| Literature DB >> 29029443 |
Zhenpeng Peng1, Chang Li1, Tao Chan2, Huasong Cai1, Yanji Luo1, Zhi Dong1, Zi-Ping Li1, Shi-Ting Feng1.
Abstract
OBJECTIVES: To investigate the difference of T1 relaxation time on Gd-EOB-DTPA-enhanced MRI in hepatocellular carcinoma (HCC), hepatic focal nodular hyperplasia (FNH) and cavernous hemangioma of liver (CHL), and to quantitatively evaluate the uptake of Gd-EOB-DTPA in these three focal liver lesions (FLLs).Entities:
Keywords: Gd-EOB-DTPA; MRI; T1 mapping; discriminant analysis; focal liver lesion
Year: 2017 PMID: 29029443 PMCID: PMC5630343 DOI: 10.18632/oncotarget.18918
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
Figure 1Row 1: pre-contrast T1-weighted images, Row 2: hepatobiliary phase images, Row 3: pre-contrast T1 mapping images, Row 4: hepatobiliary phase T1 mapping images
(A–D) Hepatocellular carcinoma. Lesion appeared hypointense on both pre-contrast and hepatobiliary phase images. T1P 712 ms, T1E 529 ms, T1D = 183 ms, T1D% = 25.7%. (E–H) Focal nodular hyperplasia. Characteristic findings include central scar and high signal intensity on the hepatobiliary phase. T1P 648 ms, T1E 89 ms, T1D = 559 ms, T1D% = 86.3%. (I–L) Cavernous hemangioma of liver. Signal intensities are low in both pre-contrast and hepatobiliary phase T1WI. T1P 1351 ms, T1E 347 ms, T1D = 1004 ms, T1D% = 64.3%.
T1 mapping measurements of FLLs on Gd-EOB-DTPA-enhanced MRI
| Lesion | T1P(ms) | T1E(ms) | T1D(ms) | T1D% | |
|---|---|---|---|---|---|
| 1008.6 ± 357.5 | 629.6 ± 221.0 | 378.9 ± 258.3 | 36.5 ± 12.4 | 65 | |
| 843.1 ± 286.4 | 139.7 ± 54.0 | 703.4 ± 259.3 | 82.9 ± 6.9 | 11 | |
| 1423.0 ± 600.1 | 500.6 ± 201.6 | 922.4 ± 424.8 | 63.9 ± 6.6 | 17 |
Figure 2The different values of T1P (A), T1E (B), T1D (C) and T1D% (D) in HCC, FNH and CHL. Box-and-whisker plots showed that there was statistical significance between each two groups except for T1P between HCC and FNH (P = 0.214), and T1D between FNH and CHL (P = 0.058).
Spearman correlation between T1 mapping parameters (T1P, T1E, T1D and T1D%) and the three types of lesions (HCC, FNH and CHL)
| T1P | T1E | T1D | T1D% | |
|---|---|---|---|---|
| 0.179 | –0.415 | 0.665 | 0.702 | |
| 0.086 | 0.000 | 0.000 | 0.000 | |
| 93 | 93 | 93 | 93 |
Bayesian classification functions
| HCC | FNH | CHL | |
|---|---|---|---|
| –41.490 | –79.118 | –55.440 | |
| –0.046 | –0.059 | –0.045 | |
| 0.113 | 0.135 | 0.114 | |
| 1.562 | 2.231 | 1.787 |
Classification is determined by calculating discriminant scores from the linear discriminant functions. The highest score determines the type of lesion.
Figure 3Fisher discriminant analysis plot shows good linear separability of the data points for HCC, FNH and CHL
Discriminant function 1 and 2 are linear combinations of the T1 mapping parameters (T1P, T1E and T1D%). (Function 1 = –5.991 – 0.002*T1P + 0.004*T1E + 0.134*T1D%; Function 2 = –1.522 – 0.005*T1P + 0.007*T1E + 0.067*T1D%)
Classification error from cross validation
| Original group | Classification by discriminant analysis | Total | Error rate (%) | ||
|---|---|---|---|---|---|
| HCC | FNH | CHL | |||
| 56 | 65 | 13.8 | |||
| 0 | 10 | 11 | 9.1 | ||
| 0 | 16 | 17 | 5.9 | ||
| 57 | 11 | 25 | 93 | ||
Acquisition parameters of the MRI protocol (FA = flip angle, VIBE = volumetric interpolated breath-hold examination, HBP = hepatobiliary phase)
| TR (ms) | TE (ms) | FA | Time (s) | Slice Thickness (mm) | Matrix | FOV | |
|---|---|---|---|---|---|---|---|
| 225 | 2.2 | 70 | 19.42 | 6 | 200 × 320 | 258 × 330 | |
| 200 | 2.5,3.7 | 65 | 17.67 | 6 | 154 × 256 | 248 × 330 | |
| 1600 | 91 | 150 | 0.84 | 3 | 410 × 512 | 350 × 350 | |
| 4.4 | 1.2 | 2, 12 | 20.15 | 2 | 154 × 256 | 248 × 330 | |
| 3.3 | 1.2 | 13 | 8.21 | 2 | 96 × 256 | 248 × 330 | |
| 225 | 2.2 | 70 | 19.42 | 6 | 200 × 320 | 258 × 330 | |
| 4.4 | 1.2 | 2, 12 | 20.15 | 2 | 154 × 256 | 248 × 330 | |