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Erschienen in: Magnetic Resonance Materials in Physics, Biology and Medicine 2/2021

30.07.2020 | Research Article

Diffusion-weighted imaging in the assessment of renal function in patients with diabetes mellitus type 2

verfasst von: Tijana Mrđanin, Olivera Nikolić, Una Molnar, Milena Mitrović, Viktor Till

Erschienen in: Magnetic Resonance Materials in Physics, Biology and Medicine | Ausgabe 2/2021

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Abstract

Objective

Investigation of functional magnetic resonance (MR) imaging role in early diagnosis of diabetic nephropathy (DN) in patients with diabetes mellitus (DM) type 2, by quantification of the apparent diffusion coefficient (ADC) and fractional anisotropy (FA) values.

Material and methods

10 healthy volunteers and 91 DM type 2 patients were scanned using diffusion-weighted imaging (DWI) and diffusion tensor imaging (DTI) sequences. Patients were divided into four groups based on the estimated glomerular filtration value (eGFR). ADC and FA values, calculated in six regions of interest in each kidney (cortex and medulla), were compared to eGFR and laboratory parameters of renal function.

Results

ADC values of DM patients were higher in the cortex than in the medulla (p < 0.01), while FA values were higher in the medulla (p = 0.284). Creatinine, cystatin C negatively correlated with ADC (cortex, medulla, parenchyma). Medullary FA were lower in DM patients and positively correlated with the eGFR (p = 0.049). Tractography showed disturbed structure in patients with impaired renal function.

