Background and purpose Biomarkers for prediction of outcome in patients with pancreatic cancer are wanted in order to personalize the treatment. This study investigated the value of longitudinal diffusion-weighted magnetic resonance imaging (DWI) for prediction of overall survival (OS) in patients with locally advanced pancreatic cancer (LAPC) treated with stereotactic body radiotherapy (SBRT).Materials and methods The study included 45 patients with LAPC who received 5 fractions of 10 Gy on a 1.5T MRI-Linac. DWI was acquired prior to irradiation at each fraction. The analysis included baseline values and time-trends of the apparent diffusion coefficient (ADC) and DWI parameters obtained using a decomposition method. A multivariable Cox proportional hazards model for OS was made using best-subset selection, using cross-validation based on Bootstrap.Results The median OS from the first day of SBRT was 15.5 months (95% CI: 13.2-20.6), and the median potential follow-up time was 19.8 months. The best-performing multivariable model for OS included two decomposition-based DWI parameters: one baseline and one time-trend parameter. The C-Harrell index describing the model's discriminating power was 0.754. High baseline ADC values were associated with reduced OS, whereas no association between the ADC time-trend and OS was observed.Conclusion Decomposition-based DWI parameters indicated value in the prediction of OS in LAPC. A DWI time-trend parameter was included in the best-performing model, indicating a potential benefit of acquiring longitudinal DWI during the SBRT course. These findings support both baseline and longitudinal DWI as candidate prognostic biomarkers, which may become tools for personalization of the treatment of patients with LAPC.
机构:
St Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, NetherlandsSt Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, Netherlands
Jacobs, Lotte
Intven, Martijn
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Univ Med Ctr Utrecht, Dept Radiotherapy, Utrecht, NetherlandsSt Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, Netherlands
Intven, Martijn
van Lelyveld, Niels
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St Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, NetherlandsSt Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, Netherlands
van Lelyveld, Niels
Philippens, Marielle
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Univ Med Ctr Utrecht, Dept Radiotherapy, Utrecht, NetherlandsSt Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, Netherlands
Philippens, Marielle
Burbach, Maarten
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Univ Med Ctr Utrecht, Dept Radiotherapy, Utrecht, NetherlandsSt Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, Netherlands
Burbach, Maarten
Seldenrijk, Kees
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机构:
St Antonius Hosp, Dept Pathol, NL-3430 EM Nieuwegein, NetherlandsSt Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, Netherlands
Seldenrijk, Kees
Los, Maartje
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St Antonius Hosp, Dept Oncol, NL-3430 EM Nieuwegein, NetherlandsSt Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, Netherlands
Los, Maartje
Reerink, Onne
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Univ Med Ctr Utrecht, Dept Radiotherapy, Utrecht, NetherlandsSt Antonius Hosp, Dept Gastroenterol, POB 2500, NL-3430 EM Nieuwegein, Netherlands
机构:
All India Inst Med Sci, Dept Nucl Magnet Resonance, New Delhi 110029, IndiaAll India Inst Med Sci, Dept Nucl Magnet Resonance, New Delhi 110029, India
Sharma, Uma
Danishad, Karikanni Kalathil A.
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All India Inst Med Sci, Dept Nucl Magnet Resonance, New Delhi 110029, IndiaAll India Inst Med Sci, Dept Nucl Magnet Resonance, New Delhi 110029, India
Danishad, Karikanni Kalathil A.
Seenu, Vurthaluru
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All India Inst Med Sci, Dept Surg Disciplines, New Delhi 110029, IndiaAll India Inst Med Sci, Dept Nucl Magnet Resonance, New Delhi 110029, India
Seenu, Vurthaluru
Jagannathan, Naranamangalam R.
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All India Inst Med Sci, Dept Nucl Magnet Resonance, New Delhi 110029, IndiaAll India Inst Med Sci, Dept Nucl Magnet Resonance, New Delhi 110029, India
机构:
Inst Canc Res, Canc Res UK Clin Magnet Resonance Res Grp, Sutton, Surrey, EnglandRoyal Marsden Hosp, MRI Unit, Sutton SM2 5PT, Surrey, England
Morgan, Veronica A.
Riches, Sophie F.
论文数: 0引用数: 0
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机构:
Inst Canc Res, Canc Res UK Clin Magnet Resonance Res Grp, Sutton, Surrey, EnglandRoyal Marsden Hosp, MRI Unit, Sutton SM2 5PT, Surrey, England
Riches, Sophie F.
