Marked difference in liver fat measured by histology vs. magnetic resonance-proton density fat fraction: A meta-analysis
Open accessAbstract
Background & Aims: Pathologists quantify liver steatosis as the fraction of lipid droplet-containing hepatocytes out of all hepatocytes, whereas the magnetic resonance-determined proton density fat fraction (PDFF) reflects the tissue triacylglycerol concentration. We investigated the linearity, agreement, and correspondence thresholds between histological steatosis and PDFF across the full clinical spectrum of liver fat content associated with non-alcoholic fatty liver disease. Methods: Using individual patient-level measurements, we conducted a systematic review and meta-analysis of studies comparing histological steatosis with PDFF determined by magnetic resonance spectroscopy or imaging in adults with suspected non-alcoholic fatty liver disease. Linearity was assessed by meta-analysis of correlation coefficients and by linear mixed modelling of pooled data, agreement by Bland-Altman analysis, and thresholds by receiver operating characteristic analysis. To explain observed differences between the methods, we used RNA-seq to determine the fraction of hepatocytes in human liver biopsies. Results: histology. Conclusions: Histological steatosis and PDFF have non-perfect linearity and fundamentally different scales of measurement. Liver fat values obtained using these methods may be rendered comparable by conversion equations or threshold values. Impact and implications: Magnetic resonance-proton density fat fraction (PDFF) is increasingly being used to measure liver fat in place of the invasive liver biopsy. Understanding the relationship between PDFF and histological steatosis fraction is important for preventing misjudgement of clinical status or treatment effects in patient care. Our analysis revealed that histological steatosis fraction is often significantly higher than PDFF, and their association varies across the spectrum of fatty liver severity. These findings are particularly important for physicians and clinical researchers, who may use these data to interpret PDFF measurements in the context of histologically evaluated liver fat content.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The percentage of PDFF is not directly comparable to the percentage of steatosis on histology.
“It is important to note that the percentage of PDFF is not directly comparable to the percentage of steatosis on histology.”
From EASL-EASD-EASO Clinical Practice Guidelines on the management of metabolic dysfunction-associated steatotic liver disease (MASLD). (2024) · cites this paper as [164]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., et al. (2021) · BMJ · doi:10.1136/bmj.n71 · Cited by 108,283 · see citing works
Fitting Linear Mixed-Effects Models Using <b>lme4</b>
Bates, D., Mächler, M., Bolker, B., & Walker, S. (2015) · Journal of Statistical Software · doi:10.18637/jss.v067.i01 · Cited by 86,835 · see citing works
Rayyan-a web and mobile app for systematic reviews.
Ouzzani, M., Hammady, H., Fedorowicz, Z., & Elmagarmid, A. (2016) · Systematic Reviews · doi:10.1186/s13643-016-0384-4 · Cited by 26,092 · see citing works
QUADAS-2: a revised tool for the quality assessment of diagnostic accuracy studies
Whiting, P. F., Rutjes, A. W. S., Westwood, M. E., Mallett, S., Deeks, J. J., Reitsma, J. B., Leeflang, M. M. G., Sterne, J. A. C., Bossuyt, P. M. M., & the QUADAS-2 Group* (2011) · Annals of Internal Medicine · doi:10.7326/0003-4819-155-8-201110180-00009 · Cited by 14,199 · see citing works
Chalasani, N., Younossi, Z., Lavine, J. E., Charlton, M., Cusi, K., Rinella, M., Harrison, S. A., Brunt, E. M., & Sanyal, A. J. (2018) · Hepatology · doi:10.1002/hep.29367 · Cited by 7,239 · see citing works
How to perform a meta-analysis with R: a practical tutorial