Discussion

Medullary FA value is a more sensitive parameter than parenchymal ADC in the early detection of renal damage in DM patients. ADC and FA values are significant in the diagnosis of DN; further research is needed for the update and refinement of the established recommendations.
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Literatur
1.
Zurück zum Zitat Lu L, Sedor JR, Gulani V et al (2011) Use of diffusion tensor MRI to identify early changes in diabetic nephropathy. Am J Nephrol 34(5):476–482PubMedPubMedCentral Lu L, Sedor JR, Gulani V et al (2011) Use of diffusion tensor MRI to identify early changes in diabetic nephropathy. Am J Nephrol 34(5):476–482PubMedPubMedCentral
2.
Zurück zum Zitat Hueper K, Gutberlet M, Rodt T et al (2011) Diffusion tensor imaging and tractography for assessment of renal allograft dysfunction-initial results. Eur Radiol 21(11):2427–2433PubMed Hueper K, Gutberlet M, Rodt T et al (2011) Diffusion tensor imaging and tractography for assessment of renal allograft dysfunction-initial results. Eur Radiol 21(11):2427–2433PubMed
3.
Zurück zum Zitat Hueper K, Hartung D, Gutberlet M et al (2012) Magnetic resonance diffusion tensor imaging for evaluation of histopathological changes in a rat model of diabetic nephropathy. Investig Radiol 47(7):430–437 Hueper K, Hartung D, Gutberlet M et al (2012) Magnetic resonance diffusion tensor imaging for evaluation of histopathological changes in a rat model of diabetic nephropathy. Investig Radiol 47(7):430–437
4.
Zurück zum Zitat Gaudiano C, Clementi V, Busato F et al (2013) Diffusion tensor imaging and tractography of the kidneys: assessment of chronic parenchymal diseases. Eur Radiol 23(6):1678–1685PubMed Gaudiano C, Clementi V, Busato F et al (2013) Diffusion tensor imaging and tractography of the kidneys: assessment of chronic parenchymal diseases. Eur Radiol 23(6):1678–1685PubMed
5.
Zurück zum Zitat Caroli A, Schneider M, Friedli I et al (2018) Diffusion-weighted magnetic resonance imaging to assess diffuse renal pathology: a systematic review and statement paper. Nephrol Dial Transplant 33(Suppl 2):ii29–ii40PubMedPubMedCentral Caroli A, Schneider M, Friedli I et al (2018) Diffusion-weighted magnetic resonance imaging to assess diffuse renal pathology: a systematic review and statement paper. Nephrol Dial Transplant 33(Suppl 2):ii29–ii40PubMedPubMedCentral
6.
Zurück zum Zitat Liu Z, Xu Y, Zhang J et al (2015) Chronic kidney disease: pathological and functional assessment with diffusion tensor imaging at 3T MR. Eur Radiol 25(3):652–660PubMed Liu Z, Xu Y, Zhang J et al (2015) Chronic kidney disease: pathological and functional assessment with diffusion tensor imaging at 3T MR. Eur Radiol 25(3):652–660PubMed
7.
Zurück zum Zitat Chenevert TL, Galbán CJ, Ivancevic MK et al (2011) Diffusion coefficient measurement using a temperature-controlled fluid for quality control in multicenter studies. J Magn Reson Imaging 34(4):983–987PubMedPubMedCentral Chenevert TL, Galbán CJ, Ivancevic MK et al (2011) Diffusion coefficient measurement using a temperature-controlled fluid for quality control in multicenter studies. J Magn Reson Imaging 34(4):983–987PubMedPubMedCentral
8.
Zurück zum Zitat Gürses B, Kılıçkesmez Ö, Taşdelen N, Fırat Z, Gürmen N (2011) Diffusion tensor imaging of the kidney at 3 Tesla MRI: normative values and repeatability of measurements in healthy volunteers. Diagn Interv Radiol 17(4):317–322PubMed Gürses B, Kılıçkesmez Ö, Taşdelen N, Fırat Z, Gürmen N (2011) Diffusion tensor imaging of the kidney at 3 Tesla MRI: normative values and repeatability of measurements in healthy volunteers. Diagn Interv Radiol 17(4):317–322PubMed
9.
