263
Views
2
CrossRef citations to date
0
Altmetric
ORIGINAL RESEARCH

Pro-Neurotensin as a Potential Novel Diagnostic Biomarker for Detection of Nonalcoholic Fatty Liver Disease

, , , , , , ORCID Icon, ORCID Icon, , ORCID Icon, ORCID Icon, ORCID Icon & show all
Pages 1935-1943 | Published online: 22 Jun 2022

Abstract

Background and Aims

Currently, liver biopsy is the gold standard method for diagnosis of non-alcoholic fatty liver severity. It is critical to develop non-invasive diagnostic method to diagnose nonalcoholic fatty liver rather than invasive techniques. Our case–control study was to address the value of circulating miRNA-122 and serum pro-neurotensin as a potential non-invasive biomarker for the diagnosis of non-alcoholic fatty acid diseases.

Methods

Clinical assessment, laboratory investigations, and anthropometric measurements were reported for 157 patients with proven NAFLD. Apparently, healthy participants (n=100) were enrolled as a control group. Serum samples were tested for micro-RNAs−122 and pro-neurotensin.

Results

Compared with the control subjects, both mi-RNA-122 and serum proneurotensin levels were increased in NAFLD (p<0.001) and at a cut-off ≥6.83, mi-RNA-122 had 51.0% sensitivity, 70.0% specificity to differentiate NAFLD from healthy controls, while serum proneurotensin had 80.0% sensitivity and 80.0% specificity at a cutoff ≥108.

Conclusion

The circulating pro-neurotensin might be used as a novel biomarker for diagnosis of patients with NAFLD, wherefore the integration of a circulating mi-RNA-122 and serum pro-neurotensin could be beneficial to diagnose NAFLD cases. Large-scale studies are needed to investigate the possible role of mi-RNA-122 and pro-neurotensin in the development, progression, and prognosis of NAFLD and NASH.

Introduction

Nonalcoholic fatty liver disease (NAFLD) is considered one of the health problems with great burden on the liver that may end with liver cirrhosis and hepatocellular carcinoma.Citation1 Universally, nonalcoholic fatty liver disease (NAFLD) has a prevalence of 24% and is considered as a high risk of liver-related morbidity and mortality,Citation2 which has been described as the most important precursor to hepatocellular carcinoma (HCC).Citation3 NAFLD is characterized by the macrovesicular accumulation of triglycerides in the liver cells, leading to necro-inflammation and fibrosis, and may progress to cirrhosis and hepatocellular carcinoma. HCC is considered the fifth most abundant type of tumor worldwide and the third most lethal cancer, causing 600,000 deaths each year.Citation4,Citation5 Ultrasound is the most widely used imaging test for NAFLD diagnosis, but its sensitivity decreases if <30% of the liver is affected by steatosis. Additionally, computed tomography (CT scan) is accurate for diagnosing moderate-to-severe liver steatosis; however, it is not accurate for detecting mild steatosis.Citation6

Liver biopsy is the gold standard invasive procedure for diagnosis of non-alcoholic fatty liver disease.Citation7 And so it is critical to develop non-invasive diagnostic method to diagnose nonalcoholic fatty liver rather than invasive techniques. MicroRNAs (miRNAs) are small non-coding RNAs that have been discovered to play a vital role in transcriptional control mechanisms and guiding metabolic homeostasis.Citation8 Mi-RNAs are detectable in almost all body fluids like serum, plasma, and urine. They are resistant to extreme conditions, such as low or high pH, extreme temperature, and RNAs activity.Citation9,Citation10 They have been suggested as diagnostic biomarkers for non-invasive assessment of the pathological state of their origin organ from peripheral blood.Citation11 MicroRNA-122 is involved in hepatocyte proliferation and maturation by stimulating the expression of some specific genes. In addition, it interacts with numerous target genes involved in lipid and cholesterol metabolism.Citation12 Mi-RNA-122 is implicated in NASH development, such as fatty acid synthase (FAS), 3-hydroxy-3-methylglutaryl-CoA reductase (HMGCR), sterol regulatory element-binding protein-1c (SREBP-1c), and sterol regulatory element-binding protein 2 (SREBP-2).Citation13 The circulating levels of miR-122 correlate with alanine aminotransferase (ALT) and aspartate aminotransferase (AST) levels in patients with NAFLD compared with the classic liver function markers.Citation12

