| Literature DB >> 31754293 |
Moustafa Nouh Elemeery1, Marwa Anwar Mohamed2, Marwa Ahmed Madkour3, Mohammed Mohammed Shamseya3, Noha Mahmoud Issa4, Ahmed Noah Badr5, Doaa Ahmed Ghareeb6, Cheol-Ho Pan7.
Abstract
BACKGROUND: Nonalcoholic steatohepatitis-related cirrhosis is one of the liver complications in type 2 diabetes mellitus (T2DM) and reported to be a risk factor for developing hepatocellular carcinoma (HCC). A reliable screening biomarker of liver cirrhosis (LC) and HCC among T2DM patients is important to reduce the morbidity and mortality of this disease. MicroRNA (miRNA) is considered a key player in HCC and T2DM, and it might be a hidden culprit in diabetes-associated HCC, making it a promising reliable prognostic tool. AIM: To investigate the signature of serum miRNAs as early biomarkers for the screening of HCC among diabetic patients.Entities:
Keywords: Hepatocellular carcinoma; MicroRNA; Nonalcoholic fatty liver disease; Type 2 diabetes
Mesh:
Substances:
Year: 2019 PMID: 31754293 PMCID: PMC6861851 DOI: 10.3748/wjg.v25.i42.6322
Source DB: PubMed Journal: World J Gastroenterol ISSN: 1007-9327 Impact factor: 5.742
Clinical and laboratory aspects of the recruited patients for Illumina sequencing in the profiling study
| HCC patients | |||||||||
| 1 | Male | 65 | 50.51 | 33.7 | 5.18 | 50.8 | 3.12 | 11.3 | A |
| 2 | Male | 55 | 38.9 | 44.29 | 1.92 | 17.8 | 3.03 | 12.2 | A |
| 3 | Male | 57 | 126.8 | 194.3 | 1.91 | 42.1 | 2.41 | 10.4 | B |
| 4 | Female | 59 | 31.42 | 26.56 | 1.38 | 25.82 | 2.63 | 9.4 | B |
| 5 | Female | 57 | 103.62 | 39.82 | 1.95 | 27.47 | 2.94 | 9.6 | B |
| 6 | Male | 57 | 39.5 | 43.19 | 1.81 | 15.8 | 2.96 | 10.2 | A |
| 7 | Female | 53 | 102.32 | 37.52 | 1.94 | 26.98 | 2.23 | 11.1 | B |
| 8 | Female | 60 | 28.62 | 21.77 | 1.2 | 2365 | 2.76 | 9.1 | B |
| 9 | Male | 57 | 137.9 | 204.3 | 1.71 | 41.7 | 2.43 | 10.0 | B |
| 10 | Male | 61 | 51.38 | 35.2 | 5.07 | 52.1 | 3.11 | 111.3 | A |
| LC patients | |||||||||
| 1 | Male | 61 | 39.4 | 18.8 | 1.58 | 26 | 3.23 | 9.0 | |
| 2 | Female | 59 | 36.8 | 59.7 | 1.51 | 43 | 3.45 | 10.6 | |
| 3 | Female | 55 | 34.9 | 58.2 | 1.49 | 40.9 | 3.01 | 10.8 | |
| 4 | Female | 52 | 50.1 | 52.3 | 1.58 | 32.9 | 2.54 | 9.2 | |
| 5 | Male | 63 | 78.5 | 30.9 | 4.99 | 7.2 | 2.46 | 10.4 | |
| 6 | Female | 57 | 51.6 | 55.5 | 1.69 | 33 | 2.25 | 10.5 | |
| 7 | Male | 62 | 77.7 | 31.7 | 5.06 | 7.6 | 3.75 | 9.6 | |
| 8 | Male | 59 | 95.4 | 74.3 | 1.22 | 3.6 | 2.78 | 10.3 | |
| 9 | Male | 53 | 93.1 | 71.9 | 1.19 | 3.5 | 2.33 | 11.2 | |
| 10 | Male | 60 | 38.9 | 18.2 | 1.53 | 25.9 | 2.54 | 10.9 | |
AFP: Alpha-fetoprotein; ALT: Alanine amino transferase; AST: Aspartate amino transferase; BCLC: Barcelona clinic liver cancer; HCC: Hepatocellular carcinoma; LC: Liver cirrhosis.
