Radiomic predicts early response to CDK4/6 inhibitors in hormone receptor positive metastatic breast cancer

被引:3
作者
Khorrami, Mohammadhadi [1 ]
Viswanathan, Vidya Sakar [1 ]
Reddy, Priyanka [2 ]
Braman, Nathaniel [3 ]
Kunte, Siddharth [4 ]
Gupta, Amit [2 ]
Abraham, Jame [4 ]
Montero, Alberto J. [2 ]
Madabhushi, Anant [1 ,5 ]
机构
[1] Emory Univ, Dept Biomed Engn, Atlanta, GA 30322 USA
[2] Univ Hosp, Case Western Reserve Univ, Seidman Canc Ctr, Dept Med,Div Hematol & Oncol, Cleveland Hts, OH USA
[3] Case Western Reserve Univ, Dept Biomed Engn, Cleveland Hts, OH USA
[4] Cleveland Clin, Taussig Canc Inst, Cleveland Hts, OH USA
[5] Atlanta VA Med Ctr, Atlanta, GA 30329 USA
关键词
INTERNATIONAL CONSENSUS GUIDELINES; PALBOCICLIB; ANASTROZOLE; FULVESTRANT; RESISTANCE; RIBOCICLIB;
D O I
10.1038/s41523-023-00574-7
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The combination of Cyclin-dependent kinase 4/6 inhibitors (CDK4/6i) and endocrine therapy (ET) is the standard of care for hormone receptor-positive (HR + ), human epidermal growth factor receptor 2-negative (HER2-) metastatic breast cancer (MBC). Currently, there are no robust biomarkers that can predict response to CDK4/6i, and it is not clear which patients benefit from this therapy. Since MBC patients with liver metastases have a poorer prognosis, developing predictive biomarkers that could identify patients likely to respond to CDK4/6i is clinically important. Here we show the ability of imaging texture biomarkers before and a few cycles after CDK4/6i therapy, to predict early response and overall survival (OS) on 73 MBC patients with known liver metastases who received palbociclib plus ET from two sites. The delta radiomic model was associated with OS in validation set (HR: 2.4; 95% CI, 1.06-5.6; P = 0.035; C-index = 0.77). Compared to RECIST response, delta radiomic features predicted response with area under the curve (AUC) = 0.72, 95% confidence interval (CI) 0.67-0.88. Our study revealed that radiomics features can predict a lack of response earlier than standard anatomic/RECIST 1.1 assessment and warrants further study and clinical validation.
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页数:9
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共 54 条
  • [1] Is liver resection justified for patients with hepatic metastases from breast cancer?
    Adam, Rene
    Aloia, Thomas
    Krissat, Jinane
    Bralet, Marie-Pierre
    Paule, Bernard
    Giacchetti, Sylvie
    Delvart, Valerie
    Azoulay, Daniel
    Bismuth, Henri
    Castaing, Denis
    [J]. ANNALS OF SURGERY, 2006, 244 (06) : 897 - 908
  • [2] Alpelisib for PIK3CA-Mutated, Hormone Receptor-Positive Advanced Breast Cancer
    Andre, Fabrice
    Ciruelos, Eva
    Rubovszky, Gabor
    Campone, Mario
    Loibl, Sibylle
    Rugo, Hope S.
    Iwata, Hiroji
    Conte, Pierfranco
    Mayer, Ingrid A.
    Kaufman, Bella
    Yamashita, Toshinari
    Lu, Yen-Shen
    Inoue, Kenichi
    Takahashi, Masato
    Papai, Zsuzsanna
    Longin, Anne-Sophie
    Mills, David
    Wilke, Celine
    Hirawat, Samit
    Juric, Dejan
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2019, 380 (20) : 1929 - 1940
  • [3] CDK4/6 Inhibitor Biomarker Research: Are We Barking Up the Wrong Tree?
    Anurag, Meenakshi
    Haricharan, Svasti
    Ellis, Matthew J.
    [J]. CLINICAL CANCER RESEARCH, 2020, 26 (01) : 3 - 5
  • [4] Local Treatment of Breast Cancer Liver Metastasis
    Bale, Reto
    Putzer, Daniel
    Schullian, Peter
    [J]. CANCERS, 2019, 11 (09)
  • [5] Novel Radiomic Measurements of Tumor-Associated Vasculature Morphology on Clinical Imaging as a Biomarker of Treatment Response in Multiple Cancers
    Braman, Nathaniel
    Prasanna, Prateek
    Bera, Kaustav
    Alilou, Mehdi
    Khorrami, Mohammadhadi
    Leo, Patrick
    Etesami, Maryam
    Vulchi, Manasa
    Turk, Paulette
    Gupta, Amit
    Jain, Prantesh
    Fu, Pingfu
    Pennell, Nathan
    Velcheti, Vamsidhar
    Abraham, Jame
    Plecha, Donna
    Madabhushi, Anant
    [J]. CLINICAL CANCER RESEARCH, 2022, 28 (20) : 4410 - 4424
  • [6] Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)-Positive Breast Cancer
    Braman, Nathaniel
    Prasanna, Prateek
    Whitney, Jon
    Singh, Salendra
    Beig, Niha
    Etesami, Maryam
    Bates, David D. B.
