88.8%, AUC 0.94; p < 0.01) [20]. Also, CAR was independently associated with ISR (hazards ratio [HR] 2.66 [95% CI 1.66–4.25] p < 0.01) [20]. Similarly, Tasbulak et al. [22] reported that patients with high CAR values had higher rates of restenosis (30.2 vs 10.3%, p < 0.05) [22]. After adjusting for confounding factors, the study found that high CAR values were independent predictors of restenosis in superficial femoral artery lesions (odds ratio 3.673 [95% CI 2.280–5.919]; p < 0.001) [22].
4 Discussion
PAD is a global public health issue with poor prognosis, necessitating cost-effective interventions and management of modifiable risk factors [24]. While the previous ESC-ESVS guidelines (published in 2017) [4] for PAD were lacking specific mention regarding the roles of prognostic biomarkers in this disease, the latest guideline stated that increased levels of CRP, D-dimer, fibrinogen, and NT-proBNP were associated with mortality and MACE in PAD patients [25]. This meta-analysis showed that high CAR was associated with a 3.1-fold higher risk of mortality and a 3.6-fold higher risk of amputation compared to low CAR levels in PAD patients undergoing EVT. Although direct cross-comparison remains difficult, these statistical values were considered higher than previously known laboratory prognostic biomarkers for PAD patients, such as D-dimer (RR: 2.22), hs-cTnT (RR: 3.1), adiponectin (RR: 1.99), and fibrinogen (RR: 2.08) [26–28]. Compared to CAR, high-sensitive CRP had a slightly higher RR (3.49) to predict mortality among PAD patients [29]. As noted, the included studies in this meta-analysis used CRP (not hs-CRP) [19–23], which may be more feasible and more widely used worldwide [30], especially in developing countries. Due to its capability to detect very low concentrations, the hs-CRP examination is well known to be a prognostic biomarker in various cardiovascular diseases, while CRP is more specifically used to diagnose infectious diseases [31]. However, our findings emphasize that when CRP was combined with albumin, it had a comparable association to hs-CRP in terms of mortality. Surprisingly, CAR had almost a twofold higher association with MALE (RR: 3.6) compared to hs-CRP (RR: 1.8).
This meta-analysis showed that the prognostic performance of CAR to predict mortality and amputation was satisfactory, with AUC values of 0.75 and 0.85, respectively. In addition, CAR was found to be a more accurate prognostic marker than CRP and albumin alone in predicting more severe and complex lesions in PAD patients (AUC: 0.649 vs 0.635 vs 0.632, respectively) [32]. Although the AUC value of CAR to predict mortality was considered good, this was mainly contributed by its high sensitivity (77 and 84%), while its specificity (55 and 52%) was considered moderate. In addition, CAR performance was still better than a prediction model created by Sprengers et al. [33] with 0.76 AUC (95% CI 0.71–0.80) and sensitivity at 1 and 5 years of follow-up that were 54 and 44%, respectively [33].
Our meta-analysis showed that CAR had a low PPV to predict (29%) mortality and amputation (10%) among PAD patients undergoing EVT. However, its NPV was considered high with 90% for mortality and 98% for amputation, which means that 98% of patients with low CAR had no mortality or amputation events during the 3-year follow-up. This result supports the role of CAR examination before EVT to identify patients who have more benefits from EVT. As noted, the incidence of mortality and amputation in this meta-analysis was 21 and 4.7%, respectively. The distinct outcomes incidence among diverse populations may result in different PPV and NPV [26].
Two studies showed that high CAR values were found to be associated with ISR, with an AUC value of 0.94 [20,22]. One of the most prominent factors associated with ISR was inflammation and endothelial dysfunction [20,22]. A study by Bleda et al. [34] showed that basal levels of inflammatory markers were related to an elevated number of early re-interventions following EVT for PAD [34]. After excluding patients with infectious or other inflammatory conditions, Süleymanoğlu et al. [19] reported that the inflammatory state reflected by CAR levels was strongly associated with mortality and amputation in PAD patients undergoing EVT [19]. Patients with high inflammatory status, showing elevated CAR, may require aggressive management including lipid-lowering treatment, antithrombotic therapy, anti-inflammatory drugs, exercise, and cardiovascular risk modification [35,36].
