Abstract
Background/Aim: A new scoring system [albumin-bilirubin-platelet (ALBI-PLT) score] was reported for identifying cirrhotic patients without high-risk varices (HRV), and patients with ALBI grade 1 (≤−2.60) and a platelet count over 150×109/l were shown to have a low risk of having HRV. The present study modified the cut-off values of the variables in the ALBI-PLT score.
Patients and Methods: Among a total of 338 patients with chronic liver diseases, possible cut-off values of the ALBI score and the platelet count were determined by analyzing the first-half group (training cohort: N=169) with the receiver operating characteristic (ROC) method. The utility of the determined values was evaluated in the second-half group (validation cohort: N=169) and total cohort (N=338). In addition, the utility of the modified cut-off values was evaluated in patients with compensated cirrhosis (cirrhotic cohort: N=87).
Results: Possible cut-off values of the ALBI score and platelet count were found to be –2.36 and 114×109/l, respectively. In the training cohort, these cut-off values provided a higher ratio of avoiding esophagogastroduodenoscopy than the original ALBI-PLT score (53.3% vs. 25.4%, p<0.01). Consistent results were observed in the validation cohort (28.4% vs. 15.4%, p<0.01), total cohort (40.8% vs. 20.4%, p<0.01), and cirrhotic cohort (32.2% vs. 11.5%, p<0.01). However, the missing ratio of patients with the HRV was not significantly increased in any cohort studied.
Conclusion: Modification of the ALBI-PLT score may be useful for predicting patients without HRV.
Keywords: Gastroesophageal varices, ALBI score, ALBI-PLT score
Gastroesophageal varices (GEV) are a major complication in patients with chronic liver diseases (CLDs) (1-3). Esophagogastroduodenoscopy (EGD) is the gold-standard method of precisely evaluating the presence of high-risk varices (HRV) (4-6). However, as EGD is an expensive and burdensome examination, noninvasive methods of predicting the presence of HRV have been explored (7-9).
In the Baveno Ⅵ consensus, a criterion based on transient elastography (TE) findings (<20 kPa) and the platelet count (>150×109/l) was shown to successfully identify patients who were unlikely to have HRV (10). The recently reported Baveno VII consensus also recommends the criterion (11). However, TE is available in limited institutions, therefore blood tests to identify patients who can avoid EGD are warranted.
The albumin-bilirubin (ALBI) score is a new index that can categorize the liver reserve function into three grades (ALBI grades 1-3) (12). In 2018, Chen et al. evaluated compensated cirrhotic patients and proposed a new scoring system (ALBI-platelet score: ALBI-PLT score) (13). They reported that patients with ALBI grade 1 (≤−2.60) and a platelet count over 150×109/l had a markedly low risk of developing HRV. Those cut-off values were determined according to previously reported papers concerning the ALBI score/grade (12) and the Baveno Ⅵ criteria (10); however, the ALBI score and platelet count are continuous variables, therefore, we suspected that different cut-off values could also prove useful.
The present study explored better cut-off values of the ALBI score and platelet count for predicting patients who can avoid EGD.
Patients and Methods
The current retrospective study included the CLD-patients who received a percutaneous liver biopsy from October 2008 to December 2015 according to the ultrasound-guided standard procedures (14,15). Liver fibrosis stages were determined according to the METAVIR fibrosis score (16). The etiologies of CLDs were determined according to the classifications, as described previously (17). The blood data, including the albumin level, total bilirubin level, and platelet count, were measured on the same day as the liver biopsy was conducted. The ALBI scores, ALBI grades, and ALBI-PLT scores of the patients were determined according to the following calculations:
[ALBI score]: [log10 bilirubin (μmol/l) ×0.66] − [albumin (g/l) × 0.085] (12)
[ALBI grade]: Grade 1: ≤−2.60; 2: >−2.60 to −1.39; 3: >−1.39; these grades were classified according to the ALBI scores, and the increased grade number was associated with the poorer liver function (12).
[ALBI-PLT score]: Points obtained by adding the ALBI grade (1-3 points) and the platelet count (1 point: >150×109/l; 2 points: ≤150×109/l), thus the lowest and highest ALBI-PLT scores were 2 and 5, respectively (13).