Neurotensin (NT) is an amino acid peptide secreted mainly by neuroendocrine cells in the small intestine.Citation14 It plays an important role in regulating food ingestion and fat absorption.Citation15 An acute increase in intestinal NT release occurs shortly after food ingestion.Citation16 Many studies have described the role of NT in facilitating lipid digestion and fat absorption in the small intestine.Citation17,Citation18 Recently, Li et al reported reduced intestinal fat absorption, along with protection from obesity and NAFLD, in NT-deficient mice fed with a high-fat diet. Moreover, the authors demonstrated that higher plasma pro-NT levels in humans; were associated with insulin resistance and a higher risk of developing obesity later in life in non-obese individuals.Citation19 There were no previous studies on serum proneurotensin level in NAFLD and so, to our knowledge, our current study is considered the first study on this issue. The aim of this study was to assess the expression of serum mi-RNA-122 and detection of serum proneurotensin status in a group of Egyptian patients with nonalcoholic fatty liver disease.

Patients and Methods

This case–control study was conducted on 157 patients with proven NAFLD Patients who were recruited from the outpatient clinic of the Faculty of Medicine, Minia University and Cairo Universities between October 2020 and September 2021. NAFLD diagnosis was proven by abdominal ultrasonography and laboratory investigations. Detailed history and complete laboratory examination were done for all participants including a patient history: name, age, history of smoking, drug history, and family history of any chronic diseases, complete clinical examination and anthropometric measurements that were performed to all patients and controls, the body mass index (BMI) was calculated as weight (in kilograms) divided by height squared (meters squared), liver function tests (alanine transaminase [ALT], aspartate transaminase [AST], gamma-glutamyltransferase [GGT], alkaline phosphatase [ALP], albumin), INR, CRP, Hb, total bilirubin, and total leukocytic count, lipid profiles (triglycerides [TG], high-density lipoprotein [HDL], low-density lipoprotein [LDL] cholesterol) and Alpha-feto protein [AFP].

Nonalcoholic fatty liver disease is characterized by excessive fat accumulation in the liver. It is associated with insulin resistance, central adiposity, increased BMI, hypertension, and hyperlipidemia, which collectively are features of metabolic syndrome. Diagnosis is usually made after an incidental discovery of unexplained elevation of liver enzyme levels or when steatosis is noted on imaging (eg, ultrasonography). Patients are often asymptomatic, and the physical examination is often unremarkable. Not a single laboratory test is diagnostic, but tests of liver function, tests for metabolic syndrome, and tests to exclude other causes of abnormal liver enzyme levels are routinely performed. Imaging studies, such as ultrasonography, computed tomography, and magnetic resonance imaging, can assess hepatic fat, measure liver and spleen size, and exclude other diseases.Citation20 We excluded patients with history of viral hepatitis (hepatitis B virus and hepatitis C virus), autoimmune hepatitis, hepatocellular carcinoma, alcohol consumption, liver cirrhosis, diabetes mellitus, Wilson’s disease, secondary cause of hepatitis, drug-induced hepatitis, or obstructive biliary disease. One-hundred apparently healthy subjects with normal laboratory investigations and abdominal ultrasound were included as a control group.

A written informed consent was taken from all subjects, and the study was approved by the Research Ethics Committee. This study was performed in compliance with the ethics principles of the declaration of Helsinki for Good Clinical Practice guidelines.

Blood Sampling

Venous blood (10 mL) was drawn from participants after an 8–12 h fast. A 3-mL portion was collected into dry sterile vacutainer tubes and used for serum separation was left to clot at room temperature, and then centrifuged at 3000 ×g for 10 min at 4°C. Another 3-mL tube used for sera separation for the detection of micro 122 and pro-neurotensin was stored at −80°C until use. Liver function tests (alanine transaminase [ALT], aspartate transaminase [AST], gamma-glutamyltransferase [GGT], alkaline phosphatase [ALP], albumin), and lipid profiles (triglycerides [TG], and high-density lipoprotein [HDL] and low-density lipoprotein [LDL] cholesterol) creatinine were assayed in sera by Beckman automated biochemistry analyzer. The 2-mL tubes containing EDTA for complete blood picture by phoenix 3300 and 2 mL were collected in tubes containing sodium citrate for INR detection.