Clinical and laboratory aspects of the first confirmation analysis recruited patients
| Age in yr | 55.63 ± 7.69 | 58.65 ± 8.97 | NS |
| Male sex | 66% | 66% | NS |
| ALT in IU/L | 76.98 ± 65.83 | 78.53 ± 43.19 | NS |
| AST in IU/L | 69.17 ± 63.36 | 62.78 ± 43.32 | NS |
| Total bilirubin in mg/dL | 2.53 ± 1.94 | 2.79 ± 1.78 | NS |
| Albumin in g/dL | 2.59 ± 1.47 | 2.45 ± 1.62 | NS |
| ALP in IU/L | 134.6 ± 83.5 | 103.18 ± 37.5 | NS |
| Creatinine in mg/dL | 0.98 ± 0.3 | 1.38 ± 0.87 | NS |
| Hemoglobin in g/dL | 11.42 ± 1.23 | 11.35 ± 1.68 | NS |
| AFP in ng/mL | 27.56 ± 41.23 | 165.49 ± 214.56 | < 0.005 |
| Platelet count as × 103/µL | 96.7 ± 51.6 | 149.7 ± 129.3 | < 0.005 |
| Leukocyte count as × 103/µL | 6.98 ± 2.98 | 7.61 ± 4.3 | < 0.005 |
| BCLC stage, | |||
| A | 20 (40) | ||
| B | 26 (52) | ||
| C | 4 (8) |
Data are presented as mean ± standard deviation. Clinical data was analyzed by analysis of variance analysis. Results were considered to be statistically significant if P < 0.05. AFP: Alpha-fetoprotein; ALP: Alkaline phosphatase; ALT: Alanine amino transferase; AST: Aspartate amino transferase; BCLC: Barcelona clinic liver cancer; HCC: Hepatocellular carcinoma; LC: Liver cirrhosis.
Clinical and laboratory aspects of the second confirmation analysis recruited patients
| Age in yr | 49.92 ± 7.14 | 53.68 ± 9.48 | 57.18 ± 7.30 | 56.23 ± 8.14 | 0.26 |
| ALP in IU/L | 64.2 ± 20.8 | 134.3 ± 36.9 | 103.18 ± 37.5 | 134.6 ± 83.5 | < 0.0001 |
| ALT in IU/L | 30.2 ± 15.6 | 58 ± 18 | 31.8 ± 21.08 | 206.8 ± 133.31 | 0.001 |
| AST in IU/L | 28.6 ± 10.3 | 52.1 ± 18.0 | 58.18 ± 41.6 | 447.07 ± 249.90 | < 0.0001 |
| Bilirubin, total in mg/dL | 0.6 ± 0.2 | 0.39 ± 0.19 | 4.64 ± 7.90 | 8.39 ± 8.83 | < 0.0009 |
| Bilirubin, direct in mg/dL | 0.2 ± 0.1 | 0.86 ± 0.28 | 2.98 ± 6.5 | 6.36 ± 7.8 | < 0.0001 |
| Albumin in g/dL | 4.3 ± 1.2 | 4.01 ± 0.57 | 2.53 ± 0.49 | 2.33 ± 0.39 | < 0.0001 |
| Hemoglobin in g/dL | 11.9 ± 2.1 | 11.81 ± 4.2 | 9.20 ± 2.41 | 10.15 ± 1.98 | < 0.0001 |
| AFP in ng/mL | 9.33 ± 1.82 | 3.72 ± 1.15 | 35.56 ± 41.23 | 267.8 ± 221.9 | < 0.0001 |
| Platelet count as × 103/µL | 240 ± 97.6 | 320 ± 68.2 | 147.9 ± 129.6 | 97.8 ± 53.6 | < 0.0001 |
| leukocyte count as × 103/µL | 6.8 ± 2.4 | 8.6 ± 2.42 | 6.17 ± 4.1 | 7.18 ± 3.18 | < 0.0001 |
| INR | 1.25 ± 0.23 | 1.43 ± 0.51 | 1.81 ± 0.52 | 1.95 ± 0.63 | < 0.0001 |
| Creatinine in mg/dL | 0.7 ± 0.2 | 0.98 ± 0.31 | 0.99 ± 0.25 | 1.41 ± 0.78 | < 0.0001 |
| GGT in U/L | 12.0 ± 3.0 | 33.0 ± 12.8 | 41.54 ± 25.6 | 51.38 ± 32.86 | < 0.0001 |
| BUN in mg/dL | 29.2 ± 3.4 | 70.0 ± 20.3 | 39.9 ± 28.6 | 71.54 ± 52.83 | < 0.0001 |
Data are presented as mean ± standard deviation. Clinical data was analyzed by analysis of variance analysis. A result was considered to be statistically significant if P < 0.05. AFP: Alpha-fetoprotein; ALP: Alkaline phosphatase; ALT: Alanine aminotransferase; AST: Aspartate aminotransferase; BUN: Blood urea nitrogen; HCC: Hepatocellular carcinoma; INR: International normalized ratio; LC: Liver cirrhosis; T2DM: Type 2 diabetes patients.