In addition, high CAR was not associated with MI and stroke after EVT [22,23]. However, it is important to note that the inflammatory process plays a significant role in the development and progression of atherosclerosis, leading to MI and stroke [37]. Further investigation is warranted. The varying baseline clinical severity and comorbidities of the study population potentially contribute to the bias of high CAR association with patient outcomes. Nevertheless, after multivariate logistic regression analysis for adjusting cofounding factor, two studies reported that CAR was still an independent predictor of amputation and mortality (age, gender, hypertension, diabetes mellitus, hyperlipidemia, chronic heart failure, smoking, CKD, atrial fibrillation, sepsis, Fontaine class, Rutherford class, Ankle-Brachial index, walking distance, hemoglobin, and The TransAtlantic InterSociety Consensus) (HR: 1.25–1.58) [19–21,23].
This meta-analysis had some limitations. First, the included studies were mostly from a Turkish population. Thus, the generalizability of this meta-analysis should be taken carefully when applied to other populations. Second, as the included studies assessed outcomes during a 3-year follow-up, the result of longer follow-up time (such as 5–10 years) may demonstrate a distinct pattern, and further studies are still warranted to confirm. Third, the included studies used different CAR cut-offs, though they reported a cut-off of ≥0.19. The number of included studies was limited regarding this specific topic; therefore, further subgroup analysis could not be done to elucidate the persisted heterogeneities. As noted, we had tried to anticipate this by performing a systematic search in eight large databases with an additional manual reference search. Therefore, further multi-center studies with larger sample sizes and longer follow-up durations are still warranted to support and confirm these present findings.
On the other hand, the strengths of this study are notable. It represents the first systematic review and meta-analysis addressing the prognostic roles of CAR in PAD patients undergoing EVT. This is particularly timely given the current intensive research on CAR’s role in atherosclerosis diseases, thereby contributing significantly to the field’s knowledge base. In addition, CAR is a simple and feasible laboratory parameter, and each component parameter is actually routinely used worldwide. The meta-analysis also poses a comprehensive approach that spans from pooled risk assessments of mortality and amputation to detailed prognostic performance metrics, such as sensitivity, specificity, NPV, PPV, and summary ROC curve analysis. We also discuss some outcomes that could not be meta-analyzed, including restenosis and MI.
5 Conclusions
The CAR provided good prognostic performance to predict mortality, amputation, and ISR among PAD patients undergoing EVT. The NPV of CAR to rule out mortality and amputation was 90 and 98%, respectively, during 3 years of follow-up. Therefore, CAR is a potential prognostic biomarker to predict catastrophic events in PAD patients scheduled for EVT.
Abbreviations
- ABI
-
Ankle-Brachial index
- AF
-
Atrial fibrillation
- AUC
-
Area under the ROC curve
- CAD
-
Coronary artery disease
- CAR
-
C-reactive protein-to-albumin ratio
- CHF
-
Chronic heart failure
- CIA
-
Common iliac artery
- CKD
-
Chronic kidney disease
- CLTI
-
Critical limb ischemia
- CRP
-
C-reactive protein
- DM
-
Diabetes mellitus
- EIA
-
External iliac artery
- ESRD
-
End-stage renal disease
- EVT
-
Endovascular therapy
- hs-CRP
-
High sensitive C-reactive protein
- HT
-
Hypertension
- ISR
-
In-stent restenosis
- MACE
-
Major adverse cardiovascular events
- MACLE
-
Major adverse cardiovascular and leg events
- MALE
-
Major adverse limb events
- MI
-
Myocardial infarction
- NOS
-
Newcastle–Ottawa scale
- NPV
-
Negative predictive value
- PAD
-
Peripheral artery disease
- PPV
-
Positive predictive value
- PRISMA
-
Preferred Reporting Items for Systematic Reviews and Meta-analysis
- PROSPERO
-
Prospective Register of Systematic Reviews
- ROC
-
Receiver operating characteristic
- RR
-
Risk ratio
- sAUC
-
summary area under the ROC curve
- sROC
-
summary receiver operating characteristic
- TASC
-
The TransAtlantic InterSociety Consensus
Acknowledgments
We acknowledge the insightful discussions with staff members of the Department of Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Airlangga – Dr. Soetomo General Academic Hospital, Surabaya, Indonesia.
