Log in

A novel identification system combining diffusion kurtosis imaging with conventional magnetic resonance imaging to assess intestinal strictures in patients with Crohn’s disease

  • Hollow Organ GI
  • Published:
Abdominal Radiology Aims and scope Submit manuscript

Abstract

Purpose

To determine the utility of diffusion kurtosis imaging (DKI) for assessing bowel fibrosis and to establish a new magnetic resonance imaging (MRI)-based classification based on DKI and conventional MRI parameters for characterizing intestinal strictures in Crohn’s disease (CD) using the histological evaluation of resected intestine samples as the reference standard.

Methods

Thirty-one patients with CD undergoing preoperative conventional MRI and diffusion-weighted imaging (DWI) (b values = 0–2000 s/mm2) were consecutively enrolled. We classified the mural T2-weighted signal intensity and arterial-phase enhancement patterns on conventional MRI. We also measured DWI-derived apparent diffusion coefficients (ADCs) and DKI-derived apparent diffusion for non-Gaussian distribution (Dapp) and apparent diffusional kurtosis (Kapp). A new MRI-based classification was established to characterize intestinal strictures in CD. Its performance was validated in nine additional patients with CD.

Results

Histological inflammation grades were significantly correlated to T2-weighted signal intensity (r = 0.477; P < 0.001) and ADC (r = − 0.226; P = 0.044). Histological fibrosis grades were moderately correlated to Kapp (r = 0.604, P < 0.001); they were also correlated to Dapp (r = − 0.491; P < 0.001) and ADC (r = − 0.270; P = 0.015). T2-weighted signal intensity could differentiate between no-to-mild and moderate-to-severe bowel inflammation (sensitivity, 0.970; specificity, 0.479). Kapp could differentiate between no-to-mild and moderate-to-severe bowel fibrosis (sensitivity, 0.959; specificity, 0.781). The agreement between the new MRI-based classification and the histological classification was moderate in the test (κ = 0.507; P < 0.001) and validation (κ = 0.530; P < 0.001) sets.

Conclusions

DKI can be used to assess bowel fibrosis. The new MRI-based classification can help to distinguish between fibrotic and inflammatory intestinal strictures in patients with CD.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
EUR 32.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or Ebook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (Germany)

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

Data availability

The data that support the findings of this study are available on request from the corresponding author (Xue-hua Li). The data are not publicly available because the aforementioned data contain information that could compromise the privacy of the research participants.

References

  1. Peyrin-Biroulet L, Loftus EV Jr, Colombel JF, Sandborn WJ (2010) The natural history of adult Crohn's disease in population-based cohorts. Am J Gastroenterol 105:289–297.

    Article  Google Scholar 

  2. Latella G, Di Gregorio J, Flati V, Rieder F, Lawrance IC (2015) Mechanisms of initiation and progression of intestinal fibrosis in IBD. Scand J Gastroenterol 50:53–65.

    Article  CAS  Google Scholar 

  3. Rieder F, Fiocchi C (2013) Mechanisms of tissue remodeling in inflammatory bowel disease. Dig Dis 31:186–193.

    Article  Google Scholar 

  4. Bruining DH, Zimmermann EM, Loftus EV Jr, Sandborn WJ, Sauer CG, Strong SA (2018) Consensus recommendations for evaluation, interpretation, and utilization of computed tomography and magnetic resonance enterography in patients with small bowel Crohn's disease. Gastroenterology 154:1172–1194.

    Article  Google Scholar 

  5. Rimola J, Planell N, Rodríguez S, Delgado S, Ordás I, Ramírez-Morros A, Ayuso C, Aceituno M, Ricart E, Jauregui-Amezaga A, Panés J, Cuatrecasas M (2015) Characterization of inflammation and fibrosis in Crohn's disease lesions by magnetic resonance imaging. Am J Gastroenterol 110:432–440.

    Article  Google Scholar 

  6. Barkmeier DT, Dillman JR, Al-Hawary M, Heider A, Davenport MS, Smith EA, Adler J (2016) MR enterography-histology comparison in resected pediatric small bowel Crohn disease strictures: can imaging predict fibrosis? Pediatr Radiol 46:498–507.

    Article  Google Scholar 

  7. Huang L, Li XH, Huang SY, Zhang ZW, Yang XF, Lin JJ, Jiang MJ, Feng ST, Sun CH, Li ZP (2018) Diffusion kurtosis MRI versus conventional diffusion-weighted imaging for evaluating inflammatory activity in Crohn's disease. J Magn Reson Imaging 47:702–709.