The endoscopic findings of GEV were assessed using a routine EGD method, and the detected GEV were categorized into three grades (F1, F2, or F3), as described previously (18,19). The presence of red signs on varices was also evaluated, and the patients with F3 varices or F2 varices with red signs were defined as having HRV (19). In addition, patients with previous endoscopic treatment for varices were classified as those with HRV. Patients whose GEV findings were not determined within six months of the liver biopsy were excluded from the study. Patients who had received the splenectomy or partial splenic arterial embolization were also excluded from the study.
The current research was approved by the Ethics Committee of the Institutional Review Board of our institution (Nos. Hi-92 and 3431).
Statistical analyses. The cut-off values of the ALBI score and the platelet count were determined with receiver operating characteristic (ROC) curves. Frequencies between two groups were compared by the chi-squared test or the Fisher's exact probability test. Differences with a p-value of less than 0.05 were determined to be statistically significant.
Results
Basic clinical characteristics of patients with CLDs. Based on the criteria described in the Patients and Methods section, a total of 338 patients with CLDs were included in the current study. The basic clinical data are shown in Table I. Among the enrolled patients, 55 had HRV.
Table I. Characteristics of the enrolled patients with chronic liver diseases (N=338).
Quantitative variables are expressed as the median (Interquartile range). HBV: Hepatitis B virus; HCV: hepatitis C virus; ALD: alcoholic-related liver disease; NASH: nonalcoholic steatohepatitis; AIH: autoimmune hepatitis; PBC, primary biliary cholangitis; ALBI: albumin-bilirubin; mALBI: modified ALBI; ALBI-PLT: ALBI-platelet.
Determining the cut-off values and evaluating the predictive performance. In the current study, we divided the patients into the first-half group (liver biopsy conducted from October 2008 to March 2011) and second-half group (liver biopsy conducted from April 2011 to December 2015) (N=169 in each group).
We first assessed the first-half group (training cohort) and determined the potential cut-off values for predicting the presence/absence of HRV. The characteristics of the patients in the first-half group are shown in Table II. The ROC curves determined the candidate cut-off values of the ALBI score and the platelet count to be –2.36 (Figure 1A) and 114×109/l (Figure 1B), respectively. Thus, patients with a lower ALBI score (<–2.36) and a higher platelet count (>114×109/l) were considered to have a low risk of developing HRV.
Table II. Characteristics of the first-half group (N=169).
Quantitative variables are expressed as the median (Interquartile range). HBV: Hepatitis B virus; HCV: hepatitis C virus; ALD: alcoholic-related liver disease; NASH: nonalcoholic steatohepatitis; AIH: autoimmune hepatitis; PBC: primary biliary cholangitis; ALBI: albumin-bilirubin; mALBI: modified ALBI; ALBI-PLT: ALBI-platelet.
Figure 1. Receiver operating characteristic (ROC) curve of the ALBI score and platelet count for predicting the presence of high-risk varices. The cut-off values were determined with ROC curves. (A) The ROC curve of the ALBI score. (B) The ROC curve of the platelet count. AUROC: Area under the receiver operating characteristic curve; ALBI: albumin-bilirubin.
In the first-half group, the original ALBI-PLT score was considered useful for avoiding EGD in 43 patients, with 1 patient who had HRV missing. Our new criterion spared 90 patients from undergoing EGD, with 1 patient who had HRV missing. Our criterion provided a significantly higher ratio of avoiding EGD (90/169: 53.3% vs. 43/169: 25.4%, p<0.01) without an increase in the ratio of patients with HRV missing (Table III).
Table III. The ratio of endoscopy avoidance and the missing ratio of the high-risk varices in the first-half group.
ALBI: Albumin-bilirubin; ALBI-PLT: ALBI-platelet; EGD: esophagogastroduodenoscopy.
We further assessed the second-half group as a validation cohort. The characteristics of the patients in the second-half group are shown in Table IV. Our criterion provided a significantly higher ratio of avoiding EGD (48/169: 28.4% vs. 26/169: 15.4%, p<0.01) than the original ALBI-PLT score. The missing ratios of patients with HRV were not significantly different between our criterion (1/38: 2.6%) and the original ALB-PLT score (0/38: 0%) (p>0.05) (Table V).