Detection of Serum Pro-Neurotensin

Serum pro-neurotensin was determined by enzyme linked immunosorbent assay (ELISA) using kits obtained from science and technology company (Bioassay Technology Laboratory SH. China), according to manufacturer’s instructions the test was done.

Detection of Micro 122

Total RNA extraction and purification was done using a miRNeasy Mini Kit; cat no: 217004 (Qiagen, Hilden, Germany) according to the manufacturer’s protocol. cDNA was synthesized by reverse transcription reaction using TaqMan MicroRNA Reverse Transcription Kit; cat no: 4366596 (Applied Biosystems, Foster City, USA) and the thermal cycler (Quanta Biotech). The quantification of miR-122 level was amplified from cDNA using TaqMan universal Master Mix and TaqMan assay (has-miR-122; Catalog no: 4427975; Assay ID: 002245). The RNU49 was used as housekeeper gene (RNU49; Cat no: PN4427975; ID: 001005). All the samples were analyzed using the 5 plex Rotor-Gene PCR Analyzer (Qiagen, Germany). The 2ΔΔCt method was conducted for the analysis of gene expression levels using TaqMan microRNA Control Assays RNU49as an endogenous reference control for normalization purposes.Citation20

Statistical Analysis

Data were entered and cleaned using Excel and exported to IBM SPSS software, version 21.0 for Statistical analysis. Descriptive statistics such as mean, median, SDs and percentage were used to describe the patients’ characteristics and barriers to access to care. The relationships between patient characteristics and follow-up status were done by proper statistical test (the Chi-Square test and Fisher’s exact test). All significant relationships with a p value <0.05 were considered for further analysis in binary logistics regression models. Of all statistical tests used, P-values less than 0.05 are considered significant.

Results

Our study included 157 patients with NAFLD (86 males and 71 females) with a median age of 56 years. Healthy controls were 100 subjects (57 males and 43 females) with a median age of 38 years. There was a statistically significant increase in the BMI, ALT, AST, ALP, GGT, total bilirubin, and serum albumin, INR, and AFP in NAFLD patients compared to the control group, while serum creatinine, hemoglobin and total leucocytic count showed non-significant differences between both groups (). NAFLD patients had a higher significant level of serum triglycerides, total cholesterol, HDL-cholesterol, and LDL-cholesterol compared to the controls ().

Table 1 Demographic and Biochemical Parameters Between NAFLD Patients and Controls

and show that the median levels of serum proneurotensin and miRNA-122 were significantly higher in NAFLD patients compared to the control group, MI all the laboratory parameters and all histological findings. The level of miRNA-122 had a significant positive correlation with ALT, AST, total bilirubin, CRP, total leucocytic count, AFP, INR, ALP, and total cholesterol, whereas it showed negative correlation with HDL-cholesterol. In contrast, the level of serum proneurotensin showed positive correlation with hemoglobin and negative correlation with total leucocytic count ().

Table 2 Difference Between Groups Regarding Serum Proneurotensin and Micro-RNA-122 Assay

Table 3 Correlation Between Each of Serum Proneurotensin and Micro-RNA-122 and Other Measured Variables in NAFLD Group

Figure 1 Box-and-whisker plot chart showing difference between groups regarding: (A) serum proneurotensin, (B) serum micro-RNA-122.

Figure 1 Box-and-whisker plot chart showing difference between groups regarding: (A) serum proneurotensin, (B) serum micro-RNA-122.

The ROC curve demonstrated that serum proneurotensin and mi-RNA-122 can differentiate between NAFLD patients and healthy controls at a cut-off ≥108, ≥6.83 respectively. The AUC for serum proneurotensin was 0.811 with a sensitivity (80.0%) and specificity (80.0%) followed by mi- RNA-122 with AUC = 0.654 and a sensitivity (51.0%) and a specificity (70.0%) (, ).

