Skip to main content
Erschienen in: Abdominal Radiology 2/2021

22.07.2020 | Hollow Organ GI

Utility of texture analysis on T2-weighted MR for differentiating tumor deposits from mesorectal nodes in rectal cancer patients, in a retrospective cohort

verfasst von: Isha D. Atre, Kulyada Eurboonyanun, Yoshifumi Noda, Anushri Parakh, Aileen O’Shea, Rita Maria Lahoud, Naomi M. Sell, Hiroko Kunitake, Mukesh G. Harisinghani

Erschienen in: Abdominal Radiology | Ausgabe 2/2021

Einloggen, um Zugang zu erhalten

Abstract

Objective

The purpose of the study was to evaluate the utility of MR texture analysis for differentiating tumor deposits from mesorectal nodes in rectal cancer.

Materials and methods

Pretreatment MRI of 40 patients performed between 2006 and 2018 with pathologically proven tumor deposits and/or malignant nodes in the setting of rectal cancer were retrospectively reviewed. In total, 25 tumor deposits (TDs) and 71 positive lymph nodes (LNs) were analyzed for morphological and first-order texture analysis features on T2-weighted axial images. MR morphological features (lesion shape, size, signal heterogeneity, contrast enhancement) were analyzed and agreed in consensus by two experienced radiologists followed by assessment with Fisher’s exact test. Texture analysis of the lesions was performed using TexRAD, a proprietary software algorithm. First-order texture analysis features (mean, standard deviation, skewness, entropy, kurtosis, MPP) were obtained after applying spatial scaling filters (SSF; 0, 2, 3, 4, 5, 6). Univariate analysis was performed with non-parametric Mann–Whitney U test. The results of univariate analysis were reassessed with generalized estimating equations followed by multivariate analysis. Using histopathology as a gold standard, diagnostic accuracy was assessed by obtaining area under the receiver operating curve.

Results

MR morphological parameter, lesion shape was a strong discriminator between TDs and LNs with a p value of 0.02 (AUC: 0.76, 95% CI of 0.66 to 0.84, SE: 0.06) and sensitivity, specificity of 90% and 68%, respectively. Skewness extracted at fine filter (SSF-2) was the only significant texture analysis parameter for distinguishing TDs from LNs with p value of 0.03 (AUC: 0.70, 95% CI of 0.59 to 0.79, SE: 0.06) and sensitivity, specificity of 70% and 72%, respectively. When lesion shape and skewness-2 were combined into a single model, the diagnostic accuracy was improved with AUC of 0.82 (SE: 0.05, 95% CI of 0.72 to 0.88 with p value of < 0.01). This model also showed a high sensitivity of 91% with specificity of 68%.