Table IV. Characteristics of the second-half group (N=169).
Quantitative variables are expressed as the median (Interquartile range). HBV: Hepatitis B virus; HCV: hepatitis C virus; ALD: alcoholic-related liver disease; NASH: nonalcoholic steatohepatitis; AIH: autoimmune hepatitis; PBC: primary biliary cholangitis; ALBI: albumin-bilirubin; mALBI: modified ALBI; ALBI-PLT: ALBI-platelet.
Table V. Ratio of endoscopy avoidance and the ratio of missing high-risk varices in the second-half group (N=169).
ALBI: Albumin-bilirubin; ALBI-PLT: ALBI-platelet; EGD: esophagogastroduodenoscopy; NS: not significant (p>0.05).
When we analyzed the whole cohort with the 338 patients, the EGD avoidance ratio with our criterion was significantly higher than that with the original ALBI-PLT score (138/338: 40.8% vs. 69/338: 20.4%, p<0.01). However, no significant difference was observed with regard to the ratio of patients with HRV missing (2/55: 3.6% vs. 1/55: 1.8%; p>0.05) (Table VI).
Table VI. Ratio of endoscopy avoidance and the ratio of missing high-risk varices in all enrolled patients (N=338).
ALBI: Albumin-bilirubin; ALBI-PLT: ALBI-platelet; EGD: esophagogastroduodenoscopy; NS: not significant (p>0.05).
Predictive performance of the presence of HRV using our cut-off values. Finally, we excluded non-cirrhotic patients and those with decompensated cirrhosis and sub-analyzed the remaining 87 patients who had compensated cirrhosis (Child-Pugh grade A). Characteristics of the patients with compensated cirrhosis are shown in Table VII. Our criterion provided a higher ratio of patients who were able to avoid EGD than that with the original ALBI-PLT score (28/87: 32.2% vs. 10/87: 11.5%, p<0.01) without increasing the number of overlooked patients with HRV (Table VIII).
Table VII. Characteristics of the enrolled patients with compensated cirrhosis (Child-Pugh grade A) (N=87).
Quantitative variables are expressed as the median (Interquartile range). HBV: Hepatitis B virus; HCV: hepatitis C virus; ALD: alcoholic-related liver disease; NASH: nonalcoholic steatohepatitis; AIH: autoimmune hepatitis; PBC: primary biliary cholangitis; ALBI: albumin-bilirubin; mALBI: modified ALBI; ALBI-PLT: ALBI-platelet.
Table VIII. The ratio of endoscopy avoidance and the missing ratio of the high-risk varices in the patients with compensated cirrhosis (Child-Pugh grade A) (N=87).
ALBI: Albumin-bilirubin; ALBI-PLT: ALBI-platelet; EGD: esophagogastroduodenoscopy.
Discussion
Variceal hemorrhaging is a life-threatening complication in patients with CLDs. However, EGD, the gold-standard diagnostic examination, is quite invasive, therefore, the prediction of HRV with blood tests is considered clinically relevant. The ALBI-PLT score can identify patients who are expected to be able to avoid EGD, according to the designated values of two variables: the ALBI score (≤–2.60) and the platelet count (>150×109/l) (13). The cut-off value of the ALBI score (–2.60) was previously determined, resulting in classifications of ALBI grade 1 or 2. However, ALBI grade 2 includes heterogeneous patients with various degrees of liver function, thus Hiraoka et al. proposed the ‘modified ALBI grade’ (mALBI grade), which divides ALBI grade 2 into two categories (grades 2a and 2b). We recently found that the endoscopic findings differ between patients with ALBI grades 2a and 2b (19).
Based on our previous study, we suspected that we could determine better cut-off values of the ALBI score and platelet count. Regarding the prediction of HRV with noninvasive techniques, the most desirable ratio of missing HRV is less than 5% (20-22). In some subgroup-analyses, the missing ratios with the original ALBI-PLT score and our criterion reached around 6% (Table III and Table VIII). However, these results were obtained with just one patient missing, thus our criterion appears to meet the standard for a total cohort with a larger number of cases (Table VI). Thus, we consider our modification of the cut-off values to more effectively spare patients from unnecessary EGD than the original ALBI-PLT score.