Zurück zum Zitat Notohamiprodjo M, Glaser C, Herrmann KA et al (2008) Diffusion tensor imaging of the kidney with parallel imaging: initial clinical experience. Investig Radiol 43(10):677–685 Notohamiprodjo M, Glaser C, Herrmann KA et al (2008) Diffusion tensor imaging of the kidney with parallel imaging: initial clinical experience. Investig Radiol 43(10):677–685
10.
Zurück zum Zitat Heusch P, Wittsack HJ, Kröpil P et al (2013) Impact of blood flow on diffusion coefficients of the human kidney: a time-resolved ECG-triggered diffusion-tensor imaging (DTI) study at 3 T. J Magn Reson Imaging 37:233–236PubMed Heusch P, Wittsack HJ, Kröpil P et al (2013) Impact of blood flow on diffusion coefficients of the human kidney: a time-resolved ECG-triggered diffusion-tensor imaging (DTI) study at 3 T. J Magn Reson Imaging 37:233–236PubMed
11.
Zurück zum Zitat Thoeny HC, De Keyzer F, Oyen RH, Peeters RR (2005) Diffusion-weighted MR imaging of kidneys in healthy volunteers and patients with parenchymal diseases: initial experience. Radiology 235(3):911–917PubMed Thoeny HC, De Keyzer F, Oyen RH, Peeters RR (2005) Diffusion-weighted MR imaging of kidneys in healthy volunteers and patients with parenchymal diseases: initial experience. Radiology 235(3):911–917PubMed
12.
Zurück zum Zitat Ries M, Basseau F, Tyndal B et al (2003) Renal diffusion and BOLD MRI in experimental diabetic nephropathy. Magn Reson Imaging 17(1):104–113 Ries M, Basseau F, Tyndal B et al (2003) Renal diffusion and BOLD MRI in experimental diabetic nephropathy. Magn Reson Imaging 17(1):104–113
13.
Zurück zum Zitat Wang W, Pui MH, Guo Y, Hu X, Wang H, Yang D (2014) MR diffusion tensor imaging of normal kidneys. J Magn Reson Imaging 40(5):1099–1102PubMed Wang W, Pui MH, Guo Y, Hu X, Wang H, Yang D (2014) MR diffusion tensor imaging of normal kidneys. J Magn Reson Imaging 40(5):1099–1102PubMed
14.
Zurück zum Zitat Yang D, Ye Q, Williams DS, Hitchens TK, Ho C (2004) Normal and transplanted rat kidneys: diffusion MR imaging at 7 T. Radiology 231(3):702–709PubMed Yang D, Ye Q, Williams DS, Hitchens TK, Ho C (2004) Normal and transplanted rat kidneys: diffusion MR imaging at 7 T. Radiology 231(3):702–709PubMed
15.
Zurück zum Zitat Wang YC, Feng Y, Lu CQ, Ju S (2018) Renal fat fraction and diffusion tensor imaging in patients with early-stage diabetic nephropathy. Eur Radiol 28(8):3326–3334PubMed Wang YC, Feng Y, Lu CQ, Ju S (2018) Renal fat fraction and diffusion tensor imaging in patients with early-stage diabetic nephropathy. Eur Radiol 28(8):3326–3334PubMed
16.
Zurück zum Zitat Ries M, Jones RA, Basseau F, Moonen CT, Grenier N (2001) Diffusion tensor MRI of the human kidney. J Magn Reson Imaging 14:42–49PubMed Ries M, Jones RA, Basseau F, Moonen CT, Grenier N (2001) Diffusion tensor MRI of the human kidney. J Magn Reson Imaging 14:42–49PubMed
17.
Zurück zum Zitat Fukuda Y, Ohashi I, Hanafusa K et al (2000) Anisotropic diffusion in kidney: apparent diffusion coefficient measurements for clinical use. J Magn Reson Imaging 11(2):156–160PubMed Fukuda Y, Ohashi I, Hanafusa K et al (2000) Anisotropic diffusion in kidney: apparent diffusion coefficient measurements for clinical use. J Magn Reson Imaging 11(2):156–160PubMed
18.
Zurück zum Zitat Kataoka M, Kido A, Yamamoto A et al (2009) Diffusion tensor imaging of kidneys with respiratory triggering: optimization of parameters to demonstrate anisotropic structures on fraction anisotropy maps. J Magn Reson Imaging 29(3):736–744PubMed Kataoka M, Kido A, Yamamoto A et al (2009) Diffusion tensor imaging of kidneys with respiratory triggering: optimization of parameters to demonstrate anisotropic structures on fraction anisotropy maps. J Magn Reson Imaging 29(3):736–744PubMed
19.
Zurück zum Zitat Herget-Rosenthal S (2011) Imaging techniques in the management of chronic kidney disease: current developments and future perspectives. Semin Nephrol 31(3):283–290PubMed Herget-Rosenthal S (2011) Imaging techniques in the management of chronic kidney disease: current developments and future perspectives. Semin Nephrol 31(3):283–290PubMed
