Skip to main content
Erschienen in: European Radiology 8/2022

25.02.2022 | Breast

Small lesion classification on abbreviated breast MRI: training can improve diagnostic performance and inter-reader agreement

verfasst von: Zhuangsheng Liu, Keming Liang, Ling Zhang, Chan Lai, Ruqiong Li, Lilei Yi, Ronggang Li, Ling Zhang, Wansheng Long

Erschienen in: European Radiology | Ausgabe 8/2022

Einloggen, um Zugang zu erhalten

Abstract

Objective

To determine whether the diagnostic performance and inter-reader agreement for small lesion classification on abbreviated breast MRI (AB-MRI) can be improved by training, and can achieve the level of full diagnostic protocol MRI (FDP-MRI).

Methods

This retrospective study enrolled 1165 breast lesions (≤ 2 cm; 409 malignant and 756 benign) from 1165 MRI examinations for reading test. Twelve radiologists were assigned into a trained group and a non-trained group. They interpreted each AB-MRI twice, which was extracted from FDP-MRI. After the first read, the trained group received a structured training for AB-MRI interpretation while the non-trained group did not. FDP-MRIs were interpreted by the trained group after the second read. BI-RADS category for each lesion was compared to the standard of reference (histopathological examination or follow-up) to calculate diagnostic accuracy. Inter-reader agreement was assessed using multirater k analysis. Diagnostic accuracy and inter-reader agreement were compared between the trained and non-trained groups, between the first and second reads, and between AB-MRI and FDP-MRI.

Results

After training, the diagnostic accuracy of AB-MRI increased from 77.6 to 84.4%, and inter-reader agreement improved from 0.410 to 0.579 (both p < 0.001), which were higher than those of the non-trained group (accuracy, 84.4% vs 78.0%; weighted k, 0.579 vs 0.461; both p < 0.001). The post-training accuracy and inter-reader agreement of AB-MRI were lower than those of FDP-MRI (accuracy, 84.4% vs 92.8%; weighted k, 0.579 vs 0.602; both p < 0.001).

Conclusions

Training can improve the diagnostic performance and inter-reader agreement for small lesion classification on AB-MRI; however, it remains inferior to those of FDP-MRI.