In this study, we enrolled 169 patients in each group according to the date of the liver biopsy, but the number of patients with HRV in the second-half group was higher than that in the first-half group, suggesting that the second-half group included more cases of advanced disease than the first-half group. Despite this unexpected difference between the groups, our criterion showed a better performance for avoiding EGD in the second-half group and the total cohort than the original ALBI-PLT score. In addition, a subgroup analysis with patients with compensated cirrhosis also provided similar results. Our results suggest that the cut-off values can be applied to patients with various liver functions.
Several limitations associated with the present study warrant mention. First, our study was a retrospective single-center one. Second, noninvasive prediction of HRV is more important for those with compensated cirrhosis (Child-Pugh grade A) than those without cirrhosis or those with decompensated cirrhosis (Child-Pugh grade B or C). Although we studied a total of 338 patients, the number of patients with compensated cirrhosis was relatively small. Third, given the findings of our previous study, we modified the cut-off values of the two variables used in the ALBI-PLT score; however, we did not compare the utility with that of other noninvasive methods, including those that involved TE-based techniques (22-25).
In summary, according to the findings of a ROC analysis, we therefore propose new cut-off values for the ALBI-PLT score (ALBI score, –2.36; platelet count, 114×109/l), which can more accurately identify HRV than the original cut-off values.
Conflicts of Interest
The Authors declare that there are no conflicts of interest in association with this study.
Authors’ Contributions
MI-Y collected and analyzed the data; HE designed the study, analyzed the data, and wrote the manuscript. IW designed the study and interpreted the data; YY, NA, NI, TT, AF, RY, SK, KY, SO, RN, HS, and TN collected and interpreted the data; SN and HI collected the data and supervised the study. All of the Authors reviewed and edited the manuscript and approved the final version of the manuscript.
Acknowledgements
The Authors are grateful to Fujii S, Kanazawa N, Higuchi Y, Kido H, and Shimoji Y (Hyogo College of Medicine) for their technical and secretarial assistance.
Funding
This work was partially funded by a grant from the Hyogo Innovative Challenge, Hyogo College of Medicine, Japan.
References
- 1.Henry Z, Patel K, Patton H, Saad W. AGA clinical practice update on management of bleeding gastric varices: expert review. Clin Gastroenterol Hepatol. 2021;19(6):1098–1107.e1. doi: 10.1016/j.cgh.2021.01.027. [DOI] [PubMed] [Google Scholar]
- 2.Yoshiji H, Nagoshi S, Akahane T, Asaoka Y, Ueno Y, Ogawa K, Kawaguchi T, Kurosaki M, Sakaida I, Shimizu M, Taniai M, Terai S, Nishikawa H, Hiasa Y, Hidaka H, Miwa H, Chayama K, Enomoto N, Shimosegawa T, Takehara T, Koike K. Evidence-based clinical practice guidelines for liver cirrhosis 2020. Hepatol Res. 2021;51(7):725–749. doi: 10.1111/hepr.13678. [DOI] [PubMed] [Google Scholar]
- 3.Yoshiji H, Nagoshi S, Akahane T, Asaoka Y, Ueno Y, Ogawa K, Kawaguchi T, Kurosaki M, Sakaida I, Shimizu M, Taniai M, Terai S, Nishikawa H, Hiasa Y, Hidaka H, Miwa H, Chayama K, Enomoto N, Shimosegawa T, Takehara T, Koike K. Evidence-based clinical practice guidelines for Liver Cirrhosis 2020. J Gastroenterol. 2021;56(7):593–619. doi: 10.1007/s00535-021-01788-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.European Association for the Study of the Liver EASL Clinical Practice Guidelines for the management of patients with decompensated cirrhosis. J Hepatol. 2018;69(2):406–460. doi: 10.1016/j.jhep.2018.03.024. [DOI] [PubMed] [Google Scholar]