20.
Zurück zum Zitat Lanzman RS, Ljimani A, Pentang G et al (2013) Kidney transplant: functional assessment with diffusion-tensor MR imaging at 3 T. Radiology 266:218–225PubMed Lanzman RS, Ljimani A, Pentang G et al (2013) Kidney transplant: functional assessment with diffusion-tensor MR imaging at 3 T. Radiology 266:218–225PubMed
21.
Zurück zum Zitat Sigmund EE, Vivier PH, Sui D et al (2012) Intravoxel incoherent motion and diffusion-tensor imaging in renal tissue under hydration and furosemide flow challenges. Radiology 263(3):758–769PubMed Sigmund EE, Vivier PH, Sui D et al (2012) Intravoxel incoherent motion and diffusion-tensor imaging in renal tissue under hydration and furosemide flow challenges. Radiology 263(3):758–769PubMed
22.
Zurück zum Zitat Zhang JL, Sigmund EE, Chandarana H et al (2010) Variability of renal apparent diffusion coefficients: limitations of the monoexponential model for diffusion quantification. Radiology 254(3):783–792PubMedPubMedCentral Zhang JL, Sigmund EE, Chandarana H et al (2010) Variability of renal apparent diffusion coefficients: limitations of the monoexponential model for diffusion quantification. Radiology 254(3):783–792PubMedPubMedCentral
23.
Zurück zum Zitat Blondin D, Lanzman RS, Klasen J et al (2011) Diffusion-attenuated MRI signal of renal allografts: comparison of two different statistical models. AJR Am J Roentgenol 196(6):W701–W705PubMed Blondin D, Lanzman RS, Klasen J et al (2011) Diffusion-attenuated MRI signal of renal allografts: comparison of two different statistical models. AJR Am J Roentgenol 196(6):W701–W705PubMed
24.
Zurück zum Zitat Blondin D, Lanzman RS, Mathys C et al (2009) Functional MRI of transplanted kidneys using diffusion-weighted imaging. Rofo 181(12):1162–1167PubMed Blondin D, Lanzman RS, Mathys C et al (2009) Functional MRI of transplanted kidneys using diffusion-weighted imaging. Rofo 181(12):1162–1167PubMed
25.
Zurück zum Zitat Thoeny HC, Binser T, Roth B, Kessler TM, Vermathen P (2009) Noninvasive assessment of acute ureteral obstruction with diffusion-weighted MR imaging: a prospective study. Radiology 252(3):721–728PubMed Thoeny HC, Binser T, Roth B, Kessler TM, Vermathen P (2009) Noninvasive assessment of acute ureteral obstruction with diffusion-weighted MR imaging: a prospective study. Radiology 252(3):721–728PubMed
26.
Zurück zum Zitat Zhang JL, Sigmund EE, Rusinek H et al (2012) Optimization of b value sampling for diffusion-weighted imaging of the kidney. Magn Reson Med 67(1):89–97PubMed Zhang JL, Sigmund EE, Rusinek H et al (2012) Optimization of b value sampling for diffusion-weighted imaging of the kidney. Magn Reson Med 67(1):89–97PubMed
27.
Zurück zum Zitat Zheng Z, Shi H, Zhang J, Zhang Y (2014) Renal water molecular diffusion characteristics in healthy native kidneys: assessment with diffusion tensor MR imaging. PLoS ONE 9(12):e113469PubMedPubMedCentral Zheng Z, Shi H, Zhang J, Zhang Y (2014) Renal water molecular diffusion characteristics in healthy native kidneys: assessment with diffusion tensor MR imaging. PLoS ONE 9(12):e113469PubMedPubMedCentral
28.
Zurück zum Zitat Grenier N, Basseau F, Ries M, Tyndal B, Jones R, Moonen C (2003) Functional MRI of the kidney. Abdom Imaging 28(2):164–175PubMed Grenier N, Basseau F, Ries M, Tyndal B, Jones R, Moonen C (2003) Functional MRI of the kidney. Abdom Imaging 28(2):164–175PubMed
29.
Zurück zum Zitat Gaudiano C, Clementi V, Busato F et al (2011) Renal diffusion tensor imaging: is it possible to define the tubular pathway? A case report. Magn Reson Imaging 29(7):1030–1033PubMed Gaudiano C, Clementi V, Busato F et al (2011) Renal diffusion tensor imaging: is it possible to define the tubular pathway? A case report. Magn Reson Imaging 29(7):1030–1033PubMed
