Pancreatic cancer is one of the most lethal malignancies with a low 5-year relative survival rate of only 11%.1 Surgical resection is the only potentially curative treatment option for patients with pancreatic cancer. Postoperative recurrence rates are high and most patients fail to achieve long-term survival despite advances in surgical procedures.2 Thus, appropriate and quantitative evaluation is required to select candidates for surgical resection and identify patients at high risk of recurrence.
Sarcopenia, which is a loss of skeletal muscle mass and strength, was identified as a poor prognostic predictor in patients with pancreatic cancer undergoing pancreatic surgery.3 Moreover, our previously published study revealed that preoperative skeletal muscle loss and octogenarian status predicted the failure of S-1 adjuvant chemotherapy completion in patients with pancreatic cancer undergoing pancreatic surgery.4 The currently revised international consensus suggests low muscle strength, which was identified using grip strength and chair stand test, as the primary parameter of sarcopenia.5 The European Working Group on Sarcopenia in Older People (EWGSOP2) algorithm recommended the next step of muscle quantity or quality evaluation as bioelectrical impedance analysis (BIA), dual-energy X-ray absorptiometry, magnetic resonance imaging, or computed tomography (CT) for sarcopenia diagnosis.5 Moreover, the severity of sarcopenia is identified by physical performance measures, such as gait speed. These diagnostic methods are costly, time-consuming, and not widely available in clinical practice. Therefore, simple and noninvasively obtained biomarkers are needed to diagnose sarcopenia and predict the prognosis of patients with pancreatic cancer.
Serum creatinine (Cr) is the most common clinical marker of the glomerular filtration rate (GFR) and renal function.6 In general, serum Cr is affected by skeletal muscle mass because it is an endogenous product of muscle catabolism. Therefore, the serum Cr level has been used as a useful approximation of muscle mass.7 Meanwhile, cystatin C (CysC) is a small protein derived from all nucleated cells and is reabsorbed and completely catabolized at the proximal tubule. Moreover, its production is less affected by muscle mass. Thus, CysC is considered a more reliable marker of renal function than serum Cr.8 Recently, several reports revealed that the Cre/CysC ratio, calculated as the serum Cr divided by the serum CysC, was a biomarker for low skeletal muscle mass and sarcopenia in different populations, including patients with type 2 diabetes,9 non-dialysis chronic kidney disease,10 and the elderly.11 A most recent study revealed the serum Cr/CysC ratio as a surrogate marker and prognostic indicator in patients with esophageal and gastric cancer.12,13 However, the value of the Cr/CysC ratio in patients with pancreatic cancer was not reported. Therefore, this study aimed to investigate the association between the Cr/CysC ratio and the prognosis in patients with pancreatic cancer after pancreatic surgery.
METHODS Study design and participantsThis study retrospectively analyzed 88 patients with pancreatic ductal carcinoma (PDAC) who underwent pancreatic resection from January 2017 to December 2020 in the Department of Hepatobiliary and Pancreatic Surgery at Gunma University Hospital. The study was approved by the Ethics Committee of the study hospital (HS2019-306) and met the institutional guidelines and the Declaration of Helsinki. We excluded patients with intraductal papillary mucinous carcinoma.
Treatment and data collectionDemographic and clinical characteristics and treatment-related details of all patients were collected from the medical records. Surgical procedures were performed according to institutional policies and institutional cancer board recommendations. Postoperative complications in 30 days were recorded and scored according to the Clavien–Dindo classification.14 Resected tumors were classified according to the TNM Classification of Malignant Tumors of the Union for International Cancer Control (8th version).
Relapse-free survival (RFS) is the period from the date of surgery until the date of documented disease progression or all-cause death. Overall survival (OS) is the period from the date of surgery to the date of all-cause death.
Laboratory measurementsFrozen serum samples collected on the morning of surgery were used to measure CysC. Serum CysC levels were quantified using latex agglutination turbidimetric immunoassay (N-assay LA CysC NITTOBO; Nitto Boseki Co., Ltd.) at the central laboratory of Gunma University Hospital. Circulating Cr levels were measured by routine blood tests on the day before surgery. Differences in sample collection timings were within 24 h. According to the literature, the Cr/CysC ratio was calculated as follows: Cr/CysC ratio = {(serum Cr (mg/dL))/serum CysC (mg/L)} × 100.