Table 4 Cut off Value of Pro-Neurotensin and microRNA 122 in Diagnosis of NAFLD

Figure 2 ROC curve for diagnosis of pro-neurotensin and microRNA 122 assay in NAFLD patients.

Figure 2 ROC curve for diagnosis of pro-neurotensin and microRNA 122 assay in NAFLD patients.

Discussion

Liver biopsy is the gold standard invasive procedure that takes very small samples from different areas within the liver tissue to investigate the number of liver cells containing fat droplets (steatosis), the degree of liver cell damage, inflammation and the degree of liver fibrosis.Citation21 It can help in the diagnosis of NAFLD severity by providing information about grading, staging, and prognosis. However, it is an invasive procedure with several limitations.Citation22 Many non-invasive tests are available and may reduce the need for liver biopsy but are not specific to NAFLD, such as alpha-fetoprotein and many other nonspecific markers. AFP is a glycoprotein that is normally generated during conception by the fetal liver. In clinical practice, AFP levels are elevated in many clinical situations such as hepatocellular carcinoma, acute or chronic viral hepatitis, chronic liver disease, and gonadal tumors.Citation23–39

Mi-RNAs play an important role in many liver diseases such as viral hepatitis, cancer, and liver fibrosis.Citation24 MicroRNA-122 is the most abundant hepatic miRNA; it represents 70% of the total hepatic miRNAs.Citation12 A large number of studies are interested in the identification and validation of a simpler, non-invasive biomarker for the detection of NAFLD.

Our study showed a significant increase in the level of mi-RNA-122 in NAFLD patients compared to healthy controls. This comes in accordance with several studies who reported that mi-RNA-122 is significantly increased in the serum of NAFLD patients.Citation22,Citation26 Pirola et al reported that miR-122 levels are 7.2 times higher in patients with NASH compared to healthy subjects, suggesting it as an extrahepatic NASH marker.Citation12 On the contrary, Cheung et al found that mi-RNA-122 expression was significantly decreased in NASH patients. The authors confer its downregulation to the alteration of hepatic lipid metabolism genes.Citation27

We found that the levels of mi-RNA-122 were positively correlated with the serum levels of AST, ALT, and ALP. These findings were in agreement with Waidmann et al who found that there is a highly significant correlation between serum miR-122 levels and alanine aminotransferase (ALT), aspartate aminotransferase (AST), γ-glutamyltransferase (GGT) and alkaline phosphatase (ALP). Therefore, miRNA-122 may behave as a biomarker for hepatic injury.Citation28

Although we found that the serum miRNA-122 expression in NAFLD was significantly associated with high levels of total bilirubin, the international normalized ratio (INR), and C-reactive protein (CRP), Waidmann et al reported that miRNA-122 has a negative correlation with the international normalized ratio (INR), total bilirubin, and total protein levels.Citation28 Additionally, the current study showed that there is a positive relationship between over-expression of miRNA-122 and elevated serum of cholesterol, TG, and LDL. This is comparable to ‎Gao et al, who found that the plasma levels of miR-122 was increased in patients with hyperlipidemia, and positively correlated with cholesterol, TG, and LDL-C levels, suggesting that the circulating miR-122 might be used as a target biomarker for hyperlipidemia.Citation29

The association between altered expression of serum NT and pathophysiology of NAFLD and whether there is a relation between susceptibility and NASH is largely unknown. Previous studies found an association between higher pro-NT and the development of obesity and cardiometabolic diseases.Citation30,Citation31 We observed that the circulating level of serum pro-neurotensin is significantly higher in patients with NAFLD. In addition, Barchetta et al observed a linear association between pro-NT, hepatic damage in NASH, and parameters related to glucose metabolism impairment. The authors assume that increased pro-NT levels help the absorption of fatty acids from the small intestine, leading to fat accumulation at specific sites, such as the liver.Citation32