Key Points

Training can improve the diagnostic performance for small breast lesions on AB-MRI.
Training can reduce inter-observer variation for breast lesion classification on AB-MRI, especially among junior radiologists.
The post-training diagnostic performance and inter-reader agreement of AB-MRI remained inferior to those of FDP-MRI.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Bakker MF, de Lange SV, Pijnappel RM et al (2019) Supplemental MRI screening for women with extremely dense breast tissue. N Engl J Med 381:2091–2102CrossRef Bakker MF, de Lange SV, Pijnappel RM et al (2019) Supplemental MRI screening for women with extremely dense breast tissue. N Engl J Med 381:2091–2102CrossRef
2.
Zurück zum Zitat Geuzinge HA, Obdeijn IM, Rutgers EJT et al (2020) Cost-effectiveness of breast cancer screening with magnetic resonance imaging for women at familial risk. JAMA Oncol 6:1381–1389CrossRef Geuzinge HA, Obdeijn IM, Rutgers EJT et al (2020) Cost-effectiveness of breast cancer screening with magnetic resonance imaging for women at familial risk. JAMA Oncol 6:1381–1389CrossRef
3.
Zurück zum Zitat Pinker K (2020) Preoperative MRI improves surgical planning and outcomes for ductal carcinoma in situ. Radiology 295:304–306CrossRef Pinker K (2020) Preoperative MRI improves surgical planning and outcomes for ductal carcinoma in situ. Radiology 295:304–306CrossRef
4.
Zurück zum Zitat Mann RM, Cho N, Moy L (2019) Breast MRI: state of the art. Radiology 292:520–536CrossRef Mann RM, Cho N, Moy L (2019) Breast MRI: state of the art. Radiology 292:520–536CrossRef
5.
Zurück zum Zitat Liu Z, Li Z, Qu J et al (2019) Radiomics of multi-parametric MRI for pretreatment prediction of pathological complete response to neoadjuvant chemotherapy in breast cancer: a multicenter study. Clin Cancer Res 25:3538–3547CrossRef Liu Z, Li Z, Qu J et al (2019) Radiomics of multi-parametric MRI for pretreatment prediction of pathological complete response to neoadjuvant chemotherapy in breast cancer: a multicenter study. Clin Cancer Res 25:3538–3547CrossRef
6.
Zurück zum Zitat Kuhl CK, Schrading S, Strobel K, Schild HH, Hilgers RD, Bieling HB (2014) Abbreviated breast magnetic resonance imaging (MRI): first postcontrast subtracted images and maximum-intensity projection-a novel approach to breast cancer screening with MRI. J Clin Oncol 32:2304–2310CrossRef Kuhl CK, Schrading S, Strobel K, Schild HH, Hilgers RD, Bieling HB (2014) Abbreviated breast magnetic resonance imaging (MRI): first postcontrast subtracted images and maximum-intensity projection-a novel approach to breast cancer screening with MRI. J Clin Oncol 32:2304–2310CrossRef
7.
Zurück zum Zitat Deike-Hofmann K, Koenig F, Paech D et al (2019) Abbreviated MRI protocols in breast cancer diagnostics. J Magn Reson Imaging 49:647–658CrossRef Deike-Hofmann K, Koenig F, Paech D et al (2019) Abbreviated MRI protocols in breast cancer diagnostics. J Magn Reson Imaging 49:647–658CrossRef
8.
Zurück zum Zitat Liu Z, Li X, Feng B et al (2021) MIP image derived from abbreviated breast MRI: potential to reduce unnecessary sub-nipple biopsies during nipple-sparing mastectomy for breast cancer. Eur Radiol 31:3683–3692CrossRef Liu Z, Li X, Feng B et al (2021) MIP image derived from abbreviated breast MRI: potential to reduce unnecessary sub-nipple biopsies during nipple-sparing mastectomy for breast cancer. Eur Radiol 31:3683–3692CrossRef
9.
Zurück zum Zitat Kwon MR, Choi JS, Won H et al (2021) Breast cancer screening with abbreviated breast MRI: 3-year outcome analysis. Radiology 299:73–83CrossRef Kwon MR, Choi JS, Won H et al (2021) Breast cancer screening with abbreviated breast MRI: 3-year outcome analysis. Radiology 299:73–83CrossRef
10.
Zurück zum Zitat Kuhl CK (2019) Abbreviated magnetic resonance imaging (MRI) for breast cancer screening: rationale, concept, and transfer to clinical practice. Annu Rev Med 70:501–519CrossRef Kuhl CK (2019) Abbreviated magnetic resonance imaging (MRI) for breast cancer screening: rationale, concept, and transfer to clinical practice. Annu Rev Med 70:501–519CrossRef
11.
Zurück zum Zitat Comstock CE, Gatsonis C, Newstead GM et al (2020) Comparison of abbreviated breast MRI vs digital breast tomosynthesis for breast cancer detection among women with dense breasts undergoing screening. JAMA 323:746–756CrossRef Comstock CE, Gatsonis C, Newstead GM et al (2020) Comparison of abbreviated breast MRI vs digital breast tomosynthesis for breast cancer detection among women with dense breasts undergoing screening. JAMA 323:746–756CrossRef
12.
Zurück zum Zitat Baxter GC, Selamoglu A, Mackay JW, Bond S, Gray E, Gilbert FJ (2021) A meta-analysis comparing the diagnostic performance of abbreviated MRI and a full diagnostic protocol in breast cancer. Clin Radiol 76:154.e123–154.e132CrossRef Baxter GC, Selamoglu A, Mackay JW, Bond S, Gray E, Gilbert FJ (2021) A meta-analysis comparing the diagnostic performance of abbreviated MRI and a full diagnostic protocol in breast cancer. Clin Radiol 76:154.e123–154.e132CrossRef