- 5.Garcia-Tsao G, Abraldes JG, Berzigotti A, Bosch J. Portal hypertensive bleeding in cirrhosis: Risk stratification, diagnosis, and management: 2016 practice guidance by the American Association for the study of liver diseases. Hepatology. 2017;65(1):310–335. doi: 10.1002/hep.28906. [DOI] [PubMed] [Google Scholar]
- 6.Pons M, Augustin S, Scheiner B, Guillaume M, Rosselli M, Rodrigues SG, Stefanescu H, Ma MM, Mandorfer M, Mergeay-Fabre M, Procopet B, Schwabl P, Ferlitsch A, Semmler G, Berzigotti A, Tsochatzis E, Bureau C, Reiberger T, Bosch J, Abraldes JG, Genescà J. Noninvasive diagnosis of portal hypertension in patients with compensated advanced chronic liver disease. Am J Gastroenterol. 2021;116(4):723–732. doi: 10.14309/ajg.0000000000000994. [DOI] [PubMed] [Google Scholar]
- 7.Cifci S, Ekmen N. Evaluation of non-invasive fibrosis markers in predicting esophageal variceal bleeding. Clin Endosc. 2021;54(6):857–863. doi: 10.5946/ce.2021.028. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Kraja B, Mone I, Akshija I, Koçollari A, Prifti S, Burazeri G. Predictors of esophageal varices and first variceal bleeding in liver cirrhosis patients. World J Gastroenterol. 2017;23(26):4806–4814. doi: 10.3748/wjg.v23.i26.4806. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Deng H, Qi X, Guo X. Diagnostic accuracy of APRI, AAR, FIB-4, FI, King, Lok, Forns, and FibroIndex scores in predicting the presence of esophageal varices in liver cirrhosis: a systematic review and meta-analysis. Medicine (Baltimore) 2015;94(42):e1795. doi: 10.1097/MD.0000000000001795. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.de Franchis R, Baveno VI Faculty Expanding consensus in portal hypertension: Report of the Baveno VI Consensus Workshop: Stratifying risk and individualizing care for portal hypertension. J Hepatol. 2015;63(3):743–752. doi: 10.1016/j.jhep.2015.05.022. [DOI] [PubMed] [Google Scholar]
- 11.de Franchis R, Bosch J, Garcia-Tsao G, Reiberger T, Ripoll C, Baveno VII Faculty Baveno VII - Renewing consensus in portal hypertension. J Hepatol. 2021 doi: 10.1016/j.jhep.2021.12.022. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Johnson PJ, Berhane S, Kagebayashi C, Satomura S, Teng M, Reeves HL, O’Beirne J, Fox R, Skowronska A, Palmer D, Yeo W, Mo F, Lai P, Iñarrairaegui M, Chan SL, Sangro B, Miksad R, Tada T, Kumada T, Toyoda H. Assessment of liver function in patients with hepatocellular carcinoma: a new evidence-based approach-the ALBI grade. J Clin Oncol. 2015;33(6):550–558. doi: 10.1200/JCO.2014.57.9151. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Chen PH, Hsieh WY, Su CW, Hou MC, Wang YP, Hsin IF, Yang TC, Liao WC, Lin HC, Lee FY, Wu JC. Combination of albumin-bilirubin grade and platelets to predict a compensated patient with hepatocellular carcinomawho does not require endoscopic screening for esophageal varices. Gastrointest Endosc. 2018;88(2):230–239.e2. doi: 10.1016/j.gie.2017.12.023. [DOI] [PubMed] [Google Scholar]
- 14.Moriwaki EI, Enomoto H, Saito M, Hara N, Nishikawa H, Nishimura T, Iwata Y, Iijima H, Nishiguchi S. The anthropometric assessment with the bioimpedance method is associated with the prognosis of cirrhotic patients. In Vivo. 2020;34(2):687–693. doi: 10.21873/invivo.11825. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Kishino K, Enomoto H, Shimono Y, Moriwaki EI, Nishikawa H, Nishimura T, Iwata Y, Iijima H, Nishiguchi S. Association of an overhydrated state with the liver fibrosis and prognosis of cirrhotic patients. In Vivo. 2020;34(3):1347–1353. doi: 10.21873/invivo.11912. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Intraobserver and interobserver variations in liver biopsy interpretation in patients with chronic hepatitis C. The French METAVIR Cooperative Study Group. Hepatology. 1994;20(1 Pt 1):15–20. [PubMed] [Google Scholar]