Regarding the diagnostic value, the AUC for serum proneurotensin was 0.811 with a sensitivity (80.0%) and specificity (80.0%) followed by mi- RNA-122 with AUC = 0.654 and a sensitivity (51.0%) and a specificity (70.0%) (p<0.001). Taking into account that a diagnostic tool is good if the AUROC is >0.8 and excellent if the AUROC is > 0.9Citation33 therefore, the serum pro-NT may have a better diagnostic value and serve as a good predictor for NAFLD diagnosis compared to mi-RNA −122. The current study is the first to investigate the circulating level of serum pro-neurotensin in the patients with NAFLD, and the results showed that the median serum proneurotensin was significantly higher in group I [NAFLD Group] when compared to group II [Control Group]. Although the median micro-RNA-122 was significantly higher in group I, it was considered statistically lower when compared with the serum pro-neurotensin level elevation, suggesting that circulating pro-neurotensin might be used as a novel biomarker for patients with NAFLD.

Conclusion

In conclusion, we found that the levels of serum pro-NT may help as a non-invasive biomarker for NAFLD prediction and diagnosis. In addition, increased serum level of micro-RNA-122 may identify the presence of NAFLD. Large scale studies are warranted to investigate the possible role of mi-RNA-122 and pro-NT in the development, progression, and prognosis of NAFLD and NASH.

Human and Animal Rights

No animals were used in this research. All human research procedures were followed in accordance with the ethical standards of the committee responsible for human experimentation (institutional and national), and with the Helsinki Declaration of 1975, as revised in 2013.

Standards for Reporting

STROBE guidelines were followed for this case–control study.

Data Sharing Statement

Data are available upon reasonable request from the corresponding author.

Ethics Approval and Consent to Participate

The study was approved by the Research Ethics Committee of Minia University.

Consent for Publication

Informed consent was signed by every patient before enrolment in the study.

Disclosure

The authors declare no conflict of interest, financial or otherwise.

Additional information

Funding

There is no funding to report.