Skeletal muscle mass and strength assessmentThe area of skeletal muscle mass at the inferior aspect of the third lumbar vertebra (L3) was measured using CT images obtained within 30 days preoperatively. A trained investigator blinded to all anthropometric and surgical characteristics identified and measured the skeletal muscle area using a dedicated processing system, the volume analyzer SYNAPSE VINCENT (Fujifilm Medical, Tokyo, Japan), to minimize measurement bias. The cross-sectional area (cm2) of the skeletal muscle in the L3 region was measured by rough manual outlining on CT images, and the total cross-sectional area of the segmented tissue was automatically calculated. Muscle areas computed from each image were normalized as follows: Skeletal muscle mass index (SMI) = cross-sectional areas of the skeletal muscle mass in the L3 region/height2 (cm2/m2). The cutoff values for the SMI (cm2/m2) were 42 cm2/m2 for males and 38 cm2/m2 for females, as proposed by the Japan Society of Hepatology.15
Muscle strength was identified using hand grip strength. The cutoff values for hand grip strength were 28 kg for males and 18 kg for females, according to the Asian Working Group for Sarcopenia.16 Sarcopenia was defined as low muscle strength (<28 kg for males and <18 kg for females), plus low SMI (<42 cm2/m2 for males and <38 cm2/m2 for females).
Evaluation of inflammatory and nutritional factorsWe evaluated prognostic indicators based on inflammatory and nutritional factors, including neutrophil-to-lymphocyte ratio (NLR) and prognostic nutritional index (PNI). PNI was calculated as 10 × serum albumin (g/dL) + 0.005 × total lymphocyte count (/mm3).17
Follow-upAll patients were examined every 3 months by tumor marker and CT scan for recurrence after discharge. Recurrent PDAC was treated by chemotherapy, radiotherapy, or heavy ion radiotherapy depending on the recurrence situation.
Statistical analysisCategorical variables were assessed using the chi-square test or Fisher's exact test, as appropriate. Survival curves were estimated using the Kaplan–Meier method, and the log-rank test was used to analyze the differences between the curves. Cox proportional hazards model analysis was performed in univariate and multivariate analyses of prognostic factors. All statistical analyses were performed using the JMP Pro 14 statistical software (SAS Institute, Cary, NC, USA). A p-value of <0.05 was considered statistically significant.
RESULTS Clinical characteristics of patients in the two groups classified by the Cr/The receiver operating characteristic curve (ROC) was plotted to determine the optimum serum Cr/CysC ratio for predicting mortality after surgery in patients with PDAC. The best cutoff value of the Cr/CysC ratio for mortality was 1.05 (area under the curve = 0.54) (Figure 3). Based on the cutoff value, the sensitivity, specificity, positive predictive value, and negative predictive value were determined to be 85.4%, 30.0%, 51,5%, and 70.0%, respectively.
A comparison of clinicopathological characteristics of patients with high (>1.05) and low Cr/CysC ratios (≦1.05) is summarized in Table 1. Of the 88 patients, 20 (22.7%) and 68 (77.3%) patients had high and low Cr/CysC ratios. Compared to high Cr/CysC, low Cr/CysC was significantly associated with female sex (p = 0.020) and higher C-reactive protein (CRP) levels (p = 0.020). The postoperative length of stay was significantly longer in patients with low Cr/CysC ratios (p = 0.044), but without a significant difference in Clavien–Dindo grade ≥3 of postoperative complications or completion of S-1 adjuvant chemotherapy.
TABLE 1 Comparison of the clinicopathological factors between the two groups classified by the Cr/CysC ratio.
Note: Data are expressed as median (interquartile range), or number of patient (%). *p value <0.05.
Abbreviations: ASA-PS, American Society of Anesthesiologists physical status; Cr, creatinine; CysC, cystatin C; CRP, C-reactive protein; NLR, neutrophil-to-lymphocyte ratio; PNI, prognostic nutritional index; Zn, Zinc.
Prognostic factors associated withUnivariate and multivariate analyses were performed to analyze factors considered for RFS in all patients (Table 2). Univariate analysis revealed CA19-9 >37 U/mL, Span-1 >30 U/mL, low Cr/CysC ratio, postoperative complications (Clavien–Dindo grade ≥1), lymph node metastasis, R1 resection, and S-1 adjuvant chemotherapy for <6 months as significant factors for reduced RFS. Multivariate analysis revealed low Cr/CysC ratio (Hazard ratio [HR] = 3.33; 95% confidence interval [CI]: 1.54–4.20; p = 0.002), lymph node metastasis, R1 resection, and S-1 adjuvant therapy for <6 months as independent prognostic indicators of poor RFS.