-
Funding information: The authors declare that there is no funding information.
-
Author contributions: Study concept and design (PBTS, DDP, PO, RBK, CECZM, CGS, FFA, MD, and JNEP), acquisition of the data (PBTS, RBK, DDP), analysis and interpretation of the data (PBTS, PO, RBK, and DDP), drafting of the manuscript (PBTS, DDP, PO, CECZM), critical revision of the manuscript for important intellectual content (CGS, FFA, MD, and JNEP), statistical expertise (RBK), and acquisition of funding (PBTS, FFA, and JNEP).
-
Conflict of interest: The authors declare that there is no conflict of interest.
-
Data availability statement: All data are available in the manuscript and separated files as supplementary.
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- Health literacy and health-related quality of life: The mediating role of irrational happiness
- Modulatory effects of Lycium barbarum polysaccharide on bone cell dynamics in osteoporosis
- Mechanism research on inhibition of gastric cancer in vitro by the extract of Pinellia ternata based on network pharmacology and cellular metabolomics
- Examination of the causal role of immune cells in non-alcoholic fatty liver disease by a bidirectional Mendelian randomization study
- Clinical analysis of ten cases of HIV infection combined with acute leukemia
- Investigating the cardioprotective potential of quercetin against tacrolimus-induced cardiotoxicity in Wistar rats: A mechanistic insights
- Clinical observation of probiotics combined with mesalazine and Yiyi Baitouweng Decoction retention enema in treating mild-to-moderate ulcerative colitis
- Diagnostic value of ratio of blood inflammation to coagulation markers in periprosthetic joint infection
- Sex-specific associations of sex hormone binding globulin and risk of bladder cancer
- Core muscle strength and stability-oriented breathing training reduces inter-recti distance in postpartum women
- The ERAS nursing care strategy for patients undergoing transsphenoidal endoscopic pituitary tumor resection: A randomized blinded controlled trial
- The serum IL-17A levels in patients with traumatic bowel rupture post-surgery and its predictive value for patient prognosis
- Impact of Kolb’s experiential learning theory-based nursing on caregiver burden and psychological state of caregivers of dementia patients
- Analysis of serum NLR combined with intraoperative margin condition to predict the prognosis of cervical HSIL patients undergoing LEEP surgery
- Commiphora gileadensis ameliorate infertility and erectile dysfunction in diabetic male mice
- The correlation between epithelial–mesenchymal transition classification and MMP2 expression of circulating tumor cells and prognosis of advanced or metastatic nasopharyngeal carcinoma
- Tetrahydropalmatine improves mitochondrial function in vascular smooth muscle cells of atherosclerosis in vitro by inhibiting Ras homolog gene family A/Rho-associated protein kinase-1 signaling pathway
- A cross-sectional study: Relationship between serum oxidative stress levels and arteriovenous fistula maturation in maintenance dialysis patients
- A comparative analysis of the impact of repeated administration of flavan 3-ol on brown, subcutaneous, and visceral adipose tissue
- Identifying early screening factors for depression in middle-aged and older adults: A cohort study
- Perform tumor-specific survival analysis for Merkel cell carcinoma patients undergoing surgical resection based on the SEER database by constructing a nomogram chart
- Unveiling the role of CXCL10 in pancreatic cancer progression: A novel prognostic indicator
- High-dose preoperative intraperitoneal erythropoietin and intravenous methylprednisolone in acute traumatic spinal cord injuries following decompression surgeries
- RAB39B: A novel biomarker for acute myeloid leukemia identified via multi-omics and functional validation
- Impact of peripheral conditioning on reperfusion injury following primary percutaneous coronary intervention in diabetic and non-diabetic STEMI patients