Imaging characteristics of hepatocellular carcinoma cases
| Size in cm, mean ± SD (range) | 7.41 ± 3.137 (3.2-14) | |
| Portal vein tumor thrombosis | Yes | 35 (17.5) |
| No | 165 (82.5) | |
| Number of focal lesions | Single | 25 (12.5) |
| Multiple | 175 (87.5) | |
| Site of focal lesions | Right lobe | 112 (56.0) |
| Left lobe | 60 (30.0) | |
| Both lobes | 28 (14.0) | |
| BCLC stage | A | 25 (12.5) |
| B | 81 (40.5) | |
| C | 94 (47.0) |
BCLC: Barcelona clinic liver cancer; HCC: Hepatocellular carcinoma; SD: Standard deviation.
Illumina output sequencing data
| Total raw reads | 29233450 | 29867922 |
| Total raw bases | 1461672500 | 1493396100 |
| Total clean reads | 17784320 | 21650404 |
| Total clean bases | 432618636 | 498024958 |
| Clean reads rate, % | 60.8 | 72.5 |
| Low quality reads | 10854 | 1494 |
| Low quality rate, % | 0.04 | 0.01 |
| Without 3p adaptor reads | 2626766 | 1093718 |
| Without 3p adaptor rate, % | 8.99 | 3.7 |
| Without insert reads | 984336 | 14858 |
| Without insert rate, % | 3.4 | 0.05 |
| Poly A/T reads | 1335340 | 6929464 |
| Poly A/T rate, % | 4.6 | 23.2 |
| Ex-length reads | 6491834 | 177984 |
| Ex-length rate, % | 22.2 | 0.6 |
| Raw reads Q20, % | 97.3 | 96.7 |
| Raw reads Q30, % | 94.5 | 95.5 |
| Clean reads Q20, % | 97.5 | 97.4 |
| Clean reads Q30, % | 94.6 | 96.4 |
HCC: Hepatocellular carcinoma; LC: Liver cirrhosis.
Figure 1Length distribution analysis of sequencing data.
MicroRNAs selected criteria for inclusion
| hsa-miR-1 | 0.13 | 0.32 | 0.41 | -1.29 | 0.168 |
| hsa-miR-16 | 0.12 | 0.43 | 0.28 | -1.84 | 0.001 |
| hsa-miR-21 | 4.21 | 3.82 | 1.10 | 0.14 | 0.801 |
| hsa-miR-23b-3p | 0.27 | 0.78 | 0.35 | -1.51 | 0.001 |
| hsa-miR-26a | 0.33 | 0.51 | 0.64 | -0.64 | 0.009 |
| hsa-miR-29a | 0.54 | 0.42 | 1.29 | 0.37 | 0.001 |
| hsa-miR-34-a | 0.69 | 0.16 | 4.31 | 2.11 | 0.001 |
| hsa-miR-98 | 1.95 | 1.19 | 1.63 | 0.70 | 0.723 |
| hsa-miR-122-5p | 0.12 | 0.98 | 0.12 | -3.06 | 0.001 |
| hsa-miR-125b-5p | 0.01 | 0.05 | 0.20 | -2.32 | 0.823 |
| hsa-miR-127-3p | 0.29 | 0.78 | 0.37 | -1.43 | 0.059 |
| hsa-miR-150-5p | 2.16 | 0.78 | 2.78 | 1.48 | 0.071 |
| hsa-miR-185-5p | 0.21 | 0.88 | 0.24 | -2.06 | 0.083 |
| hsa-miR-198 | 0.09 | 0.29 | 0.31 | -1.69 | 0.001 |
| hsa-miR-199a-3p | 0.08 | 0.31 | 0.26 | -1.94 | 0.001 |
| hsa-miR-221 | 9.40 | 3.31 | 2.84 | 1.51 | 0.001 |
| hsa-miR-224-5p | 1.82 | 0.71 | 2.56 | 1.36 | 0.021 |
| hsa-miR-494-3p | 0.98 | 0.17 | 5.76 | 2.53 | 0.022 |
| hsa-miR-877-5p | 1.51 | 0.78 | 1.94 | 0.96 | 0.231 |
| hsa-miR-4433b-3 | 1.52 | 0.45 | 3.38 | 1.76 | 0.072 |
Expression data is presented as average fold change = (2-ΔΔCT) in the hepatocellular carcinoma group vs the liver cirrhosis group.