TABLE 2 Univariate and multivariate analyses of variables for RFS in patients with PDAC.
| Variables | Univariate analysis | Multivariate analysis | ||||
| Hazard ratio | 95% CI | p | Hazard ratio | 95% CI | p | |
| Age ≥80 years | 1.65 | 0.91–3.00 | 0.102 | |||
| Female | 1.23 | 0.74–2.04 | 0.419 | |||
| PNI <45 | 1.28 | 0.77–2.11 | 0.343 | |||
| NLR ≥3 | 1.18 | 0.68–2.05 | 0.557 | |||
| CA19-9 >37 (U/mL) | 1.71 | 1.01–2.90 | 0.047* | 1.17 | 0.50–2.74 | 0.722 |
| DUPAN-2 >150 (U/mL) | 1.50 | 0.91–2.47 | 0.115 | |||
| Span-1 >30 (U/mL) | 2.04 | 1.21–3.44 | 0.008* | 1.76 | 0.80–3.91 | 0.162 |
| Low hand grip strength | 1.09 | 0.55–2.16 | 0.813 | |||
| Low skeletal muscle mass index | 0.96 | 0.54–1.71 | 0.884 | |||
| Low Cr/Cys ratio | 3.13 | 1.52–6.46 | 0.002* | 3.55 | 1.60–7.87 | 0.002* |
| Complications (Clavien–Dindo grade ≥3) | 1.22 | 0.70–2.12 | 0.485 | |||
| Complications (Clavien–Dindo grade ≥1) | 1.91 | 1.14–3.19 | 0.014* | 1.17 | 0.65–1.13 | 0.601 |
| Tumor size ≥30 mm | 1.61 | 0.95–2.72 | 0.078 | |||
| Lymph node metastasis (+) | 2.04 | 1.18–3.52 | 0.010* | 1.75 | 0.98–3.13 | 0.057 |
| R1 resection | 1.93 | 1.07–3.47 | 0.029* | 2.35 | 1.24–4.43 | 0.009* |
| S-1 adjuvant therapy <6 months | 2.77 | 1.65–4.67 | <0.001* | 3.45 | 1.99–5.98 | <0.001* |
Abbreviations: CI, confidence interval; Cr, creatinine; CysC, cystatin C; NLR, neutrophil-to-lymphocyte ratio; PDAC, pancreatic ductal carcinoma; PNI, prognostic nutritional index; RFS, relapse-free survival.
*p value <0.05.
Univariate and multivariate analyses of factors for OS of all patients are shown in Table 3. Univariate analysis revealed age of ≥80 years, low Cr/CysC ratio, and S-1 adjuvant chemotherapy for <6 months as significant factors for reduced OS. Multivariate analysis revealed low Cr/CysC ratio and S-1 adjuvant therapy for <6 months as independent prognostic indicators of poor OS (HR = 2.52; 95% CI: 1.04–6.10; p = 0.041 and HR = 4.23; 95% CI, 1.96–9.11; p < 0.001, respectively).
TABLE 3 Univariate and multivariate analyses of variables for OS in patients with PDAC.
| Variables | Univariate analysis | Multivariate analysis | ||||
| Hazard ratio | 95% CI | p | Hazard ratio | 95% CI | p | |
| Age ≥80 years | 2.25 | 1.12–4.54 | 0.023* | 0.99 | 0.47–2.09 | 0.974 |
| Female | 1.22 | 0.65–2.28 | 0.534 | |||
| PNI <45 | 1.07 | 0.57–2.00 | 0.832 | |||
| NLR ≥3 | 0.81 | 0.39–1.66 | 0.559 | |||
| CA19-9 >37 (U/mL) | 1.18 | 0.61–2.25 | 0.627 | |||
| DUPAN-2 >150 (U/mL) | 1.53 | 0.82–2.83 | 0.178 | |||
| Span-1 >30 (U/mL) | 1.37 | 0.72–2.61 | 0.334 | |||
| Low hand grip strength | 1.75 | 0.75–4.10 | 0.195 | |||
| Low skeletal muscle mass index | 1.45 | 0.68–3.10 | 0.331 | |||
| Low Cr/Cys ratio | 2.51 | 1.05–6.01 | 0.038* | 2.52 | 1.04–6.10 | 0.041* |
| Complications (Clavien–Dindo grade ≥3) | 0.81 | 0.38–1.71 | 0.574 | |||
| Complications (Clavien–Dindo grade ≥1) | 1.75 | 0.93–3.31 | 0.085 | |||
| Tumor size ≥30 mm | 1.8 | 0.92–3.53 | 0.087 | |||
| Lymph node metastasis (+) | 1.91 | 0.99–3.70 | 0.054 | |||
| R1 resection | 1.61 | 0.78–3.30 | 0.196 | |||
| S-1 adjuvant therapy <6 months | 4.21 | 2.04–8.66 | <0.001* | 4.23 | 1.96–9.11 | <0.001* |
*p value <0.05.