Balduzzi, S., Rücker, G., & Schwarzer, G. (2019) · Evidence Based Mental Health · doi:10.1136/ebmental-2019-300117 · Cited by 5,827 · see citing works
EASL–EASD–EASO Clinical Practice Guidelines for the management of non-alcoholic fatty liver disease
(2016) · Journal of Hepatology · doi:10.1016/j.jhep.2015.11.004 · Cited by 4,836 · see citing works
Determining cell type abundance and expression from bulk tissues with digital cytometry
Newman, A. M., Steen, C. B., Liu, C. L., Gentles, A. J., Chaudhuri, A. A., Scherer, F., Khodadoust, M. S., Esfahani, M. S., Luca, B. A., Steiner, D. F., et al. (2019) · Nature Biotechnology · doi:10.1038/s41587-019-0114-2 · Cited by 4,427 · see citing works
Long-term follow-up of patients with NAFLD and elevated liver enzymes
Ekstedt, M., Franzén, L. E., Mathiesen, U. L., Thorelius, L., Holmqvist, M., Bodemar, G., & Kechagias, S. (2006) · Hepatology · doi:10.1002/hep.21327 · Cited by 2,302 · see citing works
Ekstedt, M., Hagström, H., Nasr, P., Fredrikson, M., Stål, P., Kechagias, S., & Hultcrantz, R. (2015) · Hepatology · doi:10.1002/hep.27368 · Cited by 2,287 · see citing works
Sampling Variability of Liver Biopsy in Nonalcoholic Fatty Liver Disease
Ratziu, V., Charlotte, F., Heurtier, A., Gombert, S., Giral, P., Bruckert, E., Grimaldi, A., Capron, F., & Poynard, T. (2005) · Gastroenterology · doi:10.1053/j.gastro.2005.03.084 · Cited by 2,106 · see citing works
Berzigotti, A., Tsochatzis, E., Boursier, J., Castera, L., Cazzagon, N., Friedrich-Rust, M., Petta, S., & Thiele, M. (2021) · Journal of Hepatology · doi:10.1016/j.jhep.2021.05.025 · Cited by 1,925 · see citing works
Szczepaniak, L. S., Nurenberg, P., Leonard, D. S., Browning, J. D., Reingold, J. S., Grundy, S. M., Hobbs, H. H., & Dobbins, R. L. (2004) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00064.2004 · Cited by 1,562 · see citing works
Single cell RNA sequencing of human liver reveals distinct intrahepatic macrophage populations
MacParland, S. A., Liu, J. C., Ma, X.-Z., Innes, B. T., Bartczak, A. M., Gage, B. K., Manuel, J., Khuu, N., Echeverri, J., Linares, I., et al. (2018) · Nature Communications · doi:10.1038/s41467-018-06318-7 · Cited by 1,552 · see citing works
Nonalcoholic Fatty Liver Disease: Pathology and Pathogenesis
Tiniakos, D. G., Vos, M. B., & Brunt, E. M. (2010) · Annual Review of Pathology: Mechanisms of Disease · doi:10.1146/annurev-pathol-121808-102132 · Cited by 870 · see citing works
Eslam, M., Sarin, S. K., Wong, V. W., Fan, J.-G., Kawaguchi, T., Ahn, S. H., Zheng, M., Shiha, G. E.-S., Yilmaz, Y. N., Gani, R. A., et al. (2020) · Hepatology International · doi:10.1007/s12072-020-10094-2 · Cited by 837 · see citing works
Quantitative assessment of liver fat with magnetic resonance imaging and spectroscopy
Reeder, S. B., Cruite, I., Hamilton, G., & Sirlin, C. B. (2011) · Journal of Magnetic Resonance Imaging · doi:10.1002/jmri.22580 · Cited by 823 · see citing works
Self-citationPark, C. C., Nguyen, P., Hernandez, C., Bettencourt, R., Ramirez, K., Fortney, L., Hooker, J. C., Sy, E. Z., Savides, M. T., Alquiraish, M. H., et al. (2016) · Gastroenterology · doi:10.1053/j.gastro.2016.10.026 · Cited by 715 · see citing works
Self-citationNoninvasive, Quantitative Assessment of Liver Fat by MRI‐PDFF as an Endpoint in NASH Trials
Caussy, C., Reeder, S. B., Sirlin, C. B., & Loomba, R. S. (2018) · Hepatology · doi:10.1002/hep.29797 · Cited by 573 · see citing works
Self-citationNoureddin, M., Lam, J., Peterson, M. R., Middleton, M., Hamilton, G., Le, T.-A., Bettencourt, R., Changchien, C., Brenner, D. A., Sirlin, C., et al. (2013) · Hepatology · doi:10.1002/hep.26455 · Cited by 550 · see citing works
Self-citationTang, A., Tan, J. K. S., Sun, M. Y., Hamilton, G., Bydder, M., Wolfson, T. J., Gamst, A. C., Middleton, M. S., Brunt, E. M., Loomba, R. S., et al. (2013) · Radiology · doi:10.1148/radiol.12120896 · Cited by 530 · see citing works