P < 0.005 with ± 1.5 log2 fold expression change. HCC: Hepatocellular carcinoma; LC: Liver cirrhosis; miRNA: MicroRNA.
Significant microRNAs expression as average fold change = (2-ΔΔCT) in the liver cirrhosis group vs the hepatocellular carcinoma group
| hsa-miR-23b-3p | 2.44 | 0.78 | 0.32 | -1.64 | 0.001 |
| hsa-miR-34a | 1.88 | 0.16 | 0.09 | -3.47 | 0.001 |
| hsa-miR-122-5p | 0.34 | 0.98 | 0.12 | 2.87 | 0.001 |
| hsa-miR-198 | 0.88 | 0.29 | 0.33 | -4.64 | 0.001 |
| hsa-miR-199a-3p | 1.18 | 0.31 | 0.26 | -1.94 | 0.001 |
| hsa-miR-221 | 1.13 | 3.31 | 2.92 | 1.55 | 0.001 |
P < 0.005 with ± 1.5 log2 fold expression change. HCC: Hepatocellular carcinoma; LC: Liver cirrhosis; miRNA: MicroRNA.
Figure 2A receiver operating characteristic curve analysis for candidate microRNAs in hepatocellular carcinoma vs liver cirrhosis groups. AUC: Area under the curve; miRNA: MicroRNA.
Figure 3A receiver operating characteristic curve analysis for candidate microRNAs in hepatocellular carcinoma vs nonmalignant groups. AUC: Area under the curve; miRNA: MicroRNA.
Figure 4A receiver operating characteristic curve analysis for combined panel. A: A receiver operating characteristic (ROC) curve analysis for combined panel for discriminating hepatocellular carcinoma (HCC) out of liver cirrhosis. B: A ROC curve analysis for combined panel for discriminating HCC out of nonmalignant groups. HCC: Hepatocellular carcinoma; LC: Liver cirrhosis.
Diagnostic ability for studied microRNAs to screening hepatocellular carcinoma among diabetics and controls
| miR-16 | ||||||
| HCC against ctrl | 0.897 | 81.0% | 92.0% | 90.6% | 86.2% | 90.1% |
| HCC against LC-T2D | 0.864 | 84.9% | 87.5% | 83.0% | 97.5% | 88.7% |
| miR-122-5p | ||||||
| HCC against ctrl | 0.793 | 79.8% | 76.2% | 80.0% | 81.0% | 81.3% |
| HCC against LC-T2D | 0.802 | 83.2% | 86.1% | 69.0% | 86.0% | 83.2% |
| miR-198 | ||||||
| HCC against ctrl | 0.798 | 81.4% | 79.4% | 77.1% | 82.0% | 80.3% |
| HCC against LC-T2D | 0.791 | 80.2% | 85.2% | 54.0% | 86.0% | 80.0% |
| miR-199a-3p | ||||||
| HCC against ctrl | 0.901 | 99.7% | 97.7% | 86.7% | 100% | 96.7% |
| HCC against LC-T2D | 0.843 | 82.6% | 85.3% | 75.7% | 96.6% | 83.6% |
| miR-221 | ||||||
| HCC against ctrl | 0.782 | 79.4% | 80.4% | 87.1% | 93.7% | 81.2% |
| HCC against LC-T2D | 0.780 | 78.6% | 81.8% | 34.9% | 91.0% | 60.8% |
| miR-23b-3p | ||||||
| HCC against ctrl | 0.792 | 81.0% | 83.2% | 76.1% | 82.0% | 79.8% |
| HCC against LC-T2D | 0.689 | 72.5% | 69.5% | 30.6% | 73.4% | 72.7% |
| miR-34a | ||||||
| HCC against ctrl | 0.761 | 96.4% | 59.5% | 83.4% | 90.7% | 75.4% |
| HCC against LC-T2D | 0.789 | 96.4% | 69.3% | 46.0% | 93.2% | 78.2% |
AUC: Area under the curve; ctrl: Control; HCC: Hepatocellular carcinoma; LC-T2D: Liver cirrhosis in type 2 diabetic; miRNA: MicroRNA; NPV: Negative predictive value; PPV: Positive predictive value.