    Article  Google Scholar 

  8. Jensen JH, Helpern JA, Ramani A, Lu H, Kaczynski K (2005) Diffusional kurtosis imaging: the quantification of non-gaussian water diffusion by means of magnetic resonance imaging. Magn Reson Med 53:1432–1440.

    Article  Google Scholar 

  9. Yoshimaru D, Miyati T, Suzuki Y, Hamada Y, Mogi N, Funaki A, Tabata A, Masunaga A, Shimada M, Tobari M, Nishino T (2018) Diffusion kurtosis imaging with the breath-hold technique for staging hepatic fibrosis: A preliminary study. Magn Reson Imaging 47:33–38.

    Article  Google Scholar 

  10. Best WR, Becktel JM, Singleton JW, Kern F (1976) Development of a Crohn's disease activity index: National Cooperative Crohn's Disease Study. Gastroenterology 70:439–444.

    Article  CAS  Google Scholar 

  11. Li XH, Mao R, Huang SY, Sun CH, Cao QH, Fang ZN, Zhang ZW, Huang L, Lin JJ, Chen YJ, Rimola J, Rieder F, Chen MH, Feng ST, Li ZP (2018) Characterization of degree of intestinal fibrosis in patients with Crohn disease by using magnetization transfer MR imaging. Radiology 287:494–503.

    Article  Google Scholar 

  12. Jensen JH, Helpern JA (2010) MRI quantification of non-Gaussian water diffusion by kurtosis analysis. NMR Biomed 23:698–710.

    Article  Google Scholar 

  13. Rosenkrantz AB, Padhani AR, Chenevert TL, Koh DM, De Keyzer F, Taouli B, Le Bihan D (2015) Body diffusion kurtosis imaging: Basic principles, applications, and considerations for clinical practice. J Magn Reson Imaging 42:1190–1202.

    Article  Google Scholar 

  14. Zappa M, Stefanescu C, Cazals-Hatem D, Bretagnol F, Deschamps L, Attar A, Larroque B, Tréton X, Panis Y, Vilgrain V, Bouhnik Y (2011) Which magnetic resonance imaging findings accurately evaluate inflammation in small bowel Crohn's disease? A retrospective comparison with surgical pathologic analysis. Inflamm Bowel Dis 17:984–993.

    Article  Google Scholar 

  15. Adler J, Punglia DR, Dillman JR, Polydorides AD, Dave M, Al-Hawary MM, Platt JF, McKenna BJ, Zimmermann EM (2012) Computed tomography enterography findings correlate with tissue inflammation, not fibrosis in resected small bowel Crohnʼs disease. Inflamm Bowel Dis 18:849–856.

    Article  Google Scholar 

  16. Liu Y, Zhang GM, Peng X, Wen Y, Ye W, Zheng K, Li X, Sun H, Chen L (2018) Diffusional kurtosis imaging in assessing renal function and pathology of IgA nephropathy: a preliminary clinical study. Clin Radiol 73:818–826.

    Article  CAS  Google Scholar 

  17. Sheng RF, ** KP, Yang L, Wang HQ, Liu H, Ji Y, Fu CX, Zeng MS (2018) Histogram analysis of diffusion kurtosis magnetic resonance imaging for diagnosis of hepatic fibrosis. Korean J Radiol 19:916–922.

    Article  Google Scholar 

  18. Li J, Wang D, Chen TW, **e F, Li R, Zhang XM, **g ZL, Yang JQ, Ou J, Cao JM (2019) Magnetic resonance diffusion kurtosis imaging for evaluating stage of liver fibrosis in a rabbit model. Acad Radiol 26:e90–e97.

    Article  Google Scholar 

  19. Yang L, Rao S, Wang W, Chen C, Ding Y, Yang C, Grimm R, Yan X, Fu C, Zeng M (2018) Staging liver fibrosis with DWI: is there an added value for diffusion kurtosis imaging? Eur Radiol 28:3041–3049.

    Article  Google Scholar 

  20. Tielbeek JA, Ziech ML, Li Z, Lavini C, Bipat S, Bemelman WA, Roelofs JJ, Ponsioen CY, Vos FM, Stoker J (2014) Evaluation of conventional, dynamic contrast enhanced and diffusion weighted MRI for quantitative Crohn's disease assessment with histopathology of surgical specimens. Eur Radiol 24:619–629.