Self-citationPais, R., Charlotte, F., Fedchuk, L., Bédossa, P., Lebray, P., Poynard, T., & Ratziu, V. (2013) · Journal of Hepatology · doi:10.1016/j.jhep.2013.04.027 · Cited by 520 · see citing works
Hepatic Steatosis: Quantification by Proton Density Fat Fraction with MR Imaging versus Liver Biopsy
İdilman, İ. S., Aniktar, H., Idılman, R., Kabaçam, G., Savaş, B., Elhan, A. H., Çelik, A., Bahar, K., & Karçaaltıncaba, M. (2013) · Radiology · doi:10.1148/radiol.13121360 · Cited by 389 · see citing works
Self-citationTang, A., Desai, A. S., Hamilton, G., Wolfson, T. J., Gamst, A. C., Lam, J., Clark, L., Hooker, J. C., Chavez, T. A., Ang, B., et al. (2014) · Radiology · doi:10.1148/radiol.14140754 · Cited by 362 · see citing works
Self-citationPermutt, Z., Le, T., Peterson, M. R., Seki, E., Brenner, D. A., Sirlin, C. B., & Loomba, R. S. (2012) · Alimentary Pharmacology & Therapeutics · doi:10.1111/j.1365-2036.2012.05121.x · Cited by 344 · see citing works
Self-citationQuantification of Liver Fat with Magnetic Resonance Imaging
Reeder, S. B., & Sirlin, C. B. (2010) · Magnetic Resonance Imaging Clinics of North America · doi:10.1016/j.mric.2010.08.013 · Cited by 343 · see citing works
Self-citationYokoo, T., Serai, S. D., Pirasteh, A., Bashir, M. R., Hamilton, G., Hernando, D., Hu, P., Hetterich, H., Kühn, J., Kukuk, G. M., et al. (2017) · Radiology · doi:10.1148/radiol.2017170550 · Cited by 338 · see citing works
Self-citationNonalcoholic fatty liver disease: assessment of variability in pathologic interpretations.
Younossi, Z. M., Gramlich, T., Liu, Y. C., Matteoni, C. A., Petrelli, M., Goldblum, J. R., Rybicki, L. A., & McCullough, A. J. (1998) · PubMed · Cited by 321 · see citing works
Assessment of Hepatic Steatosis by Expert Pathologists
El‐Badry, A. M., Breitenstein, S., Jochum, W., Washington, K. M., Paradis, V., Rubbia‐Brandt, L., Puhan, M. A., Slankamenac, K., Graf, R., & Clavien, P. (2009) · Annals of Surgery · doi:10.1097/sla.0b013e3181bcd6dd · Cited by 309 · see citing works
Yokoo, T., Bydder, M., Hamilton, G., Middleton, M. S., Gamst, A. C., Wolfson, T. J., Hassanein, T., Patton, H. M., Lavine, J. E., Schwimmer, J. B., et al. (2009) · Radiology · doi:10.1148/radiol.2511080666 · Cited by 303 · see citing works
Self-citationEstimation of Hepatic Proton-Density Fat Fraction by Using MR Imaging at 3.0 T
Yokoo, T., Shiehmorteza, M., Hamilton, G., Wolfson, T. J., Schroeder, M. E., Middleton, M. S., Bydder, M., Gamst, A. C., Kono, Y., Kuo, A., et al. (2011) · Radiology · doi:10.1148/radiol.10100659 · Cited by 291 · see citing works
Self-citationMiddleton, M. S., Heba, E. R., Hooker, C. A., Bashir, M. R., Fowler, K. J., Sandrasegaran, K., Brunt, E. M., Kleiner, D. E., Doo, E. C., Natta, M. L. V., et al. (2017) · Gastroenterology · doi:10.1053/j.gastro.2017.06.005 · Cited by 278 · see citing works
Self-citation1H NMR visible lipids in the life and death of cells
Hakumäki, J. M., & Kauppinen, R. A. (2000) · Trends in Biochemical Sciences · doi:10.1016/s0968-0004(00)01614-5 · Cited by 227 · see citing works
MacSween's Pathology of the Liver
(2023) · Elsevier eBooks · doi:10.1016/c2018-0-05272-x · Cited by 216 · see citing works
Pavlides, M., Banerjee, R., Tunnicliffe, E. M., Kelly, M., Collier, J. D., Wang, L. M., Fleming, K. A., Cobbold, J., Robson, M. D., Neubauer, S., et al. (2016) · Liver International · doi:10.1111/liv.13284 · Cited by 197 · see citing works
Self-citationMcPherson, S., Jonsson, J. R., Cowin, G., O'Rourke, P. K., Clouston, A. D., Volp, A., Horsfall, L. U., Jothimani, D. K., Fawcett, J., Galloway, G. J., et al. (2009) · Journal of Hepatology · doi:10.1016/j.jhep.2009.04.012 · Cited by 174 · see citing works