References

  • Ahmed AM, Ghany MA, Hakeem GLA, et al. Assessment of vitamin D status in a group of Egyptian children with nonalcoholic fatty liver disease. Nutr Metab. 2016;13(1):1–6.
  • Younossi Z, Anstee QM, Marietti M, et al. Global burden of NAFLD and NASH: trends, predictions, risk factors and prevention. Nat Rev Gastroenterol Hepatol. 2018;15:11–20. doi:10.1038/nrgastro.2017.109
  • Mohamed AA, Elsaid OM, Amer EA, et al. Clinical significance of SNP (rs2596542) in histocompatibility complex class I-related gene A promoter region among hepatitis C virus related hepatocellular carcinoma cases. J Adv Res. 2017;8(4):343–349. doi:10.1016/j.jare.2017.03.004
  • Starley BQ, Calcagno CJ, Harrison SA. Nonalcoholic fatty liver dis- ease and hepatocellular carcinoma: a weighty connection. Hepatology. 2010;51(5):1820–1832. doi:10.1002/hep.23594
  • Mohamed AA, Ahmed HH, ElSadek SM, et al. A study of leptin and its gene 2548 G/A Rs7799039 single-nucleotide polymorphisms in Egyptian children, a single-center experience. Clin Res Hepatol Gastroenterol. 2021;45:101724. doi:10.1016/j.clinre.2021.101724
  • Ferreira DM, Simao AL, Rodrigues CM, Castro RE. Revisiting the metabolic syndrome and paving the way for microRNAs in non-alcoholic fatty liver disease. FEBS J. 2014;281(11):2503–2524. doi:10.1111/febs.12806
  • Arab JP, Barrera F, Arrese M. The evolving role of liver biopsy in non-alcoholic fatty liver disease. Ann Hepatol. 2018;17(6):899–902. doi:10.5604/01.3001.0012.7188
  • Ardekani AM, Naeini MM. The role of microRNAs in human diseases. Avicenna J Med Biotechnol. 2010;2(4):161–179.
  • Lee RC, Ambros V. An extensive class of small RNAs in Caenorhabditis elegans. Science. 2001;294(5543):862–864. doi:10.1126/science.1065329
  • Ambros V. The functions of animal microRNAs. Nature. 2004;431(7006):350–355. doi:10.1038/nature02871
  • Weiland M, Gao XH, Zhou L, Mi QS. Small RNAs have a large impact: circulating microRNAs as biomarkers for human diseases. RNA Biol. 2012;9(6):850–859. doi:10.4161/rna.20378
  • Pirola CJ, Fernández Gianotti T, Castaño GO, et al. Circulating microRNA signature in non-alcoholic fatty liver disease: from serum non-coding RNAs to liver histology and disease pathogenesis. Gut. 2015;64(5):800–812; PMID: 24973316; PMCID: PMC4277726. doi: 10.1136/gutjnl-2014-306996
  • Gori M, Arciello M, Balsano C. MicroRNAs in nonalcoholic fatty liver disease: novel biomarkers and prognostic tools during the tran- sition from steatosis to hepatocarcinoma. Biomed Res Int. 2014;2014:741465. doi:10.1155/2014/741465
  • Goedert M, Emson PC. The regional distribution of neurotensin like immunoreactivity in central and peripheral tissues of the cat. Brain Res. 1983;272(2):291–297. doi:10.1016/0006-8993(83)90576-0
  • Ferris CF, Hammer RA, Leeman SE. Elevation of plasma neurotensin during lipid perfusion of rat small intestine. Peptides. 1981;2(Suppl 2):263–266. doi:10.1016/0196-9781(81)90042-5
  • Leeman SE, Carraway RE. Neurotensin: discovery, isolation, characterization, synthesis and possible physiological roles. Ann N Y Acad Sci. 1982;400(1):1–16. doi:10.1111/j.1749-6632.1982.tb31557.x
  • Gui X, Carraway RE. Enhancement of jejunal absorption of conjugated bile acid by neurotensin in rats. Gastroenterology. 2001;120(1):151–160. doi:10.1053/gast.2001.20876
  • Gui X, Dobner PR, Carraway RE. Endogenous neurotensin facilitates enterohepatic bile acid circulation by enhancing intestinal uptake in rats. Am J Physiol Gastrointest Liver Physiol. 2001;281(6):G1413–G1422. doi:10.1152/ajpgi.2001.281.6.G1413
  • Li J, Song J, Zaytseva YY, et al. An obligatory role for neurotensin in high-fat diet-induced obesity. Nature. 2016;533(7603):411–415. doi:10.1038/nature17662
  • Chen C, Tan R, Wong L, Fekete R, Halsey J. Quantitation of microRNAs by real-time RT-qPCR. In: Park DJ, editor. Vol. 687. Methods. Totowa, NJ: Humana Press; 2011:113–134. Doi:10.1007/978-1-60761-944-4_8
  • Salvoza NC, Klinzing DC, Gopez-Cervantes J, Baclig MO. Association of circulating serum mi-RNA-34a and mi-RNA-122 with dyslipidemia among patients with non-alcoholic fatty liver disease. PLoS One. 2019;11(4):e0153497. doi:10.1371/journal