Figure 5A receiver operating characteristic curve analysis for candidate microRNAs against alpha-fetoprotein. A: Diabetic-associated hepatocellular carcinoma (HCC) vs diabetic nonmalignant patients. B: Diabetic-associated HCC vs diabetic-associated liver cirrhosis. AFP: Alpha-fetoprotein; HCC: Hepatocellular carcinoma; miRNA: MicroRNA.
Significant relations among candidate serum microRNAs in hepatocellular carcinoma patients
| miR-16 | NS | NS | NS | ||||
| miR-122-5p | NS | NS | |||||
| miR-198 | NS | NS | NS | ||||
| miR-199a-3p | NS | NS | NS | ||||
| miR-221 | NS | ||||||
| miR-23b-3p | NS | ||||||
| miR-34a | NS | ||||||
HCC: Hepatocellular carcinoma; miRNA: MicroRNA; NS: Nonsignificant correlation.
Levels of serum microRNA s in correlation to type 2 diabetes mellitus-related parameters
| HbA1c, % | 0.312 | 0.027 | 0.017 | 0.087 | 0.156 | 0.384 | 0.498 | |
| < 0.001 | 0.758 | 0.369 | 0.08 | 0.003 | < 0.001 | < 0.001 | ||
| GLU in mg/dL | 0.269 | 0.353 | 0.099 | 0.17 | 0.109 | 0.409 | 0.087 | |
| 0.001 | < 0.001 | 0.026 | 0.003 | 0.016 | < 0.001 | 0.08 | ||
| Insulin in mU/L | 0.091 | 0.412 | 0.041 | 0.47 | 0.031 | 0.497 | 0.063 | |
| 0.003 | < 0.001 | 0.209 | < 0.001 | 0.003 | < 0.00 | 0.003 | ||
| HOMA-IR | 0.096 | 0.419 | 0.013 | 0.098 | 0.49 | 0.492 | 0.027 | |
| 0.03 | < 0.001 | 0.396 | 0.001 | < 0.001 | < 0.001 | 0.001 | ||
| ISI | 0.095 | 0.421 | 0.102 | 0.019 | 0.499 | 0.545 | 0.0693 | |
| 0.0074 | < 0.001 | 0.023 | 0.004 | < 0.001 | < 0.001 | 0.005 | ||
| HIRI | 0.498 | 0.429 | 0.024 | 0.1807 | 0.427 | 0.672 | 0.049 | |
| < 0.001 | < 0.001 | 0.005 | < 0.001 | < 0.001 | < 0.001 | 0.009 | ||
Relationship was evaluated through a linear regression analysis adjusted by body mass index, sex, age, high-density lipoproteins, and triglycerides, using SPSS software.
P < 0.05. GLU: Glucose; HbA1c: Glycosylated hemoglobin; HIRI: Hepatic insulin resistance index; HOMA-IR: Homeostasis model assessment-insulin resistance; ISI: Insulin sensitivity index; T2DM: Type 2 diabetes mellitus.
Figure 6MicroRNAs in correlation to ligand independent c-Met activation and progression of hepatocellular carcinoma in type 2 diabetes mellitus patients. HCC: Hepatocellular carcinoma; miRNA: MicroRNA; NAFLD: Nonalcoholic fatty liver disease; T2DM: Type 2 diabetes mellitus.