Ajmera, V. H., Park, C. C., Caussy, C., Singh, S., Hernandez, C., Bettencourt, R., Hooker, J. C., Sy, E. Z., Behling, C. A., Xu, R., et al. (2018) · Gastroenterology · doi:10.1053/j.gastro.2018.04.014 · Cited by 167 · see citing works
Self-citationMulticenter Validation of Association Between Decline in MRI‐PDFF and Histologic Response in NASH
Loomba, R. S., Neuschwander‐Tetri, B. A., Sanyal, A. J., Chalasani, N., Diehl, A. M., Terrault, N. A., Kowdley, K. V., Dasarathy, S., Kleiner, D. E., Behling, C. A., et al. (2020) · Hepatology · doi:10.1002/hep.31121 · Cited by 151 · see citing works
Self-citationTamaki, N., Munaganuru, N., Jung, J., Yonan, A. Q., Loomba, R. R., Bettencourt, R., Ajmera, V., Valasek, M. A., Behling, C., Sirlin, C. B., et al. (2022) · Gut · doi:10.1136/gutjnl-2021-324264 · Cited by 130 · see citing works
Self-citationRunge, J. H., Smits, L. P., Verheij, J., Depla, A. C. T. M., Kuiken, S. D., Baak, B. C., Nederveen, A. J., Beuers, U. H., & Stoker, J. (2017) · Radiology · doi:10.1148/radiol.2017162931 · Cited by 108 · see citing works
Self-citationRoldán-Valadéz, E., Favila, R., Martı́nez-López, M., Uribe, M., Rı́os, C., & Méndez‐Sánchez, N. (2010) · Journal of Hepatology · doi:10.1016/j.jhep.2010.04.018 · Cited by 83 · see citing works
Hu, P., Yokoo, T., Bashir, M. R., Sirlin, C. B., Hernando, D., Malyarenko, D. I., Chenevert, T. L., Smith, M. A., Serai, S. D., Middleton, M. S., et al. (2021) · Radiology · doi:10.1148/radiol.2021202912 · Cited by 80 · see citing works
Self-citationHeba, E. R., Desai, A. S., Zand, K. A., Hamilton, G., Wolfson, T. J., Schlein, A. N., Gamst, A. C., Loomba, R. S., Sirlin, C. B., & Middleton, M. S. (2015) · Journal of Magnetic Resonance Imaging · doi:10.1002/jmri.25006 · Cited by 60 · see citing works
Self-citationHwang, I., Lee, J. M., Lee, K. B., Yoon, J. H., Kiefer, B., Han, J. K., & Choi, B. I. (2014) · Radiology · doi:10.1148/radiol.14130863 · Cited by 55 · see citing works
Traussnigg, S., Kienbacher, C., Gajdošík, M., Valkovič, L., Halilbasic, E., Stift, J., Rechling, C., Hofer, H., Steindl‐Munda, P., Ferenci, P., et al. (2017) · Liver International · doi:10.1111/liv.13451 · Cited by 45 · see citing works
Dinani, A. M., Kowdley, K. V., & Noureddin, M. (2021) · Hepatology · doi:10.1002/hep.31869 · Cited by 43 · see citing works
Comparing morphometric, biochemical, and visual measurements of macrovesicular steatosis of liver
Li, M., Song, J., Mirkov, S., Xiao, S., Hart, J. A. L., & Liu, W. (2010) · Human Pathology · doi:10.1016/j.humpath.2010.07.013 · Cited by 38 · see citing works
Parente, D. B., Rodrigues, R. S., Paiva, F. F., Neto, J. A. O., Machado‐Silva, L., Lanzoni, V. P., Campos, C. F. F., de Araújo, A. L. E., do Brasil, P. E. A. A., Garteiser, P., et al. (2014) · PLoS ONE · doi:10.1371/journal.pone.0112574 · Cited by 26 · see citing works
Rastogi, R., Gupta, S. C., Garg, B., Vohra, S., Wadhawan, M., & Rastogi, H. (2016) · Indian journal of radiology and imaging - new series/Indian journal of radiology and imaging/Indian Journal of Radiology & Imaging · doi:10.4103/0971-3026.178281 · Cited by 25 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Tacke, F., Horn, P., Wai-Sun Wong, V., Ratziu, V., Bugianesi, E., Francque, S., Zelber-Sagi, S., Valenti, L., Roden, M., Schick, F., et al. (2024) · Journal of Hepatology · doi:10.1016/j.jhep.2024.04.031 · Cited by 2,210 · see citing works
Self-citation(2024) · Obesity Facts · doi:10.1159/000539371 · Cited by 510 · see citing works
Schneider, C. V., Schneider, K. M., Raptis, A. A., Huang, H. Y. R., Trautwein, C., & Loomba, R. S. (2024) · Alimentary Pharmacology & Therapeutics · doi:10.1111/apt.17958 · Cited by 69 · see citing works
Self-citationAzizi, N., Naghibi, H., Shakiba, M., Morsali, M., Zarei, D., Abbastabar, H., & Ghanaati, H. (2024) · European Radiology · doi:10.1007/s00330-024-11001-1 · Cited by 56 · see citing works
Surveillance of the liver in type 2 diabetes: important but unfeasible?
