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DOI 10.7717/peerj.17005

Медицинская библиотека · PeerJ · 2024

Enhancing medical image segmentation with a multi-transformer U-Net.

Rafii Saeed, Gourley Charlie, Kumar Rajiv, Geuna Elena, Ern Ang Joo, Rye Tzyvia, Chen Lee-May, Shapira-Frommer Ronnie, Friedlander Michael, Matulonis Ursula, De Greve Jacques, Oza Amit M, Banerjee Susana, Molife L Rhoda, Gore Martin E, Kaye Stan B, Yap Timothy A

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Аннотация

BACKGROUND

The PARP inhibitor olaparib was recently granted Food and Drug Administration (FDA) accelerated approval in patients with advanced BRCA1/2 mutation ovarian cancer. However, antitumor responses are observed in only approximately 40% of patients and the impact of baseline clinical factors on response to treatment remains unclear. Although platinum sensitivity has been suggested as a marker of response to PARP inhibitors, patients with platinum-resistant disease still respond to olaparib.

RESULTS

108 patients with advanced BRCA1/2 mutation ovarian cancers were included. The interval between the end of the most recent platinum chemotherapy and PARPi (PTPI) was used to predict response to olaparib independent of conventional definition of platinum sensitivity. RECIST complete response (CR) and partial response (PR) rates were 35% in patients with platinum-sensitive versus 13% in platinum-resistant (p<0.005). Independent of platinum sensitivity status, the RECIST CR/PR rates were 42% in patients with PTPI greater than 52 weeks and 18% in patients with PTPI less than 52 weeks (p=0.016). No association was found between baseline clinical factors such as FIGO staging, debulking surgery, BRCA1 versus BRCA2 mutations, prior history of breast cancer and prior chemotherapy for breast cancer, and the response to olaparib.

METHODS

We conducted an international multicenter retrospective study to investigate the association between baseline clinical characteristics of patients with advanced BRCA1/2 mutation ovarian cancers from eight different cancer centers and their antitumor response to olaparib.

CONCLUSION

PTPI may be used to refine the prediction of response to PARP inhibition based on the conventional categorization of platinum sensitivity.

Для цитирования: Rafii Saeed, Gourley Charlie, Kumar Rajiv, Geuna Elena, Ern Ang Joo, Rye Tzyvia, Chen Lee-May, Shapira-Frommer Ronnie, Friedlander Michael, Matulonis Ursula, De Greve Jacques, Oza Amit M, Banerjee Susana, Molife L Rhoda, Gore Martin E, Kaye Stan B, Yap Timothy A. Enhancing medical image segmentation with a multi-transformer U-Net.. PeerJ. 2024. DOI: 10.7717/peerj.17005.

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