- Clinical efficacy of azacitidine in the treatment of middle- and high-risk myelodysplastic syndrome in middle-aged and elderly patients: A retrospective study
- The effect of ambulatory blood pressure load on mitral regurgitation in continuous ambulatory peritoneal dialysis patients
- Expression and clinical significance of ITGA3 in breast cancer
- Single-nucleus RNA sequencing reveals ARHGAP28 expression of podocytes as a biomarker in human diabetic nephropathy
- rSIG combined with NLR in the prognostic assessment of patients with multiple injuries
- Toxic metals and metalloids in collagen supplements of fish and jellyfish origin: Risk assessment for daily intake
- Exploring causal relationship between 41 inflammatory cytokines and marginal zone lymphoma: A bidirectional Mendelian randomization study
- Gender beliefs and legitimization of dating violence in adolescents
- Effect of serum IL-6, CRP, and MMP-9 levels on the efficacy of modified preperitoneal Kugel repair in patients with inguinal hernia
- Effect of smoking and smoking cessation on hematological parameters in polycythemic patients
- Pathogen surveillance and risk factors for pulmonary infection in patients with lung cancer: A retrospective single-center study
- Necroptosis of hippocampal neurons in paclitaxel chemotherapy-induced cognitive impairment mediates microglial activation via TLR4/MyD88 signaling pathway
- Celastrol suppresses neovascularization in rat aortic vascular endothelial cells stimulated by inflammatory tenocytes via modulating the NLRP3 pathway
- Cord-lamina angle and foraminal diameter as key predictors of C5 palsy after anterior cervical decompression and fusion surgery
- GATA1: A key biomarker for predicting the prognosis of patients with diffuse large B-cell lymphoma
- Influencing factors of false lumen thrombosis in type B aortic dissection: A single-center retrospective study
- MZB1 regulates the immune microenvironment and inhibits ovarian cancer cell migration
- Integrating experimental and network pharmacology to explore the pharmacological mechanisms of Dioscin against glioblastoma
- Trends in research on preterm birth in twin pregnancy based on bibliometrics
- Four-week IgE/baseline IgE ratio combined with tryptase predicts clinical outcome in omalizumab-treated children with moderate-to-severe asthma
- Single-cell transcriptomic analysis identifies a stress response Schwann cell subtype
- Acute pancreatitis risk in the diagnosis and management of inflammatory bowel disease: A critical focus
- Effect of subclinical esketamine on NLRP3 and cognitive dysfunction in elderly ischemic stroke patients
- Interleukin-37 mediates the anti-oral tumor activity in oral cancer through STAT3
- CA199 and CEA expression levels, and minimally invasive postoperative prognosis analysis in esophageal squamous carcinoma patients
- Efficacy of a novel drainage catheter in the treatment of CSF leak after posterior spine surgery: A retrospective cohort study
- Comprehensive biomedicine assessment of Apteranthes tuberculata extracts: Phytochemical analysis and multifaceted pharmacological evaluation in animal models
- Relation of time in range to severity of coronary artery disease in patients with type 2 diabetes: A cross-sectional study
- Dopamine attenuates ethanol-induced neuronal apoptosis by stimulating electrical activity in the developing rat retina
- Correlation between albumin levels during the third trimester and the risk of postpartum levator ani muscle rupture
- Factors associated with maternal attention and distraction during breastfeeding and childcare: A cross-sectional study in the west of Iran
- Mechanisms of hesperetin in treating metabolic dysfunction-associated steatosis liver disease via network pharmacology and in vitro experiments
- The law on oncological oblivion in the Italian and European context: How to best uphold the cancer patients’ rights to privacy and self-determination?