Qadri, S. U., & Yki‐Järvinen, H. (2024) · Diabetologia · doi:10.1007/s00125-024-06087-7 · Cited by 44 · see citing works
Self-citationMAFLD in adults: non-invasive tests for diagnosis and monitoring of MAFLD
Chan, W., Wong, V. W., Adams, L. A., & Nguyen, M. H. (2024) · Hepatology International · doi:10.1007/s12072-024-10661-x · Cited by 24 · see citing works
Hirooka, M., Ogawa, S., Koizumi, Y., Yoshida, Y., Goto, T., Yasuda, S., Yamahira, M., Tamai, T., Kuromatsu, R., Matsuzaki, T., et al. (2024) · Journal of Gastroenterology · doi:10.1007/s00535-024-02096-w · Cited by 18 · see citing works
Al‐Huneidi, L. I., Zhao, F., Maas, R., Ermans, S. J. E., Runge, J. H., Chen, X., Ji, J., & Alić, L. (2025) · Journal of Gastroenterology and Hepatology · doi:10.1111/jgh.70086 · Cited by 17 · see citing works
Self-citationGrune, E., Nattenmüller, J., Kiefer, L. S., Machann, J., Peters, A., Bamberg, F., Schlett, C. L., & Rospleszcz, S. (2024) · Metabolism · doi:10.1016/j.metabol.2024.156130 · Cited by 16 · see citing works
Malandris, K., Korakas, E., Sarakapina, A., Kalopitas, G., Iatridi, F., Liakos, A., Bekiari, E., Γιουλεμέ, Ό., Tzatzagou, G., Karagiannis, T., et al. (2024) · Digestive Diseases and Sciences · doi:10.1007/s10620-024-08799-7 · Cited by 13 · see citing works
Zhang, L. X., Burgio, M. D., Vilgrain, V., Fang, C., Sidhu, P. S., Cloutier, G., & Tang, A. (2024) · American Journal of Roentgenology · doi:10.2214/ajr.24.31709 · Cited by 11 · see citing works
Self-citationXue, L., Zhu, Y., Cheng, G., Han, H., He, N., Chen, L., Ma, Z., Ge, H., Jiang, D., He, T., et al. (2025) · Insights into Imaging · doi:10.1186/s13244-025-02092-5 · Cited by 10 · see citing works
Malandris, K. (2024) · Annals of Gastroenterology · doi:10.20524/aog.2024.0910 · Cited by 6 · see citing works
Wilson, M. P., Tang, A., Low, G., Zhang, L. X., Costa, A. F., Pang, E., Chang, S. D., Medellin, A., Shaheen, A. A., Dana, J., et al. (2025) · Canadian Association of Radiologists Journal · doi:10.1177/08465371251357444 · Cited by 6 · see citing works
Self-citationZhao, Y.-C., Wang, M., Wu, S., Bao, Y., Wu, Z., Jin, S., Cao, Y., Zhu, Y., Pan, J., Huang, H., et al. (2026) · BMC Medicine · doi:10.1186/s12916-026-04706-1 · Cited by 5 · see citing works
Diffuse and focal liver fat: advanced imaging techniques and diagnostic insights
Miranda, J., Teruya, A. K. W., Filho, H. M. L., Martins, D. L., Guimarães, C. T. S., Guimarães, V. D. P. R., Yamauchi, F. I., Blasbalg, R., & Velloni, F. G. (2024) · Abdominal Radiology · doi:10.1007/s00261-024-04407-4 · Cited by 5 · see citing works
Park, H. J., Kang, H. J., Kim, S. Y., Yoon, S., Baek, S., Song, I. H., Jang, H. J., & Jang, J. K. (2024) · ULTRASONOGRAPHY · doi:10.14366/usg.24138 · Cited by 3 · see citing works
Thimmappa, N. D., Gaballah, A. H., Altes, T. A., Rao, D. S., Wheeler, A. W., Richardson, N., Cassani, J., Bailey, J., & Labyed, Y. (2025) · Radiology Advances · doi:10.1093/radadv/umaf018 · Cited by 2 · see citing works
Mildly elevated liver lipid content is characterised by reduced insulin sensitivity
Tuomola, N., Rebelos, E., Latva‐Rasku, A., Bucci, M., Immonen, H., Saunavaara, V., Laine, S., Sjöros, T., Garthwaite, T., Raiko, J. R. H., et al. (2025) · JHEP Reports · doi:10.1016/j.jhepr.2025.101535 · Cited by 2 · see citing works