    Gallagher, Katherine
    Bloch, B. Nicolas
    Vulchi, Manasa
    Turk, Paulette
    Bera, Kaustav
    Abraham, Jame
    Sikov, William M.
    Somlo, George
    Harris, Lyndsay N.
    Gilmore, Hannah
    Plecha, Donna
    Varadan, Vinay
    Madabhushi, Anant
    [J]. JAMA NETWORK OPEN, 2019, 2 (04)
  • [7] Intratumoral and peritumoral radiomics for the pretreatment prediction of pathological complete response to neoadjuvant chemotherapy based on breast DCE-MRI
    Braman, Nathaniel M.
    Etesami, Maryam
    Prasanna, Prateek
    Dubchuk, Christina
    Gilmore, Hannah
    Tiwari, Pallavi
    Pletcha, Donna
    Madabhushi, Anant
    [J]. BREAST CANCER RESEARCH, 2017, 19
  • [8] 5th ESO-ESMO international consensus guidelines for advanced breast cancer (ABC 5)
    Cardoso, F.
    Paluch-Shimon, S.
    Senkus, E.
    Curigliano, G.
    Aapro, M. S.
    Andre, F.
    Barrios, C. H.
    Bergh, J.
    Bhattacharyya, G. S.
    Biganzoli, L.
    Boyle, F.
    Cardoso, M-J
    Carey, L. A.
    Cortes, J.
    El Saghir, N. S.
    Elzayat, M.
    Eniu, A.
    Fallowfield, L.
    Francis, P. A.
    Gelmon, K.
    Gligorov, J.
    Haidinger, R.
    Harbeck, N.
    Hu, X.
    Kaufman, B.
    Kaur, R.
    Kiely, B. E.
    Kim, S-B
    Lin, N. U.
    Mertz, S. A.
    Neciosup, S.
    Offersen, B., V
    Ohno, S.
    Pagani, O.
    Prat, A.
    Penault-Llorca, F.
    Rugo, H. S.
    Sledge, G. W.
    Thomssen, C.
    Vorobiof, D. A.
    Wiseman, T.
    Xu, B.
    Norton, L.
    Costa, A.
    Winer, E. P.
    [J]. ANNALS OF ONCOLOGY, 2020, 31 (12) : 1623 - 1649
  • [9] 4th ESO-ESMO International Consensus Guidelines for Advanced Breast Cancer (ABC 4)
    Cardoso, F.
    Senkus, E.
    Costa, A.
    Papadopoulos, E.
    Aapro, M.
    Andre, F.
    Harbeck, N.
    Aguilar Lopez, B.
    Barrios, C. H.
    Bergh, J.
    Biganzoli, L.
    Boers-Doers, C. B.
    Cardoso, M. J.
    Carey, L. A.
    Cortes, J.
    Curigliano, G.
    Dieras, V.
    El Saghir, N. S.
    Eniu, A.
    Fallowfield, L.
    Francis, P. A.
    Gelmon, K.
    Johnston, S. R. D.
    Kaufmann, B.
    Koppikar, S.
    Krop, I. E.
    Mayer, M.
    Nakigudde, G.
    Offersen, B. V.
    Ohno, S.
    Pagani, O.
    Paluch-Shimon, S.
    Penault-Llorca, F.
    Prat, A.
    Rugo, H. S.
    Sledge, G. W.
    Spence, D.
    Thomssen, C.
    Vorobiof, D. A.
    Xu, B.
    Norton, L.
    Winer, E. P.
    [J]. ANNALS OF ONCOLOGY, 2018, 29 (08) : 1634 - 1657
  • [10] 3rd ESO-ESMO International Consensus Guidelines for Advanced Breast Cancer (ABC 3)
    Cardoso, F.
    Costa, A.
    Senkus, E.
    Aapro, M.
    Andre, F.
    Barrios, C. H.
    Bergh, J.
    Bhattacharyya, G.
    Biganzoli, L.
    Cardoso, M. J.
    Carey, L.
    Corneliussen-James, D.
    Curigliano, G.
    Dieras, V.
    El Saghir, N.
    Eniu, A.
    Fallowfield, L.
    Fenech, D.
    Francis, P.
    Gelmon, K.
    Gennari, A.
    Harbeck, N.
    Hudis, C.
    Kaufman, B.
    Krop, I.
    Mayer, M.
    Meijer, H.
    Mertz, S.
    Ohno, S.
    Pagani, O.
    Papadopoulos, E.
    Peccatori, F.
    Penault-Llorca, F.
    Piccart, M. J.
    Pierga, J. Y.
    Rugo, H.
    Shockney, L.
    Sledge, G.
    Swain, S.
    Thomssen, C.
    Tutt, A.
    Vorobiof, D.
    Xu, B.
    Norton, L.
    Winer, E.
    [J]. ANNALS OF ONCOLOGY, 2017, 28 (01) : 16 - 33