- The prognostic value of the neutrophil-to-lymphocyte ratio, platelet-to-lymphocyte ratio, and prognostic nutritional index for survival in patients with colorectal cancer
- Factors affecting the measurements of peripheral oxygen saturation values in healthy young adults
- Comparison and correlations between findings of hysteroscopy and vaginal color Doppler ultrasonography for detection of uterine abnormalities in patients with recurrent implantation failure
- The effects of different types of RAGT on balance function in stroke patients with low levels of independent walking in a convalescent rehabilitation hospital
- Causal relationship between asthma and ankylosing spondylitis: A bidirectional two-sample univariable and multivariable Mendelian randomization study
- Correlations of health literacy with individuals’ understanding and use of medications in Southern Taiwan
- Correlation of serum calprotectin with outcome of acute cerebral infarction
- Comparison of computed tomography and guided bronchoscopy in the diagnosis of pulmonary nodules: A systematic review and meta-analysis
- Curdione protects vascular endothelial cells and atherosclerosis via the regulation of DNMT1-mediated ERBB4 promoter methylation
- The identification of novel missense variant in ChAT gene in a patient with gestational diabetes denotes plausible genetic association
- Molecular genotyping of multi-system rare blood types in foreign blood donors based on DNA sequencing and its clinical significance
- Exploring the role of succinyl carnitine in the association between CD39⁺ CD4⁺ T cell and ulcerative colitis: A Mendelian randomization study
- Dexmedetomidine suppresses microglial activation in postoperative cognitive dysfunction via the mmu-miRNA-125/TRAF6 signaling axis
- Analysis of serum metabolomics in patients with different types of chronic heart failure
- Diagnostic value of hematological parameters in the early diagnosis of acute cholecystitis
- Pachymaran alleviates fat accumulation, hepatocyte degeneration, and injury in mice with nonalcoholic fatty liver disease
- Decrease in CD4 and CD8 lymphocytes are predictors of severe clinical picture and unfavorable outcome of the disease in patients with COVID-19
- METTL3 blocked the progression of diabetic retinopathy through m6A-modified SOX2
- The predictive significance of anti-RO-52 antibody in patients with interstitial pneumonia after treatment of malignant tumors
- Exploring cerebrospinal fluid metabolites, cognitive function, and brain atrophy: Insights from Mendelian randomization
- Development and validation of potential molecular subtypes and signatures of ocular sarcoidosis based on autophagy-related gene analysis
- Widespread venous thrombosis: Unveiling a complex case of Behçet’s disease with a literature perspective
- Uterine fibroid embolization: An analysis of clinical outcomes and impact on patients’ quality of life
- Discovery of lipid metabolism-related diagnostic biomarkers and construction of diagnostic model in steroid-induced osteonecrosis of femoral head
- Serum-derived exomiR-188-3p is a promising novel biomarker for early-stage ovarian cancer
- Enhancing chronic back pain management: A comparative study of ultrasound–MRI fusion guidance for paravertebral nerve block
- Peptide CCAT1-70aa promotes hepatocellular carcinoma proliferation and invasion via the MAPK/ERK pathway
- Electroacupuncture-induced reduction of myocardial ischemia–reperfusion injury via FTO-dependent m6A methylation modulation
- Hemorrhoids and cardiovascular disease: A bidirectional Mendelian randomization study
- Cell-free adipose extract inhibits hypertrophic scar formation through collagen remodeling and antiangiogenesis
- HALP score in Demodex blepharitis: A case–control study
- Assessment of SOX2 performance as a marker for circulating cancer stem-like cells (CCSCs) identification in advanced breast cancer patients using CytoTrack system
- Risk and prognosis for brain metastasis in primary metastatic cervical cancer patients: A population-based study