Hoffmann, J., Schmidt, J., Thiele, J., Kwast, S., Falz, R., Denecke, T., Busse, M. W., & Meyer, H. (2025) · Lipids in Health and Disease · doi:10.1186/s12944-025-02809-x · Cited by 2 · see citing works
Lund, A., Kjærgaard, U., Bertelsen, L. B., Hansen, E. S. S., Andersen, K. H., Ringgaard, S., Nyengaard, J. R., Laustsen, C., & Mortensen, F. V. (2025) · Scientific Reports · doi:10.1038/s41598-025-27716-0 · Cited by 2 · see citing works
Impact of hepatic vessels on whole liver proton density fat fraction and R2* quantification
Jiménez-Pastor, A., Aguado, D. M., Pereira, B., Alfaro-Cervelló, C., Pérez‐Girbés, A., Alberich‐Bayarri, Á., & Martí‐Bonmatí, L. (2026) · European Radiology Experimental · doi:10.1186/s41747-025-00663-1 · Cited by 2 · see citing works
Zhaivoronok, M., Dynnyk, O., Deresh, N., Shcherbina, O., & Kobyliak, N. M. (2026) · WFUMB Ultrasound Open · doi:10.1016/j.wfumbo.2026.100108 · Cited by 2 · see citing works
Chan, S. M., Hong, C. W., Ceriani, L., Dhyani, M., Fowler, K. J., Middleton, M. S., Pierce, T. T., Pickhardt, P. J., Reeder, S. B., Samir, A. E., et al. (2026) · American Journal of Roentgenology · doi:10.2214/ajr.26.34836 · Cited by 2 · see citing works
Self-citationScreening and diagnosis of liver disease in diabetes: a guide and evidence-based assessment
Qadri, S. U. (2026) · Diabetologia · doi:10.1007/s00125-026-06816-0 · Cited by 2 · see citing works
Self-citationDevelopment and validation of MRI-PDFF cutoffs for living liver donor eligibility assessment
Kim, H. Y., Jeon, S. K., Ha, T., Jung, D., Lee, S., Song, I. H., Chung, S. W., Kim, S. Y., & Lee, S. S. (2024) · Liver Transplantation · doi:10.1097/lvt.0000000000000467 · Cited by 2 · see citing works
Shrinking fat, healing liver: unlocking the metabolic dysfunction associated steatohepatitis puzzle
Venkatesh, S. K., İdilman, İ. S., Li, J., & Yin, M. (2024) · HepatoBiliary Surgery and Nutrition · doi:10.21037/hbsn-23-569 · Cited by 2 · see citing works
Self-citationPyo, J. H., Cho, S. J., Jee, J., Park, G., Ahn, J., Kim, K., Kang, M., Rónaszéki, A., Kaposi, P. N., Damato, E., et al. (2025) · Journal of Clinical Ultrasound · doi:10.1002/jcu.70024 · Cited by 1 · see citing works
Huang, Y., Sun, C., Xu, X., Wang, Y., Wei, L., Cao, J., Qiu, Y., Cheng, J., Wang, S., Cheng, R., et al. (2025) · ULTRASONOGRAPHY · doi:10.14366/usg.25160 · Cited by 1 · see citing works
Murillo, P. C., Buitrago, R. Á., Jara, V. L., Lynch-Mejía, M. F., Navarro, F. V., Ramírez-Quesada, W. E., Perelló, C., & Calleja, J. L. (2026) · Frontiers in Transplantation · doi:10.3389/frtra.2026.1739776 · Cited by 1 · see citing works
Imaging Biomarkers in Metabolic Dysfunction Associated Steatotic Liver Disease
Gül, D., & Pavlides, M. (2025) · Current Hepatology Reports · doi:10.1007/s11901-025-00711-9 · Cited by 1 · see citing works
Self-citationZhaivoronok, M., Dynnyk, O., Deresh, N., Nosenko, T., & Kobyliak, N. M. (2025) · Frontiers in Medicine · doi:10.3389/fmed.2025.1698952 · Cited by 1 · see citing works
Brzeska, B., Sabisz, A., Kozak, O., Szurowska, E., & Pienkowska, J. M. (2025) · Diabetes Metabolic Syndrome and Obesity · doi:10.2147/dmso.s481062 · Cited by 1 · see citing works
Point-of-care ultrasound of the inflammatory bowel disease