Abbreviations: CI, confidence interval; Cr, creatinine; CysC, cystatin C; NLR, neutrophil-to-lymphocyte ratio; OS, overall survival; PDAC, pancreatic ductal carcinoma; PNI, prognostic nutritional index.
Association between Cr/The prognostic significance of the Cr/CysC ratio is shown in Figure 1. The median follow-up period was 24.9 months (range, 4.5–66.7 months) in this study. Patients with low Cr/CysC ratios had significantly worse RFS (p = 0.003; Figure 1A) and OS (p = 0.049; Figure 1B) than those with high Cr/CysC ratios.
FIGURE 1. Kaplan–Meier curves for relapse-free survival (A) and overall survival (B). Patients with low Cr/CysC ratios had significantly worse relapse-free survival (p = 0.003) and overall survival (p = 0.049) rates than those with high Cr/CysC ratios. Abbreviations: Cr, creatinine; CysC, cystatin C.
We investigated the association between the Cr/CysC ratio and sarcopenia. Sarcopenia was defined as low muscle strength identified by hand grip strength, plus low SMI measured using CT. The Cr/CysC ratio was significantly lower in patients with sarcopenia (p = 0.028) (Figure 2).
FIGURE 2. Correlation between the Cr/CysC ratio and sarcopenia. Cr/CysC ratio was significantly lower in patients with sarcopenia (p = 0.028). Abbreviations: Cr, creatinine; CysC, cystatin C.
FIGURE 3. Receiver operating characteristic curve for the analysis of the serum Cr/CysC ratio for predicting postoperative mortality in patients with pancreatic ductal carcinoma. The best cutoff value of the Cr/CysC ratio for mortality was 1.05 (AUC = 0.54). Based on the cutoff value, the sensitivity, specificity, positive predictive value, and negative predictive value were 85.4%, 30.0%, 51.5%, and 70.0%, respectively. Abbreviations: AUC, area under the curve; Cr, creatinine; CysC, cystatin C.
The present study revealed an association between the Cr/CysC ratio and postoperative prognosis in patients with PDAC. The low Cr/CysC ratio was an independent prognostic indicator of poor RFS and OS after pancreatic surgery. These findings suggest that the preoperative Cr/CysC ratio could be a novel and uncomplicated screening tool for predicting the postoperative prognosis of patients with PDAC.
Sarcopenia was identified as a prognostic indicator for survival in patients with cancer and a predictor of postoperative complications; thus, it is a major clinical target in cancer treatment. Several techniques and parameters are used to diagnose sarcopenia. In clinical practice, SMI at the L3 level with CT remains the most commonly used technique, because CT is routinely performed for diagnosis, treatment evaluation, and follow-up in cancer treatment.18 Our previous study used L3 SMI to define skeletal muscle loss, which revealed inadequate preoperative nutritional support and rehabilitation therapy as an independent risk factor for pancreatic fistula after PD in patients with skeletal muscle loss.19 In contrast to its high availability, the use of CT scans for monitoring body composition evaluation remains limited because of its high cost and radiation exposure. EWGSOP2 focused on low muscle strength as a key characteristic of sarcopenia.5 Measurement of handgrip strength is a simple and non-invasive marker of muscle strength and has the predictive potential regarding postoperative complications and prognosis.20
Recently, the serum Cr/CysC ratio has been proposed to estimate muscle mass. A correlation between the Cr/CysC ratio and different muscle mass evaluation parameters was found in healthy individuals,21 critically ill patients,22 and patients with cancer.11,23,24 Ulmann et al.24 reported relatively good correlations between the Cr/CysC ratio and L3-CT scan in patients with cancer, as well as better efficacy of the Cr/CysC ratio than that of BIA. Moreover, Tang et al.25 demonstrated a positive correlation between the Cr/CysC ratio and muscle mass by CT scan and handgrip strength in patients with advanced non-small cell lung cancer (NSCLC). These reports have demonstrated that Cr/CysC ratio could be convenient and easy to use for muscle mass estimation in patients with cancer. Although CysC is a simple and reproducible biomarker, the application of CysC examination in medical insurance coverage remain a future concern.
