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第45卷第6期       徐思雨,张永杰,田 水,等. 深度学习重建算法在胰腺HASTE⁃T2WI序列中的临床应用价值[J].
                  2025年6月                    南京医科大学学报(自然科学版),2025,45(6):810-815,825                     ·813 ·


                  1 500            ***
                                            ***     BLADE⁃TSE
                                                    HASTE⁃DL

                  1 000
                          ***
                                                                                       A                       B
                                                                     A:BLADE⁃TSE sequence. B:HASTE⁃DL sequence. The signal is
                   500
                                                                  missing due to the intestinal air motion artifact in A(arrow above),and
                                                                  image B has slightly better artifact suppression. The lesion and pancreat⁃
                                                                  ic duct in B have higher SNR and sharper contrast.
                    0
                                                                  图4   1例胰腺导管内乳头状黏液瘤68岁女性患者病灶检测
                          SNRpancreas  SNRlesions CNR CNRlesions/normal tissue
                                                                       比较图
                   The SNR and CNR of HASTE⁃DL sequence was higher than that of
                                                                  Figure 4  Comparison of lesion detection in a 68⁃year⁃old
                BLADE⁃TSE sequence.  *** P < 0.01.
                      图2 SNR和CNR定量比较散点柱状统计图                               female patient with IPMN of the pancreas
                Figure 2  Scattered ⁃ column statistical chart for quantita-
                        tive comparison of SNR and CNR



                    表2   HASTE⁃DL和BLADE⁃TSE图像定量比较
                Table 2  Quantitative comparison of HASTE ⁃ DL and
                         BLADE⁃TSE images             (x ± s)
                                                                                       A                       B
                 Sequence   SNRpancreas  SNRlesions  CNRlesions/normal tissue  A:BLADE⁃TSE sequence. B:HASTE⁃DL sequence. Both A and B
                HASTE⁃DL   166.65±81.90 568.45±370.37  417.47±346.85  can clearly see the lesion(arrow below);the contrast between pancreatic
                BLADE⁃TSE   87.78±37.86 213.34±134.78  133.46±118.66  duct and lesion in B is sharper and the lesion boundary is clearer,which
                t            <9.123      <9.343      <8.230       is conducive to the display and measurement of lesion. Both sets of se⁃
                P            <0.001      <0.001      <0.001       quences had comparable artifact suppression(arrow above).
                                                                  图 5  1 例多发胰腺导管内乳头状黏液瘤(IPMN)34 岁女性
                                                                       患者病灶检测比较图
                                                                  Figure 5  Comparison of lesion detection in a 34⁃year⁃old
                                                                          female patient with multiple IPMN of the pan-
                                                                          creas

                                                                  间,探讨 DL 在胰腺 MRI 临床应用中的价值。本研
                                     A                      B     究结果显示,HASTE⁃DL⁃T2WI序列能够获得优于常
                   A:BLADE⁃TSE sequence. B:HASTE⁃DL sequence. The loss of sig⁃  规 BLADE⁃TSE⁃T2WI 序列的胰腺 T2WI 图像,图像
                nal interference caused by artifacts in A is slightly more serious than
                                                                  SNR 和 CNR 更高,组织之间的锐利度更加优秀,伪
                that in B(arrow above). Pancreatic duct lesions in B showed sharper,
                                                                  影控制两者相当,并且大幅度减少扫描时间,能够
                and bile duct clarity showed better than A(arrow below).
                图3   1 例胰腺尾部囊性病灶的 45 岁男性患者病灶检测比                   为不能耐受长时间检查和呼吸配合较差的患者提
                     较图                                           供另一种扫描选择,有较高的临床应用价值。
                Figure 3  Comparison of lesion dection in a 45 ⁃ year ⁃ old  3.1  HASTE⁃DL 序列相比 BLADE⁃TSE 序列的扫描
                        male patient with a cystic lesion in the pancreatic  时间优势
                        tail                                          目前临床上胰腺 MRI 的 BLADE⁃TSE⁃T2WI 序
                                                                  列为运用刀锋伪影校正(BLADE)技术的TSE 序列,
                3  讨 论
                                                                  BLADE技术采用螺旋桨式K空间数据填充,可以减
                    本研究通过比较 HASTE⁃DL 序列和 BLADE⁃                   少运动伪影、提高图像质量,但这种采集模式会增
                TSE序列胰腺T2WI的图像质量,包括胰腺和病灶组                         加数据采集量,重复冗余的数据采集导致扫描时间
                织 SNR、病灶 CNR、总体图像质量、胰腺锐利度、胆                       长 [13] ,特别是应用在胰腺 MRI 时,需要薄层(3 mm)
                管显示清晰度、伪影以及病灶检出效能和扫描时                             扫描才能满足临床诊断胰腺所需的分辨率,因此不
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