Aliyeva, N. Z., & Kazimov, I. L. (2024) · Український радіологічний та онкологічний журнал · doi:10.46879/ukroj.3.2024.333-344 · Cited by 1 · see citing works
von Itter, M.-N., Grune, E., Nonnenmacher, T., Rach, S., Flis, M., Haueise, T., Weiss, J., Brenner, H., Keil, T., Roden, M., et al. (2026) · medRxiv · doi:10.64898/2026.05.29.26354407 · Cited by 1 · see citing works
Mathematical Modelling of MASLD ‐ Towards Digital Twins in Liver Disease
Simonsson, C. (2024) · Linköping studies in science and technology. Dissertations · doi:10.3384/9789180757348
Magnetic Resonance Imaging Quantification of Steatosis, Iron, and Fibrosis in Chronic Liver Disease
Aguado, D. M., & Martí‐Bonmatí, L. (2025) · Neuromethods · doi:10.1007/978-1-0716-4354-9_3
Xavier, A., Oyarzún, J. E., Zacconi, F. C. M., Zanlungo, S., & Andía, M. E. (2025) · RSC Advances · doi:10.1039/d4ra06781a
Wu, F., Zhang, J., Sun, W., Li, J., Zhang, W.-Q., & Bai, M. (2025) · World Chinese Journal of Digestology · doi:10.11569/wcjd.v33.i4.308
Wu, F. H., Zhang, J., Sun, W., Li, J., Zhang, W., & Bai, M. (2025) · World Chinese Journal of Digestology · doi:10.11569/wcjd.v33.i4.301
Quinaglia, T., Silva, G., Matos‐Souza, J. R., Coelho‐Filho, O. R., Nadruz, W., & Sposito, A. C. (2025) · Current Atherosclerosis Reports · doi:10.1007/s11883-025-01368-x
An Invisible Early Steatosis Phenotype Defined for a Large Population-Based Cohort
Poynard, T., Deckmyn, O., Peta, V., Pais, R., BEERS, B. E. V., Castéra, L., Charlotte, F., Paradis, V., Bédossa, P., & Valla, D. C. (2025) · Biomedicines · doi:10.3390/biomedicines13123045
Николаевич, С. Ю., Труфанов, Г., Фокин, В. А., Ionova, E. A., Savchenkova, A. P., Робертовна, М. А., Галян, Т., & Аракелов, С. (2026) · Cifra LLC Journals · doi:10.60797/irj.2026.166.114.2
Николаевич, С. Ю., Труфанов, Г., Фокин, В. А., Ionova, E. A., Savchenkova, A. P., Робертовна, М. А., Галян, Т., & Аракелов, С. (2026) · Cifra LLC Journals · doi:10.60797/irj.2026.166.114.5
Пример измерений протонной плотности жировой фракции в S1, S3, S4b, S5 и S6 печени
Николаевич, С. Ю., Труфанов, Г., Фокин, В. А., Ionova, E. A., Savchenkova, A. P., Робертовна, М. А., Галян, Т., & Аракелов, С. (2026) · Cifra LLC Journals · doi:10.60797/irj.2026.166.114.1
Николаевич, С. Ю., Труфанов, Г., Фокин, В. А., Ionova, E. A., Savchenkova, A. P., Робертовна, М. А., Галян, Т., & Аракелов, С. (2026) · CyberLeninK (CyberLeninka) · doi:10.60797/irj.2026.166.114
Николаевич, С. Ю., Труфанов, Г., Фокин, В. А., Ionova, E. A., Savchenkova, A. P., Робертовна, М. А., Галян, Т., & Аракелов, С. (2026) · Cifra LLC Journals · doi:10.60797/irj.2026.166.114.4
Николаевич, С. Ю., Труфанов, Г., Фокин, В. А., Ionova, E. A., Savchenkova, A. P., Робертовна, М. А., Галян, Т., & Аракелов, С. (2026) · Cifra LLC Journals · doi:10.60797/irj.2026.166.114.6
Николаевич, С. Ю., Труфанов, Г., Фокин, В. А., Ionova, E. A., Savchenkova, A. P., Робертовна, М. А., Галян, Т., & Аракелов, С. (2026) · Cifra LLC Journals · doi:10.60797/irj.2026.166.114.3
Kavvadas, D., Pentara, N. V., Kourdakis, D. S., Liakos, A., Sinakos, E., Prassopoulos, P. K., & Rafailidis, V. D. (2026) · Diagnostics · doi:10.3390/diagnostics16132006