13.
Zurück zum Zitat Milon A, Vande Perre S, Poujol J et al (2019) Abbreviated breast MRI combining FAST protocol and high temporal resolution (HTR) dynamic contrast enhanced (DCE) sequence. Eur J Radiol 117:199–208CrossRef Milon A, Vande Perre S, Poujol J et al (2019) Abbreviated breast MRI combining FAST protocol and high temporal resolution (HTR) dynamic contrast enhanced (DCE) sequence. Eur J Radiol 117:199–208CrossRef
14.
Zurück zum Zitat Oldrini G, Fedida B, Poujol J et al (2017) Abbreviated breast magnetic resonance protocol: value of high-resolution temporal dynamic sequence to improve lesion characterization. Eur J Radiol 95:177–185CrossRef Oldrini G, Fedida B, Poujol J et al (2017) Abbreviated breast magnetic resonance protocol: value of high-resolution temporal dynamic sequence to improve lesion characterization. Eur J Radiol 95:177–185CrossRef
15.
Zurück zum Zitat Chen SQ, Huang M, Shen YY, Liu CL, Xu CX (2017) Abbreviated MRI protocols for detecting breast cancer in women with dense breasts. Korean J Radiol 18:470–475CrossRef Chen SQ, Huang M, Shen YY, Liu CL, Xu CX (2017) Abbreviated MRI protocols for detecting breast cancer in women with dense breasts. Korean J Radiol 18:470–475CrossRef
16.
Zurück zum Zitat Liu Z, Li X, Long W (2021) Editorial for “Simultaneous multislice readout-segmented echo planar imaging for diffusion-weighted MR imaging in patients with invasive breast cancers”. J Magn Reson Imaging 53:1116–1117CrossRef Liu Z, Li X, Long W (2021) Editorial for “Simultaneous multislice readout-segmented echo planar imaging for diffusion-weighted MR imaging in patients with invasive breast cancers”. J Magn Reson Imaging 53:1116–1117CrossRef
17.
Zurück zum Zitat Harding S, Geach R, Jones L, FAST MRI Study Group (2019) The use of ‘Think-Out-Loud’ methodology in the development of teaching materials for abbreviated breast magnetic resonance imaging scan (FAST MRI) interpretation, and a comparison of the learning experience of two reader cohorts. Eur J Radiol Open 6:220–224 Harding S, Geach R, Jones L, FAST MRI Study Group (2019) The use of ‘Think-Out-Loud’ methodology in the development of teaching materials for abbreviated breast magnetic resonance imaging scan (FAST MRI) interpretation, and a comparison of the learning experience of two reader cohorts. Eur J Radiol Open 6:220–224
18.
Zurück zum Zitat Gwet KL (2016) Testing the difference of correlated agreement coefficients for statistical significance. Educ Psychol Meas 76:609–637CrossRef Gwet KL (2016) Testing the difference of correlated agreement coefficients for statistical significance. Educ Psychol Meas 76:609–637CrossRef
19.
Zurück zum Zitat Weinstein SP, Korhonen K, Cirelli C et al (2020) Abbreviated breast magnetic resonance imaging for supplemental screening of women with dense breasts and average Risk. J Clin Oncol 38:3874–3882CrossRef Weinstein SP, Korhonen K, Cirelli C et al (2020) Abbreviated breast magnetic resonance imaging for supplemental screening of women with dense breasts and average Risk. J Clin Oncol 38:3874–3882CrossRef
20.
Zurück zum Zitat Girometti R, Nitti A, Lorenzon M, Greco F, Londero V, Zuiani C (2019) Comparison between an abbreviated and full MRI protocol for detecting additional disease when doing breast cancer staging. J Magn Reson Imaging 49:e222–e230CrossRef Girometti R, Nitti A, Lorenzon M, Greco F, Londero V, Zuiani C (2019) Comparison between an abbreviated and full MRI protocol for detecting additional disease when doing breast cancer staging. J Magn Reson Imaging 49:e222–e230CrossRef
21.
Zurück zum Zitat Geertse TD, Paap E, van der Waal D, Duijm LEM, Pijnappel RM, Broeders MJM (2019) Utility of supplemental training to improve radiologist performance in breast cancer screening: a literature review. J Am Coll Radiol 16:1528–1546CrossRef Geertse TD, Paap E, van der Waal D, Duijm LEM, Pijnappel RM, Broeders MJM (2019) Utility of supplemental training to improve radiologist performance in breast cancer screening: a literature review. J Am Coll Radiol 16:1528–1546CrossRef
22.
Zurück zum Zitat Raza S, Frost E, Kwait D et al (2021) Training nonradiologist clinicians in diagnostic breast ultrasound in rural rwanda: impact on knowledge and skills. J Am Coll Radiol 18:121–127CrossRef Raza S, Frost E, Kwait D et al (2021) Training nonradiologist clinicians in diagnostic breast ultrasound in rural rwanda: impact on knowledge and skills. J Am Coll Radiol 18:121–127CrossRef
23.