30.
Zurück zum Zitat Cheung JS, Fan SJ, Chow AM, Zhang J, Man K, Wu EX (2010) Diffusion tensor imaging of renal ischemia reperfusion injury in an experimental model. NMR Biomed 23(5):496–502PubMed Cheung JS, Fan SJ, Chow AM, Zhang J, Man K, Wu EX (2010) Diffusion tensor imaging of renal ischemia reperfusion injury in an experimental model. NMR Biomed 23(5):496–502PubMed
31.
Zurück zum Zitat Xu X, Fang W, Ling H, Chai W, Chen K (2010) Diffusion-weighted MR imaging of kidneys in patients with chronic kidney disease: initial study. Eur Radiol 20(4):978–983PubMed Xu X, Fang W, Ling H, Chai W, Chen K (2010) Diffusion-weighted MR imaging of kidneys in patients with chronic kidney disease: initial study. Eur Radiol 20(4):978–983PubMed
32.
Zurück zum Zitat Karadeli E, Ulu EM, Yilmaz S, Durukan E (2009) Diffusion-weighted MRI of the kidneys in patients with familial Mediterranean fever: initial experience. Diagn Interv Radiol 15:252–255PubMed Karadeli E, Ulu EM, Yilmaz S, Durukan E (2009) Diffusion-weighted MRI of the kidneys in patients with familial Mediterranean fever: initial experience. Diagn Interv Radiol 15:252–255PubMed
33.
Zurück zum Zitat Wang W, Pui MH, Guo Y, Wang L, Wang H, Liu M (2014) 3T magnetic resonance diffusion tensor imaging in chronic kidney disease. Abdom Imaging 39(4):770–775PubMed Wang W, Pui MH, Guo Y, Wang L, Wang H, Liu M (2014) 3T magnetic resonance diffusion tensor imaging in chronic kidney disease. Abdom Imaging 39(4):770–775PubMed
34.
Zurück zum Zitat Çakmak P, Yağcı AB, Dursun B, Herek D, Fenkçi SM (2014) Renal diffusion-weighted imaging in diabetic nephropathy: correlation with clinical stages of disease. Diagn Interv Radiol 20(5):374–378PubMedPubMedCentral Çakmak P, Yağcı AB, Dursun B, Herek D, Fenkçi SM (2014) Renal diffusion-weighted imaging in diabetic nephropathy: correlation with clinical stages of disease. Diagn Interv Radiol 20(5):374–378PubMedPubMedCentral
35.
Zurück zum Zitat Zhao J, Wang ZJ, Liu M et al (2014) Assessment of renal fibrosis in chronic kidney disease using diffusion-weighted MRI. Clin Radiol 69(11):1117–1122PubMed Zhao J, Wang ZJ, Liu M et al (2014) Assessment of renal fibrosis in chronic kidney disease using diffusion-weighted MRI. Clin Radiol 69(11):1117–1122PubMed
36.
Zurück zum Zitat Yalçin-Şafak K, Ayyildiz M, Ünel SY, Umarusman-Tanju N, Akça A, Baysal T (2015) The relationship of ADC values of renal parenchyma with CKD stage and serum creatinine levels. Eur J Radiol Open 3:8–11PubMedPubMedCentral Yalçin-Şafak K, Ayyildiz M, Ünel SY, Umarusman-Tanju N, Akça A, Baysal T (2015) The relationship of ADC values of renal parenchyma with CKD stage and serum creatinine levels. Eur J Radiol Open 3:8–11PubMedPubMedCentral
37.
Zurück zum Zitat Goyal A, Sharma R, Bhalla AS, Gamanagatti S, Seth A (2012) Diffusion-weighted MRI in assessment of renal dysfunction. Indian J Radiol Imaging 22(3):155–159PubMedPubMedCentral Goyal A, Sharma R, Bhalla AS, Gamanagatti S, Seth A (2012) Diffusion-weighted MRI in assessment of renal dysfunction. Indian J Radiol Imaging 22(3):155–159PubMedPubMedCentral
38.
Zurück zum Zitat Xu Y, Wang X, Jiang X (2007) Relationship between the renal apparent diffusion coefficient and glomerular filtration rate: preliminary experience. J Magn Reson Imaging 26(3):678–681PubMed Xu Y, Wang X, Jiang X (2007) Relationship between the renal apparent diffusion coefficient and glomerular filtration rate: preliminary experience. J Magn Reson Imaging 26(3):678–681PubMed
39.
Zurück zum Zitat Razek AAKA, Al-Adlany MAAA, Alhadidy AM, Atwa MA, Abdou NEA (2017) Diffusion tensor imaging of the renal cortex in diabetic patients: correlation with urinary and serum biomarkers. Abdom Radiol (NY) 42(5):1493–1500 Razek AAKA, Al-Adlany MAAA, Alhadidy AM, Atwa MA, Abdou NEA (2017) Diffusion tensor imaging of the renal cortex in diabetic patients: correlation with urinary and serum biomarkers. Abdom Radiol (NY) 42(5):1493–1500