  • Cermelli S, Ruggieri A, Marrero JA, Ioannou GN, Beretta L. Circulating microRNAs in patients with chronic hepatitis C and non-alcoholic fatty liver disease. PLoS One. 2011;6(8):e23937. doi:10.1371/journal.pone.0023937
  • Tryndyak VP, Latendresse JR, Montgomery B, et al. Plasma microRNAs are sensitive indicators of inter-strain differences in the severity of liver injury induced in mice by a choline- and folate-deficient diet. Toxicol Appl Pharmacol. 2012;262(1):52–59. doi:10.1016/j.taap.2012.04.018
  • Becker PP, Rau M, Schmitt J, et al. Performance of serum microRNAs −122, −192 and −21 as biomarkers in patients with non-alcoholic Steatohepatitis. PLoS One. 2015;10:e0142661. doi:10.1371/journal.pone.0142661
  • Auguet T, Aragonès G, Berlanga A, et al. miR33a/miR33b* and miR122 as possible contributors to hepatic lipid metabolism in obese women with nonalcoholic fatty liver disease. Int J Mol Sci. 2016;17:1620. doi:10.3390/ijms17101620
  • Jampoka K, Muangpaisarn P, Khongnomnan K, Treeprasertsuk S, Tangkijvanich P, Payungporn S. Serum mi-RNA-29a and mi-RNA- 122 as potential biomarkers for Non-Alcoholic Fatty Liver Disease (NAFLD). Microrna. 2018;7(3):215–222. doi:10.2174/2211536607666180531093302
  • Cheung O, Puri P, Eicken C, et al. Nonalcoholic steatohepatitis is associated with altered hepatic microRNA expression. Hepatology. 2008;48(6):1810–1820. doi:10.1002/hep.22569
  • Waidmann O, Köberle V, Brunner F, Zeuzem S, Piiper A, Kronenberger B. Serum microRNA-122 predicts survival in patients with liver cirrhosis. PLoS One. 2012;7(9):e45652. doi:10.1371/journal.pone.0045652
  • Gao Y, He Y, Ding J, et al. An insertion/deletion polymorphism at miRNA-122 binding site in the interleukin-1a 3′untranslated region confers risk for hepatocellular carcinoma. Carcinogenesis. 2009;30:2064–2069. doi:10.1093/carcin/bgp283
  • Melander O, Maisel AS, Almgren P, et al. Plasma proneurotensin and incidence of diabetes, cardiovascular disease, breast cancer, and mortality. JAMA. 2012;308(14):1469–1475. doi:10.1001/jama.2012.12998
  • Januzzi JL Jr, Lyass A, Liu Y, et al. Circulating proneurotensin concentrations and cardiovascular disease events in the community: the Framingham heart study. Arterioscler Thromb Vasc Biol. 2016;36(8):1692–1697; PMID: 27312221; PMCID: PMC4965295. doi: 10.1161/ATVBAHA.116.307847
  • Barchetta I, Cimini FA, Leonetti F, et al. Increased plasma proneurotensin levels identify NAFLD in adults with and without type 2 diabetes. J Clin Endocrinol Metab. 2018;103(6):2253–2260. PMID: 29590379. doi:10.1210/jc.2017-02751
  • Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982;143:29–36. doi:10.1148/radiology.143.1.7063747
  • Abdelfattah AAM, Rizk F, Hawash N, Hanafy A, El-Kalla F, Abd-Elsalam S. Randomized trial of preoperative administration of oral pregabalin for postoperative analgesia in patients scheduled for radiofrequency ablation of focal lesions in the liver. Int J Hyperthermia. 2018;34(8):1367–1371. doi:10.1080/02656736.2018.1424946
  • Wasfy E, Elkassas G, Elnawasany S, et al. Predicting esophageal varices in cirrhotic hepatitis C virus patients using noninvasive measurement of insulin resistance variables. Endocr Metab Immune Disord Drug Targets. 2018;18(6):573–580. PMID: 30073932. doi:10.2174/1871530318666180803120428
  • Mohamed AA, El-Toukhy NER, Said EM, et al. Hepatitis C virus: efficacy of new DAAs regimens. Infect Disord Drug Targets. 2020;20(2):143–149. PMID: 30663575. doi:10.2174/1871526519666190121114003
  • Soliman H, Ziada D, Salama M, et al. Predictors for fibrosis regression in chronic HCV patients after the treatment with DAAS: results of a real-world cohort study. Endocr Metab Immune Disord Drug Targets. 2019;19:1–8. PMID: 31448717. doi:10.2174/187153031901181217112442
  • El-Gebaly F, Abou-Saif S, Elkadeem M, et al. Study of serum soluble programmed death ligand 1 as a prognostic factor in hepatocellular carcinoma in Egyptian patients. Curr Cancer Drug Targets. 2019;19(11):896–905. doi:10.2174/1568009619666190718141647
  • Watany M, Badawi R, Elkhalawany W, Abd-Elsalam S. Study of dickkopf-1 (DKK-1) gene expression in hepatocellular carcinoma patients. J Clin Diagn Res. 2017;11(2):OC32–OC34. doi:10.7860/JCDR/2017/23095.9450