- Comparison of the two intestinal anastomosis methods in pediatric patients
- Factors influencing hematological toxicity and adverse effects of perioperative hyperthermic intraperitoneal vs intraperitoneal chemotherapy in gastrointestinal cancer
- Endotoxin tolerance inhibits NLRP3 inflammasome activation in macrophages of septic mice by restoring autophagic flux through TRIM26
- Lateral transperitoneal laparoscopic adrenalectomy: A single-centre experience of 21 procedures
- Petunidin attenuates lipopolysaccharide-induced retinal microglia inflammatory response in diabetic retinopathy by targeting OGT/NF-κB/LCN2 axis
- Procalcitonin and C-reactive protein as biomarkers for diagnosing and assessing the severity of acute cholecystitis
- Factors determining the number of sessions in successful extracorporeal shock wave lithotripsy patients
- Development of a nomogram for predicting cancer-specific survival in patients with renal pelvic cancer following surgery
- Inhibition of ATG7 promotes orthodontic tooth movement by regulating the RANKL/OPG ratio under compression force
- A machine learning-based prognostic model integrating mRNA stemness index, hypoxia, and glycolysis‑related biomarkers for colorectal cancer
- Glutathione attenuates sepsis-associated encephalopathy via dual modulation of NF-κB and PKA/CREB pathways
- FAHD1 prevents neuronal ferroptosis by modulating R-loop and the cGAS–STING pathway
- Association of placenta weight and morphology with term low birth weight: A case–control study
- Investigation of the pathogenic variants induced Sjogren’s syndrome in Turkish population
- Nucleotide metabolic abnormalities in post-COVID-19 condition and type 2 diabetes mellitus patients and their association with endocrine dysfunction
- TGF-β–Smad2/3 signaling in high-altitude pulmonary hypertension in rats: Role and mechanisms via macrophage M2 polarization
- Ultrasound-guided unilateral versus bilateral erector spinae plane block for postoperative analgesia of patients undergoing laparoscopic cholecystectomy
- Profiling gut microbiome dynamics in subacute thyroiditis: Implications for pathogenesis, diagnosis, and treatment
- Delta neutrophil index, CRP/albumin ratio, procalcitonin, immature granulocytes, and HALP score in acute appendicitis: Best performing biomarker?
- Anticancer activity mechanism of novelly synthesized and characterized benzofuran ring-linked 3-nitrophenyl chalcone derivative on colon cancer cells
- H2valdien3 arrests the cell cycle and induces apoptosis of gastric cancer
- Prognostic relevance of PRSS2 and its immune correlates in papillary thyroid carcinoma
- Association of SGLT2 inhibition with psychiatric disorders: A Mendelian randomization study
- Motivational interviewing for alcohol use reduction in Thai patients
- Luteolin alleviates oxygen-glucose deprivation/reoxygenation-induced neuron injury by regulating NLRP3/IL-1β signaling
- Polyphyllin II inhibits thyroid cancer cell growth by simultaneously inhibiting glycolysis and oxidative phosphorylation
- Relationship between the expression of copper death promoting factor SLC31A1 in papillary thyroid carcinoma and clinicopathological indicators and prognosis
- CSF2 polarized neutrophils and invaded renal cancer cells in vitro influence
- Proton pump inhibitors-induced thrombocytopenia: A systematic literature analysis of case reports
- The current status and influence factors of research ability among community nurses: A sequential qualitative–quantitative study
- OKAIN: A comprehensive oncology knowledge base for the interpretation of clinically actionable alterations
- The relationship between serum CA50, CA242, and SAA levels and clinical pathological characteristics and prognosis in patients with pancreatic cancer
- Identification and external validation of a prognostic signature based on hypoxia–glycolysis-related genes for kidney renal clear cell carcinoma
- Engineered RBC-derived nanovesicles functionalized with tumor-targeting ligands: A comparative study on breast cancer targeting efficiency and biocompatibility