Zurück zum Zitat Jones LI, Geach R, Harding SA et al (2019) Can mammogram readers swiftly and effectively learn to interpret first post-contrast acquisition subtracted (FAST) MRI, a type of abbreviated breast MRI?: a single centre data-interpretation study. Br J Radiol 92:20190663CrossRef Jones LI, Geach R, Harding SA et al (2019) Can mammogram readers swiftly and effectively learn to interpret first post-contrast acquisition subtracted (FAST) MRI, a type of abbreviated breast MRI?: a single centre data-interpretation study. Br J Radiol 92:20190663CrossRef
24.
Zurück zum Zitat Timmers JM, van Doorne-Nagtegaal HJ, Verbeek AL, den Heeten GJ, Broeders MJ (2012) A dedicated BI-RADS training programme: effect on the inter-observer variation among screening radiologists. Eur J Radiol 81:2184–2188CrossRef Timmers JM, van Doorne-Nagtegaal HJ, Verbeek AL, den Heeten GJ, Broeders MJ (2012) A dedicated BI-RADS training programme: effect on the inter-observer variation among screening radiologists. Eur J Radiol 81:2184–2188CrossRef
25.
Zurück zum Zitat Miglioretti DL, Gard CC, Carney PA et al (2009) When radiologists perform best: the learning curve in screening mammogram interpretation. Radiology 253:632–640CrossRef Miglioretti DL, Gard CC, Carney PA et al (2009) When radiologists perform best: the learning curve in screening mammogram interpretation. Radiology 253:632–640CrossRef
26.
Zurück zum Zitat Romeo V, Cuocolo R, Liuzzi R et al (2017) Preliminary results of a simplified breast MRI protocol to characterize breast lesions: comparison with a full diagnostic protocol and a review of the current literature. Acad Radiol 24:1387–1394CrossRef Romeo V, Cuocolo R, Liuzzi R et al (2017) Preliminary results of a simplified breast MRI protocol to characterize breast lesions: comparison with a full diagnostic protocol and a review of the current literature. Acad Radiol 24:1387–1394CrossRef
27.
Zurück zum Zitat Petrillo A, Fusco R, Sansone M et al (2017) Abbreviated breast dynamic contrast-enhanced MR imaging for lesion detection and characterization: the experience of an Italian oncologic center. Breast Cancer Res Treat 164:401–410CrossRef Petrillo A, Fusco R, Sansone M et al (2017) Abbreviated breast dynamic contrast-enhanced MR imaging for lesion detection and characterization: the experience of an Italian oncologic center. Breast Cancer Res Treat 164:401–410CrossRef
28.
Zurück zum Zitat Moschetta M, Telegrafo M, Rella L, Stabile Ianora AA, Angelelli G (2016) Abbreviated combined MR protocol: a new faster strategy for characterizing breast lesions. Clin Breast Cancer 16:207–211CrossRef Moschetta M, Telegrafo M, Rella L, Stabile Ianora AA, Angelelli G (2016) Abbreviated combined MR protocol: a new faster strategy for characterizing breast lesions. Clin Breast Cancer 16:207–211CrossRef
29.
Zurück zum Zitat Seppala N, Fallah Rastegar R, Richmond L et al (2018) Rapid MRI of the breast in evaluating lesions discovered on screening. Breast J 24:986–991CrossRef Seppala N, Fallah Rastegar R, Richmond L et al (2018) Rapid MRI of the breast in evaluating lesions discovered on screening. Breast J 24:986–991CrossRef
30.
Zurück zum Zitat Dialani V, Tseng I, Slanetz PJ et al (2019) Potential role of abbreviated MRI for breast cancer screening in an academic medical center. Breast J 25:604–611CrossRef Dialani V, Tseng I, Slanetz PJ et al (2019) Potential role of abbreviated MRI for breast cancer screening in an academic medical center. Breast J 25:604–611CrossRef
31.
Zurück zum Zitat Machida Y, Shimauchi A, Kanemaki Y, Igarashi T, Harada M, Fukuma E (2017) Feasibility and potential limitations of abbreviated breast MRI: an observer study using an enriched cohort. Breast Cancer 24:411–419CrossRef Machida Y, Shimauchi A, Kanemaki Y, Igarashi T, Harada M, Fukuma E (2017) Feasibility and potential limitations of abbreviated breast MRI: an observer study using an enriched cohort. Breast Cancer 24:411–419CrossRef
32.
Zurück zum Zitat Gao Y, Heller SL (2020) Abbreviated and ultrafast breast MRI in clinical practice. Radiographics 40:1507–1527CrossRef Gao Y, Heller SL (2020) Abbreviated and ultrafast breast MRI in clinical practice. Radiographics 40:1507–1527CrossRef
33.
Zurück zum Zitat Gur D, Bandos AI, Cohen CS et al (2008) The “laboratory” effect: comparing radiologists’ performance and variability during prospective clinical and laboratory mammography interpretations. Radiology 249:47–53CrossRef Gur D, Bandos AI, Cohen CS et al (2008) The “laboratory” effect: comparing radiologists’ performance and variability during prospective clinical and laboratory mammography interpretations. Radiology 249:47–53CrossRef
Metadaten
Titel
Small lesion classification on abbreviated breast MRI: training can improve diagnostic performance and inter-reader agreement
verfasst von
Zhuangsheng Liu
Keming Liang
Ling Zhang
Chan Lai
Ruqiong Li
Lilei Yi
Ronggang Li
Ling Zhang
Wansheng Long
Publikationsdatum
25.02.2022
Verlag
Springer Berlin Heidelberg
Erschienen in
European Radiology / Ausgabe 8/2022
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-022-08622-9