- 17.Enomoto H, Ueno Y, Hiasa Y, Nishikawa H, Hige S, Takikawa Y, Taniai M, Ishikawa T, Yasui K, Takaki A, Takaguchi K, Ido A, Kurosaki M, Kanto T, Nishiguchi S, Japan Etiology of Liver Cirrhosis Study Group in the 54th Annual Meeting of JSH Transition in the etiology of liver cirrhosis in Japan: a nationwide survey. J Gastroenterol. 2020;55(3):353–362. doi: 10.1007/s00535-019-01645-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Yuri Y, Nishikawa H, Enomoto H, Yoh K, Iwata Y, Sakai Y, Kishino K, Ikeda N, Takashima T, Aizawa N, Takata R, Hasegawa K, Ishii N, Nishimura T, Iijima H, Nishiguchi S. Impact of sustained virological response for gastroesophageal varices in Hepatitis-C-virus-related liver cirrhosis. J Clin Med. 2019;9(1):95. doi: 10.3390/jcm9010095. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Miyamoto Y, Enomoto H, Nishikawa H, Nishimura T, Iwata Y, Nishiguchi S, Iijima H. Association of the modified ALBI grade with endoscopic findings of gastroesophageal varices. In Vivo. 2021;35(2):1163–1168. doi: 10.21873/invivo.12364. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Augustin S, Pons M, Maurice JB, Bureau C, Stefanescu H, Ney M, Blasco H, Procopet B, Tsochatzis E, Westbrook RH, Bosch J, Berzigotti A, Abraldes JG, Genescà J. Expanding the Baveno VI criteria for the screening of varices in patients with compensated advanced chronic liver disease. Hepatology. 2017;66(6):1980–1988. doi: 10.1002/hep.29363. [DOI] [PubMed] [Google Scholar]
- 21.Singh S, Muir AJ, Dieterich DT, Falck-Ytter YT. American Gastroenterological Association Institute technical review on the role of elastography in chronic liver diseases. Gastroenterology. 2017;152(6):1544–1577. doi: 10.1053/j.gastro.2017.03.016. [DOI] [PubMed] [Google Scholar]
- 22.Protopapas AA, Mylopoulou T, Papadopoulos VP, Vogiatzi K, Goulis I, Mimidis K. Validating and expanding the Baveno VI criteria for esophageal varices in patients with advanced liver disease: a multicenter study. Ann Gastroenterol. 2020;33(1):87–94. doi: 10.20524/aog.2019.0429. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Jangouk P, Turco L, De Oliveira A, Schepis F, Villa E, Garcia-Tsao G. Validating, deconstructing and refining Baveno criteria for ruling out high-risk varices in patients with compensated cirrhosis. Liver Int. 2017;37(8):1177–1183. doi: 10.1111/liv.13379. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Calvaruso V, Cacciola I, Licata A, Madonia S, Benigno R, Petta S, Bronte F, Conte E, Malizia G, Bertino G, Distefano M, Montineri A, Digiacomo A, Alaimo G, Cacopardo B, Davì A, Guarneri L, Scalisi I, Colletti P, Cartabellotta F, Portelli V, Prestileo T, Averna A, Iacobello C, Mondello L, Scifo G, Russello M, Squadrito G, Raimondo G, Cammà C, Craxì A, Di Marco V, RESIST-HCV (Rete Sicilia Selezione Terapia–HCV) Is transient elastography needed for noninvasive assessment of high-risk varices? The REAL experience. Am J Gastroenterol. 2019;114(8):1275–1282. doi: 10.14309/ajg.0000000000000266. [DOI] [PubMed] [Google Scholar]
- 25.Mattos ÂZ, Schacher FC, John Neto G, Mattos AA. Screening for esophageal varices in cirrhotic patients - Non-invasive methods. Ann Hepatol. 2019;18(5):673–678. doi: 10.1016/j.aohep.2019.06.003. [DOI] [PubMed] [Google Scholar]