Serum Cr and CysC are two compounds freely filtered by the kidney and were widely applied for renal function evaluation. CysC is produced by all nucleated cells at a constant rate, freely filtrated by the glomeruli, and completely catabolized in the proximal tubules.26 Serum CysC was superior to serum creatinine as a marker of GFR.7 Conversely, Cr levels may alter because its generation is not simply a product of muscle mass, but is influenced by muscle function, muscle composition, activity, diet, and health status.26 In our study, the SMI and hand grip strength were not significantly correlated with the Cr/CysC ratio, although the Cr/CysC ratio was significantly lower in patients with sarcopenia. Fu et al.27 revealed that the Cr/CysC ratio showed a relatively weak correlation with skeletal muscle mass (r = 0.299), indicating an imperfect correlation. SMI and handgrip strength were not prognostic indicators of poor RFS and OS in the present study. Jung et al.28 reported that the Cr/CysC ratio could also be an indicator of inflammatory status in addition to its correlation with muscle mass. Another possible explanation could be that CysC may reflect tumor burden. Therefore, this study suggested the association between the Cr/CysC ratio and muscle strength, nutritional status, and disease-associated general condition in addition to skeletal muscle mass.
The ability of the Cr/CysC ratio to predict patient outcomes was investigated. Kashani et al.22 reported that Cr/CysC ratio was independently predictive of both hospital and 90-day mortality among patients in the intensive care unit. Gao et al.29 revealed that the Cr/CysC ratio could effectively predict postoperative complications in patients with gastric cancer postoperatively. Zheng et al.11 reported a higher incidence of postoperative complications and poorer long-term survival in patients with esophageal cancer with low Cr/CysC ratios. In a recent study, the Cr/CysC ratio revealed a significant association with mortality and hospitalization in patients with cancer regardless of age, sex, or cancer type.28 Moreover, the present study revealed the low Cr/CysC ratio as an independent prognostic indicator of poor RFS and OS in patients with PDAC postoperatively. Furthermore, the hazard ratio of Cr/CysC ratio was higher in RFS than in lymph node metastasis and R1 resection. This result indicated that patient factors such as Cr/CysC were more important for the prognosis of patients with postoperative PDAC than tumor factors, such as lymph node metastasis, and surgery-related factors, such as R1 resection. These findings suggest that Cr/CysC ratio is a prognostic factor among patients with several cancers.
In recent years, several other factors based on serum Cr and CysC were reported. The association of eGFR based on CysC and hand grip strength was reported in older adults.20,30 Additionally, previous reports showed that serum Cr × CysC-based eGFR had a good correlation with low muscle mass or sarcopenia in patients with cancer.23,27 Congruently, our previous study showed that high Cr × CysC-based eGFR was significantly associated with low skeletal muscle mass and worse OS and RFS in patients undergoing hepatic resection for hepatocellular carcinoma.31 A study by Tang et al.25 demonstrated that the serum Cr/CysC ratio and serum Cr × CysC-based GFR were positively correlated with muscle mass and handgrip strength in patients with advanced NSCLC. Additionally, the study revealed that the Cr/CysC ratio may outperform Cr × CysC-based GFR in terms of predicting OS in patients with NSCLC. Further verification is required to determine the more reliable indicator.
The present study has several limitations. First, this single-center retrospective observational study has a small sample size, which would have limited the generalizability of the results. Therefore, larger prospective studies are warranted to confirm and update the study conclusions. Second, we did not assess the physical performance (e.g., gait speed), which is one of the preferred criteria to determine the stage of sarcopenia. Third, the study has a selection bias; pancreatic surgery is often avoided in elderly patients because of high morbidity and mortality rates. Fourth, the timing of Cr and CysC measurements was not exactly simultaneous. Finally, the cutoff value of the Cr/CysC ratio was assessed using the area under the ROC curve (AUC–ROC), but the AUC–ROC was nearly equal to 0.5. This cutoff value had high sensitivity and high negative predictive value for mortality after surgery from PDAC, which means that patients with high Cr/CysC ratio are excluded from mortality risk. Conversely, patients with low Cr/CysC ratio are at risk and require further scrutiny. We sought the significance of the Cr/CysC ratio as a simple initial screening tool for predicting prognosis and assisting in subsequent treatment and intervention in patients with PDAC. However, the present study demonstrated the correlation between the Cr/CycS ratio and sarcopenia and the significance of the Cr/CysC ratio in prognostic value in patients with PDAC undergoing pancreatic surgery.