40.
Zurück zum Zitat Chen X, Xiao W, Li X, He J, Huang X, Tan Y (2014) In vivo evaluation of renal function using diffusion weighted imaging and diffusion tensor imaging in type 2 diabetics with normoalbuminuria versus microalbuminuria. Front Med 8(4):471–476PubMed Chen X, Xiao W, Li X, He J, Huang X, Tan Y (2014) In vivo evaluation of renal function using diffusion weighted imaging and diffusion tensor imaging in type 2 diabetics with normoalbuminuria versus microalbuminuria. Front Med 8(4):471–476PubMed
41.
Zurück zum Zitat Namimoto T, Yamashita Y, Mitsuzaki K, Nakayama Y, Tang Y, Takahashi M (1999) Measurement of the apparent diffusion coefficient in diffuse renal disease by diffusion-weighted echo-planar MR imaging. J Magn Reson Imaging 9(6):832–837PubMed Namimoto T, Yamashita Y, Mitsuzaki K, Nakayama Y, Tang Y, Takahashi M (1999) Measurement of the apparent diffusion coefficient in diffuse renal disease by diffusion-weighted echo-planar MR imaging. J Magn Reson Imaging 9(6):832–837PubMed
42.
Zurück zum Zitat Muller MF, Prasad PV, Bimmler D, Kaiser A, Edelman RR (1994) Functional imaging of the kidney by means of measurement of the apparent diffusion coefficient. Radiology 193(3):711–715PubMed Muller MF, Prasad PV, Bimmler D, Kaiser A, Edelman RR (1994) Functional imaging of the kidney by means of measurement of the apparent diffusion coefficient. Radiology 193(3):711–715PubMed
43.
Zurück zum Zitat Li Q, Li J, Zhang L, Chen Y, Zhang M, Yan F (2014) Diffusion-weighted imaging in assessing renal pathology of chronic kidney disease: A preliminary clinical study. Eur J Radiol 83(5):756–762PubMed Li Q, Li J, Zhang L, Chen Y, Zhang M, Yan F (2014) Diffusion-weighted imaging in assessing renal pathology of chronic kidney disease: A preliminary clinical study. Eur J Radiol 83(5):756–762PubMed
44.
Zurück zum Zitat Carbone SF, Gaggioli E, Ricci V, Mazzei F, Mazzei MA, Volterrani L (2007) Diffusion-weighted magnetic resonance imaging in the evaluation of renal function: a preliminary study. Radiol Med 112:1201–1210PubMed Carbone SF, Gaggioli E, Ricci V, Mazzei F, Mazzei MA, Volterrani L (2007) Diffusion-weighted magnetic resonance imaging in the evaluation of renal function: a preliminary study. Radiol Med 112:1201–1210PubMed
45.
Zurück zum Zitat Ljimani A, Caroli A, Laustsen C, Francis S, Mendichovszky AI, Bane O et al (2020) Consensus-based technical recommendations for clinical translation of renal diffusion-weighted MRI. MAGMA 33(1):197–198PubMedPubMedCentral Ljimani A, Caroli A, Laustsen C, Francis S, Mendichovszky AI, Bane O et al (2020) Consensus-based technical recommendations for clinical translation of renal diffusion-weighted MRI. MAGMA 33(1):197–198PubMedPubMedCentral
46.
Zurück zum Zitat Kido A, Kataoka M, Yamamoto A, Nakamoto Y, Umeoka S, Koyama T et al (2010) Diffusion tensor MRI of the kidney at 3.0 and 1.5 Tesla. Acta Radiol 51(9):1059–1063PubMed Kido A, Kataoka M, Yamamoto A, Nakamoto Y, Umeoka S, Koyama T et al (2010) Diffusion tensor MRI of the kidney at 3.0 and 1.5 Tesla. Acta Radiol 51(9):1059–1063PubMed
Metadaten
Titel
Diffusion-weighted imaging in the assessment of renal function in patients with diabetes mellitus type 2
verfasst von
Tijana Mrđanin
Olivera Nikolić
Una Molnar
Milena Mitrović
Viktor Till
Publikationsdatum
30.07.2020
Verlag
Springer International Publishing
Erschienen in
Magnetic Resonance Materials in Physics, Biology and Medicine / Ausgabe 2/2021
Print ISSN: 0968-5243
Elektronische ISSN: 1352-8661
DOI
https://doi.org/10.1007/s10334-020-00869-x

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