Weitere Artikel der Ausgabe 8/2022

European Radiology 8/2022 Zur Ausgabe

Darf man die Behandlung eines Neonazis ablehnen?

08.05.2024 Gesellschaft Nachrichten

In einer Leseranfrage in der Zeitschrift Journal of the American Academy of Dermatology möchte ein anonymer Dermatologe bzw. eine anonyme Dermatologin wissen, ob er oder sie einen Patienten behandeln muss, der eine rassistische Tätowierung trägt.

Ein Drittel der jungen Ärztinnen und Ärzte erwägt abzuwandern

07.05.2024 Klinik aktuell Nachrichten

Extreme Arbeitsverdichtung und kaum Supervision: Dr. Andrea Martini, Sprecherin des Bündnisses Junge Ärztinnen und Ärzte (BJÄ) über den Frust des ärztlichen Nachwuchses und die Vorteile des Rucksack-Modells.

Endlich: Zi zeigt, mit welchen PVS Praxen zufrieden sind

IT für Ärzte Nachrichten

Darauf haben viele Praxen gewartet: Das Zi hat eine Liste von Praxisverwaltungssystemen veröffentlicht, die von Nutzern positiv bewertet werden. Eine gute Grundlage für wechselwillige Ärztinnen und Psychotherapeuten.

Akuter Schwindel: Wann lohnt sich eine MRT?

28.04.2024 Schwindel Nachrichten

Akuter Schwindel stellt oft eine diagnostische Herausforderung dar. Wie nützlich dabei eine MRT ist, hat eine Studie aus Finnland untersucht. Immerhin einer von sechs Patienten wurde mit akutem ischämischem Schlaganfall diagnostiziert.

Update Radiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.