- Relationship of resting echocardiography combined with serum micronutrients to the severity of low-gradient severe aortic stenosis
- Effect of vibration on pain during subcutaneous heparin injection: A randomized, single-blind, placebo-controlled trial
- The diagnostic performance of machine learning-based FFRCT for coronary artery disease: A meta-analysis
- Comparing biofeedback device vs diaphragmatic breathing for bloating relief: A randomized controlled trial
- Serum uric acid to albumin ratio and C-reactive protein as predictive biomarkers for chronic total occlusion and coronary collateral circulation quality
- Multiple organ scoring systems for predicting in-hospital mortality of sepsis patients in the intensive care unit
- Single-cell RNA sequencing data analysis of the inner ear in gentamicin-treated mice via intraperitoneal injection
- Review Articles
- The effects of enhanced external counter-pulsation on post-acute sequelae of COVID-19: A narrative review
- Diabetes-related cognitive impairment: Mechanisms, symptoms, and treatments
- Microscopic changes and gross morphology of placenta in women affected by gestational diabetes mellitus in dietary treatment: A systematic review
- Review of mechanisms and frontier applications in IL-17A-induced hypertension
- Research progress on the correlation between islet amyloid peptides and type 2 diabetes mellitus
- The safety and efficacy of BCG combined with mitomycin C compared with BCG monotherapy in patients with non-muscle-invasive bladder cancer: A systematic review and meta-analysis
- The application of augmented reality in robotic general surgery: A mini-review
- The effect of Greek mountain tea extract and wheat germ extract on peripheral blood flow and eicosanoid metabolism in mammals
- Neurogasobiology of migraine: Carbon monoxide, hydrogen sulfide, and nitric oxide as emerging pathophysiological trinacrium relevant to nociception regulation
- Plant polyphenols, terpenes, and terpenoids in oral health
- Laboratory medicine between technological innovation, rights safeguarding, and patient safety: A bioethical perspective
- End-of-life in cancer patients: Medicolegal implications and ethical challenges in Europe
- The maternal factors during pregnancy for intrauterine growth retardation: An umbrella review
- Intra-abdominal hypertension/abdominal compartment syndrome of pediatric patients in critical care settings
- PI3K/Akt pathway and neuroinflammation in sepsis-associated encephalopathy
- Screening of Group B Streptococcus in pregnancy: A systematic review for the laboratory detection
- Giant borderline ovarian tumours – review of the literature
- Leveraging artificial intelligence for collaborative care planning: Innovations and impacts in shared decision-making – A systematic review
- Cholera epidemiology analysis through the experience of the 1973 Naples epidemic
- Risk factors of frailty/sarcopenia in community older adults: Meta-analysis
- Supplement strategies for infertility in overweight women: Evidence and legal insights
- Scurvy, a not obsolete disorder: Clinical report in eight young children and literature review
- A meta-analysis of the effects of DBS on cognitive function in patients with advanced PD
- Protective role of selenium in sepsis: Mechanisms and potential therapeutic strategies
- Strategies for hyperkalemia management in dialysis patients: A systematic review
- C-reactive protein-to-albumin ratio in peripheral artery disease
- Case Reports
- Delayed graft function after renal transplantation
- Semaglutide treatment for type 2 diabetes in a patient with chronic myeloid leukemia: A case report and review of the literature
- Diverse electrophysiological demyelinating features in a late-onset glycogen storage disease type IIIa case
- Giant right atrial hemangioma presenting with ascites: A case report
- Laser excision of a large granular cell tumor of the vocal cord with subglottic extension: A case report