In conclusion, the Cr/CysC ratio evaluation could be an easy, objective, and replicable assessment tool and is a useful prognostic factor for RFS and OS in patients with PDAC. Hence, the Cr/CysC ratio might be the next gold standard for predicting cancer prognosis.
AUTHOR CONTRIBUTIONSM.T., N.H., M. T., and K.S. contributed to the conception and design of the study. M.T., N.I., K.H., K.H., and R.M. contributed to the acquisition of data. M.T., K.A., A.W., and K.S. contributed to the analysis and interpretation of data. M.T., N.H., and K.S. contributed to the drafting of the manuscript. M.T., N.H., M.T., and K.S. contributed to the critical revision of the manuscript. All authors contributed to the final approval of the manuscript.
ACKNOWLEDGMENTSWe thank Mr. Takumi Nagasawa, Ms. Kiyomi Nakajima, and Mr. Keita Kamiyama of Gunma University Hospital laboratory section and Ms. Harumi Kanai and Ms. Yukiko Sudo for measuring cystatin C.
FUNDING INFORMATIONThis research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
CONFLICT OF INTEREST STATEMENTAuthor Ken Shirabe is an editorial board member of Annals of Gastroenterological Surgery. The other authors declare no conflict of interest for this article. The authors report no proprietary or commercial interest in any product mentioned or concept discussed in this article.
ETHICS STATEMENTThe study was approved by the Ethics Committee of the study hospital (HS2019-306) and was conducted in accordance with the institutional guidelines and the Declaration of Helsinki. Patient consent for participation was obtained using the opt-out method.
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Abstract
Aim
This study aimed to evaluate the usefulness of the serum creatinine/cystatin C (Cr/CysC) ratio as a prognostic factor after pancreatic surgery in patients with pancreatic cancer.
Methods
We retrospectively analyzed the data of 88 patients with pancreatic ductal carcinoma who underwent pancreatic surgery from January 2017 to December 2020. CysC measured from frozen serum samples and circulating Cr levels were used to calculate the Cr/CysC ratio. The cutoff value of the Cr/CysC ratio was determined using receiver operating characteristic curves. Cox proportional hazards model analysis and survival curves were applied to identify the prognostic factors.
Results
The optimal cutoff value of the Cr/CysC ratio for predicting mortality after surgery was 1.05. This study included 20 (22.7%) and 68 (77.3%) patients with high and low Cr/CysC ratios, respectively. The low Cr/CysC ratio was significantly associated with female sex (
Conclusion
The Cr/CysC ratio could be a useful screening tool for predicting the prognosis of patients with pancreatic ductal carcinoma undergoing pancreatic surgery.
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Neither ProQuest nor its licensors make any representations or warranties with respect to the translations. The translations are automatically generated "AS IS" and "AS AVAILABLE" and are not retained in our systems. PROQUEST AND ITS LICENSORS SPECIFICALLY DISCLAIM ANY AND ALL EXPRESS OR IMPLIED WARRANTIES, INCLUDING WITHOUT LIMITATION, ANY WARRANTIES FOR AVAILABILITY, ACCURACY, TIMELINESS, COMPLETENESS, NON-INFRINGMENT, MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE. Your use of the translations is subject to all use restrictions contained in your Electronic Products License Agreement and by using the translation functionality you agree to forgo any and all claims against ProQuest or its licensors for your use of the translation functionality and any output derived there from. Hide full disclaimer
Details
; Watanabe, Akira 1
; Araki, Kenichiro 1
; Ishii, Norihiro 1
; Hagiwara, Kei 1 ; Hoshino, Kouki 1 ; Muranushi, Ryo 1 ; Harimoto, Norifumi 1
; Takizawa, Makiko 2 ; Shirabe, Ken 1 1 Division of Hepatobiliary and Pancreatic Surgery, Department of General Surgical Science, Gunma University Graduate School of Medicine, Maebashi Gunma, Japan
2 Department of Healthcare Quality and Safety, Gunma University Graduate School of Medicine, Maebashi Gunma, Japan