Conclusion

Lesion shape on MR can be a useful predictor for distinguishing TDs from positive LNs in rectal cancer patients. When interpreted along with MR texture parameter of skewness, accuracy is further improved.
Literatur
7.
Zurück zum Zitat Basnet, S., Lou, Q. F., Liu, N., Rana, R., Shah, A., Khadka, M., Warrier, H., Sigdel, S., Dhakal, S., Devkota, A., Mishra, R., Sapkota, G., Zheng, L., & Ge, H. Y. (2018). Tumor deposit is an independent prognostic indicator in patients who underwent radical resection for colorectal cancer. Journal of Cancer, 9(21), 3979–3985. https://doi.org/10.7150/jca.27475CrossRefPubMedPubMedCentral Basnet, S., Lou, Q. F., Liu, N., Rana, R., Shah, A., Khadka, M., Warrier, H., Sigdel, S., Dhakal, S., Devkota, A., Mishra, R., Sapkota, G., Zheng, L., & Ge, H. Y. (2018). Tumor deposit is an independent prognostic indicator in patients who underwent radical resection for colorectal cancer. Journal of Cancer, 9(21), 3979–3985. https://​doi.​org/​10.​7150/​jca.​27475CrossRefPubMedPubMedCentral
8.
Zurück zum Zitat Nagayoshi, K., Ueki, T., Nishioka, Y., Manabe, T., Mizuuchi, Y., Hirahashi, M., Oda, Y., & Tanaka, M. (2014). Tumor deposit is a poor prognostic indicator for patients who have stage II and III colorectal cancer with fewer than 4 lymph node metastases but not for those with 4 or more. Diseases of the colon and rectum, 57(4), 467–474. https://doi.org/10.1097/DCR.0000000000000059CrossRefPubMed Nagayoshi, K., Ueki, T., Nishioka, Y., Manabe, T., Mizuuchi, Y., Hirahashi, M., Oda, Y., & Tanaka, M. (2014). Tumor deposit is a poor prognostic indicator for patients who have stage II and III colorectal cancer with fewer than 4 lymph node metastases but not for those with 4 or more. Diseases of the colon and rectum, 57(4), 467–474. https://​doi.​org/​10.​1097/​DCR.​0000000000000059​CrossRefPubMed
13.
Zurück zum Zitat Shu Z, Fang S, Ding Z, Mao D, Pang P, Gong X (2018) Application value of texture analysis of magnetic resonance images in prediction of neoadjuvant chemoradiotherapy efficacy for rectal cance]. Zhonghua Wei Chang Wai Ke Za Zhi Chin J Gastrointest Surg 21:1051–1058 Shu Z, Fang S, Ding Z, Mao D, Pang P, Gong X (2018) Application value of texture analysis of magnetic resonance images in prediction of neoadjuvant chemoradiotherapy efficacy for rectal cance]. Zhonghua Wei Chang Wai Ke Za Zhi Chin J Gastrointest Surg 21:1051–1058
16.
Zurück zum Zitat Cancer (UK) NCC for (2011) Summary of the 5th edition of the TNM staging system for colorectal cancer and comparison with Dukes’ stage. National Collaborating Centre for Cancer (UK) Cancer (UK) NCC for (2011) Summary of the 5th edition of the TNM staging system for colorectal cancer and comparison with Dukes’ stage. National Collaborating Centre for Cancer (UK)
24.
Zurück zum Zitat Goldstein NS, Turner JR (2000) Pericolonic tumor deposits in patients with T3N+MO colon adenocarcinomas: markers of reduced disease-free survival and intra-abdominal metastases and their implications for TNM classification. Cancer 88:2228–2238CrossRef Goldstein NS, Turner JR (2000) Pericolonic tumor deposits in patients with T3N+MO colon adenocarcinomas: markers of reduced disease-free survival and intra-abdominal metastases and their implications for TNM classification. Cancer 88:2228–2238CrossRef
Metadaten
Titel
Utility of texture analysis on T2-weighted MR for differentiating tumor deposits from mesorectal nodes in rectal cancer patients, in a retrospective cohort
verfasst von
Isha D. Atre
Kulyada Eurboonyanun
Yoshifumi Noda
Anushri Parakh
Aileen O’Shea
Rita Maria Lahoud
Naomi M. Sell
Hiroko Kunitake
Mukesh G. Harisinghani
Publikationsdatum
22.07.2020
Verlag
Springer US
Erschienen in
Abdominal Radiology / Ausgabe 2/2021
Print ISSN: 2366-004X
Elektronische ISSN: 2366-0058
DOI
https://doi.org/10.1007/s00261-020-02653-w

Weitere Artikel der Ausgabe 2/2021

Abdominal Radiology 2/2021 Zur Ausgabe

Screening-Mammografie offenbart erhöhtes Herz-Kreislauf-Risiko

26.04.2024 Mammografie Nachrichten

Routinemäßige Mammografien helfen, Brustkrebs frühzeitig zu erkennen. Anhand der Röntgenuntersuchung lassen sich aber auch kardiovaskuläre Risikopatientinnen identifizieren. Als zuverlässiger Anhaltspunkt gilt die Verkalkung der Brustarterien.

S3-Leitlinie zu Pankreaskrebs aktualisiert

23.04.2024 Pankreaskarzinom Nachrichten

Die Empfehlungen zur Therapie des Pankreaskarzinoms wurden um zwei Off-Label-Anwendungen erweitert. Und auch im Bereich der Früherkennung gibt es Aktualisierungen.

Fünf Dinge, die im Kindernotfall besser zu unterlassen sind

18.04.2024 Pädiatrische Notfallmedizin Nachrichten

Im Choosing-Wisely-Programm, das für die deutsche Initiative „Klug entscheiden“ Pate gestanden hat, sind erstmals Empfehlungen zum Umgang mit Notfällen von Kindern erschienen. Fünf Dinge gilt es demnach zu vermeiden.

„Nur wer sich gut aufgehoben fühlt, kann auch für Patientensicherheit sorgen“

13.04.2024 Klinik aktuell Kongressbericht

Die Teilnehmer eines Forums beim DGIM-Kongress waren sich einig: Fehler in der Medizin sind häufig in ungeeigneten Prozessen und mangelnder Kommunikation begründet. Gespräche mit Patienten und im Team können helfen.

Update Radiologie

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