- EsoFLIP-assisted dilation for dysphagia in systemic sclerosis: Highlighting the role of multimodal esophageal evaluation
- Molecular hydrogen-rhodiola as an adjuvant therapy for ischemic stroke in internal carotid artery occlusion: A case report
- Coronary artery anomalies: A case of the “malignant” left coronary artery and its surgical management
- Rapid Communication
- Biological properties of valve materials using RGD and EC
-
A single oral administration of flavanols enhances short
-term memory in mice along with increased brain-derived neurotrophic factor - Letter to the Editor
- Role of enhanced external counterpulsation in long COVID
- Expression of Concern
- Expression of concern “A ceRNA network mediated by LINC00475 in papillary thyroid carcinoma”
- Expression of concern “Notoginsenoside R1 alleviates spinal cord injury through the miR-301a/KLF7 axis to activate Wnt/β-catenin pathway”
- Expression of concern “circ_0020123 promotes cell proliferation and migration in lung adenocarcinoma via PDZD8”
- Corrigendum
- Corrigendum to “Empagliflozin improves aortic injury in obese mice by regulating fatty acid metabolism”
- Corrigendum to “Comparing the therapeutic efficacy of endoscopic minimally invasive surgery and traditional surgery for early-stage breast cancer: A meta-analysis”
- Corrigendum to “The progress of autoimmune hepatitis research and future challenges”
- Retraction
- Retraction of “miR-654-5p promotes gastric cancer progression via the GPRIN1/NF-κB pathway”
- Retraction of: “LncRNA CASC15 inhibition relieves renal fibrosis in diabetic nephropathy through downregulating SP-A by sponging to miR-424”
- Retraction of: “SCARA5 inhibits oral squamous cell carcinoma via inactivating the STAT3 and PI3K/AKT signaling pathways”
- Special Issue Advancements in oncology: bridging clinical and experimental research - Part II
- Unveiling novel biomarkers for platinum chemoresistance in ovarian cancer
- Lathyrol affects the expression of AR and PSA and inhibits the malignant behavior of RCC cells
- The era of increasing cancer survivorship: Trends in fertility preservation, medico-legal implications, and ethical challenges
- Bone scintigraphy and positron emission tomography in the early diagnosis of MRONJ
- Meta-analysis of clinical efficacy and safety of immunotherapy combined with chemotherapy in non-small cell lung cancer
- Special Issue Computational Intelligence Methodologies Meets Recurrent Cancers - Part IV
- Exploration of mRNA-modifying METTL3 oncogene as momentous prognostic biomarker responsible for colorectal cancer development
- Special Issue The evolving saga of RNAs from bench to bedside - Part III
- Interaction and verification of ferroptosis-related RNAs Rela and Stat3 in promoting sepsis-associated acute kidney injury
- The mRNA MOXD1: Link to oxidative stress and prognostic significance in gastric cancer
- Special Issue Exploring the biological mechanism of human diseases based on MultiOmics Technology - Part II
- Dynamic changes in lactate-related genes in microglia and their role in immune cell interactions after ischemic stroke
- A prognostic model correlated with fatty acid metabolism in Ewing’s sarcoma based on bioinformatics analysis
- Red cell distribution width predicts early kidney injury: A NHANES cross-sectional study
- Special Issue Diabetes mellitus: pathophysiology, complications & treatment
- Nutritional risk assessment and nutritional support in children with congenital diabetes during surgery
- Correlation of the differential expressions of RANK, RANKL, and OPG with obesity in the elderly population in Xinjiang
- A discussion on the application of fluorescence micro-optical sectioning tomography in the research of cognitive dysfunction in diabetes
- A review of brain research on T2DM-related cognitive dysfunction
- Metformin and estrogen modulation in LABC with T2DM: A 36-month randomized trial
- Special Issue Innovative Biomarker Discovery and Precision Medicine in Cancer Diagnostics
- CircASH1L-mediated tumor progression in triple-negative breast cancer: PI3K/AKT pathway mechanisms