    Article  Google Scholar 

  21. Rimola J, Rodriguez S, García-Bosch O, Ordás I, Ayala E, Aceituno M, Pellisé M, Ayuso C, Ricart E, Donoso L, Panés J (2009) Magnetic resonance for assessment of disease activity and severity in ileocolonic Crohn's disease. Gut 58:1113–1120.

    Article  CAS  Google Scholar 

  22. Punwani S, Rodriguez-Justo M, Bainbridge A, Greenhalgh R, De Vita E, Bloom S, Cohen R, Windsor A, Obichere A, Hansmann A, Novelli M, Halligan S, Taylor SA (2009) Mural inflammation in Crohn disease: location-matched histologic validation of MR imaging features. Radiology 252:712–720.

    Article  Google Scholar 

  23. Wagner M, Ko HM, Chatterji M, Besa C, Torres J, Zhang X, Panchal H, Hectors S, Cho J, Colombel JF, Harpaz N, Taouli B (2018) Magnetic resonance imaging predicts histopathological composition of ileal Crohn's disease. J Crohns Colitis 12:718–729.

    Article  Google Scholar 

  24. Kim KJ, Lee Y, Park SH, Kang BK, Seo N, Yang SK, Ye BD, Park SH, Kim SY, Baek S, Ha HK (2015) Diffusion-weighted MR enterography for evaluating Crohn's disease: how does it add diagnostically to conventional MR enterography? Inflamm Bowel Dis 21:101–109.

    Article  CAS  Google Scholar 

  25. Kovanlikaya A, Beneck D, Rose M, Renjen P, Dunning A, Solomon A, Sockolow R, Brill PW (2015) Quantitative apparent diffusion coefficient (ADC) values as an imaging biomarker for fibrosis in pediatric Crohn's disease: preliminary experience. Abdom Imaging 40:1068–1074.

    Article  CAS  Google Scholar 

  26. Li XH, Mao R, Huang SY, Fang ZN, Lu BL, Lin JJ, **ong SS, Chen MH, Li ZP, Sun CH, Feng ST (2019) Ability of DWI to characterize bowel fibrosis depends on the degree of bowel inflammation. Eur Radiol 29:2465–2473.

    Article  Google Scholar 

  27. Zhang MC, Li XH, Huang SY, Mao R, Fang ZN, Cao QH, Zhang ZW, Yan X, Chen MH, Li ZP, Sun CH, Feng ST (2019) IVIM with fractional perfusion as a novel biomarker for detecting and grading intestinal fibrosis in Crohn's disease. Eur Radiol 29:3069–3078.

    Article  Google Scholar 

  28. Cheng J, Wang K, Leng X, Wang Y, Xu G, Wu G (2019) Evaluating the inflammatory activity in Crohn's disease using magnetic resonance diffusion kurtosis imaging. Abdom Radiol (NY) 44:2679–2688.

    Article  Google Scholar 

Download references

Acknowledgements

This study was funded by the National Natural Science Foundation of China (Grant Numbers 81600508, 81770654, 81870451, and 81771908).

Author information

Authors and Affiliations

Authors

Contributions

Conceptualization: XL; Data curation: RM, BL; Formal Analysis: SL, QQ; Funding acquisition: CS, SF, ZL, XL; Investigation: JD, QC, LH, SH; Methodology: JD, CS, SF; Project administration: XL, LH; Resources: ZL, ZC; Software: ZZ; Supervision: XL, LH; Validation: XL, LH; Writing – original draft: JD; Writing – review & editing: BL, LH, XL.

Corresponding authors

Correspondence to Li Huang or Xue-hua Li.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Ethics approval

Approval was obtained from the ethics committee of the First Affiliated Hospital, Sun Yat-sen University. The procedures used in this study adhere to the tenets of the 1964 Declaration of Helsinki and its later amendments.

Consent to participate

Informed consent was obtained from all individual participants included in the study.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Du, Jf., Lu, Bl., Huang, Sy. et al. A novel identification system combining diffusion kurtosis imaging with conventional magnetic resonance imaging to assess intestinal strictures in patients with Crohn’s disease. Abdom Radiol 46, 936–947 (2021). https://doi.org/10.1007/s00261-020-02765-3

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00261-020-02765-3

Keywords

Navigation