Николаевич, С. Ю., Труфанов, Г. Е., Фокин, В. А., Ionova, E. A., Savchenkova, A. P., Робертовна, М. А., Бодрова, О. В., & Boykov, I. V. (2026) · Russian Military Medical Academy Reports · doi:10.17816/rmmar701080
MRI in MASLD: technical foundations and guideline-based applications
Pu, J., Zhu, L., Wu, Y., Ping, F., Xu, J., Zhou, K., Wang, X., & Pan, J. (2026) · BMJ Open Gastroenterology · doi:10.1136/bmjgast-2026-002471
Nazli, S., Shaaban, A., Patil, A., Smith, L., Stetzik, L. A., Hasan, B., Elhalaby, R. E., COSTA, A. V., Sivasubramaniam, P., Park, B. U., et al. (2026) · Histopathology · doi:10.1111/his.70272
Viallon, M., Leporq, B., Ratiney, H., de Toledo, F. W., Mesnage, R., & Croisille, P. (2026) · Frontiers in Nutrition · doi:10.3389/fnut.2026.1868854
Deng, B., Gong, Y., Wang, X., Wang, X., Chen, D., Chen, X., Xu, Q., Zhou, H., Cui, Y., & Doblaré, M. (2026) · Advanced Intelligent Systems · doi:10.1002/aisy.70589
Николаевич, С. Ю., Труфанов, Г. Е., Фокин, В. А., Ionova, E. A., Anosova, T. A., Бодрова, О. В., & Михайлович, Р. М. (2026) · Журнал "Диагностическая и интервенционная радиология" · doi:10.25512/dir.2020.20.2.05
Living Liver Donors With Obesity and Metabolic Risk: Review and Guidance on Donor Triage and Care
한효선, Chacko, K. R., Orandi, B., Ahrens, D. V., Shingina, A., Kim, S. C., Watt, K. D. S., & Liapakis, A. (2026) · Clinical Transplantation · doi:10.1111/ctr.70681
Navigating MASLD heterogeneity: from metabolic risk to precision stratification
Yan, C., Zhang, G., Liang, L., & He, H. (2026) · Frontiers in Medicine · doi:10.3389/fmed.2026.1966460
- Authors
- Qadri, S., Vartiainen, E., Lahelma, M., Porthan, K., Tang, A., Idilman, I. S., Runge, J. H., Juuti, A., Penttilä, A. K., Dabek, J., Lehtimäki, T. E., Seppänen, W., Arola, J., Arkkila, P., Stoker, J., Karcaaltincaba, M., Pavlides, M., Loomba, R., Sirlin, C. B., Tukiainen, T., & Yki-Järvinen, H.
- Affiliations
- University of Helsinki (FI)
- Centre Hospitalier de l’Université de Montréal (CA)
- Amsterdam UMC Location University of Amsterdam (NL)
- Helsinki University Hospital (FI)
- University of Oxford (GB)
- University of California San Diego (US)
- Corresponding author
- Qadri, Sami
- ORCID
- Venue
- JHEP Reports
- Publisher
- Elsevier BV
- Published
- 2024-01
- Volume
- 6
- Issue
- 1
- Pages
- 100928
- ISSN
- 2589-5559 (ISSN-L)
- PMC
- PMC10711480
- OpenAlex
- W4387534095
- Cited by
- 55
- References
- 50
- Citations by year
- 2026: 20 · 2025: 18 · 2024: 17
- FWCI
- 2.19
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- JHEP Reports (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Työväentutkimus Vuosikirja (submittedVersion)
- Pure Amsterdam UMC (submittedVersion, cc-by)
- Funders
- Novo Nordisk Fonden (NNF19OC0057503)
- National Institute of Diabetes and Digestive and Kidney Diseases (P30DK120515)
- Topics
- Health Sciences › Medicine › Epidemiology › Liver Disease Diagnosis and Treatment
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
- Health Sciences › Medicine › Surgery › Organ Transplantation Techniques and Outcomes
- Keywords
- liver fat, proton density fat fraction, non-alcoholic fatty liver disease, magnetic resonance spectroscopy, liver biopsy, triglycerides, measurement agreement, conversion equations
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review