Giles, Sharon
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机构:
Inst Canc Res, Canc Res UK Clin Magnet Resonance Res Grp, Sutton, Surrey, EnglandRoyal Marsden Hosp, MRI Unit, Sutton SM2 5PT, Surrey, England
Giles, Sharon
Dearnaley, David
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机构:
Royal Marsden NHS Fdn Trust, Sutton, Surrey, England
Inst Canc Res, Acad Urol Unit, Sutton, Surrey, EnglandRoyal Marsden Hosp, MRI Unit, Sutton SM2 5PT, Surrey, England
Dearnaley, David
deSouza, Nandita M.
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Royal Marsden Hosp, MRI Unit, Sutton SM2 5PT, Surrey, England
Inst Canc Res, Canc Res UK Clin Magnet Resonance Res Grp, Sutton, Surrey, EnglandRoyal Marsden Hosp, MRI Unit, Sutton SM2 5PT, Surrey, England
机构:
Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Radiol, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
Ann Arbor Vet Affairs Hosp, Dept Radiat Oncol, Ann Arbor, MI USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Cuneo, Kyle C.
Chenevert, Thomas L.
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机构:
Univ Michigan, Dept Radiol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Chenevert, Thomas L.
Ben-Josef, Edgar
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机构:
Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Ben-Josef, Edgar
Feng, Mary U.
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机构:
Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Feng, Mary U.
Greenson, Joel K.
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机构:Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Greenson, Joel K.
Hussain, Hero K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Radiol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Hussain, Hero K.
Simeone, Diane M.
论文数: 0引用数: 0
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机构:
Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Simeone, Diane M.
Schipper, Matthew J.
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机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Schipper, Matthew J.
Anderson, Michelle A.
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机构:
Univ Michigan, Dept Med Gastroenterol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Anderson, Michelle A.
Zalupski, Mark M.
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机构:
Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Med Oncol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Zalupski, Mark M.
Al-Hawary, Mahmoud
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机构:
Univ Michigan, Dept Radiol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Al-Hawary, Mahmoud
Galban, Craig J.
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机构:
Univ Michigan, Dept Radiol, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Galban, Craig J.
Rehemtulla, Alnawaz
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Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Rehemtulla, Alnawaz
Feng, Felix Y.
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机构:
Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Feng, Felix Y.
Lawrence, Theodore S.
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Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
Lawrence, Theodore S.
Ross, Brian D.
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机构:
Univ Michigan, Dept Radiol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
机构:
Sungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Sungkyunkwan Univ Sch Med, Ctr Imaging Sci, Samsung Med Ctr, 81 Irwon-Ro, Seoul 06351, South KoreaSungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Shin, Nari
Kang, Tae Wook
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Sungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Sungkyunkwan Univ Sch Med, Ctr Imaging Sci, Samsung Med Ctr, 81 Irwon-Ro, Seoul 06351, South KoreaSungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Kang, Tae Wook
Min, Ji Hye
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Sungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Sungkyunkwan Univ Sch Med, Ctr Imaging Sci, Samsung Med Ctr, 81 Irwon-Ro, Seoul 06351, South KoreaSungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Min, Ji Hye
Hwang, Jeong Ah
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Sungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Sungkyunkwan Univ Sch Med, Ctr Imaging Sci, Samsung Med Ctr, 81 Irwon-Ro, Seoul 06351, South KoreaSungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Hwang, Jeong Ah
Kim, Young Kon
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Sungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Sungkyunkwan Univ Sch Med, Ctr Imaging Sci, Samsung Med Ctr, 81 Irwon-Ro, Seoul 06351, South KoreaSungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Kim, Young Kon
Kim, Yeun-Yoon
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机构:
Yonsei Univ Coll Med, Severance Hosp, Dept Radiol, Seoul, South Korea
Yonsei Univ Coll Med, Severance Hosp, Res Inst Radiol Sci, Seoul, South KoreaSungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Kim, Yeun-Yoon
Han, In Woong
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Sungkyunkwan Univ Sch Med, Samsung Med Ctr, Dept Surg, Seoul, South KoreaSungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
Han, In Woong
Kim, Kyunga
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Samsung Med Ctr, Res Inst Future Med, Stat & Data Ctr, Seoul, South KoreaSungkyunkwan Univ Sch Med, Dept Radiol, Samsung Med Ctr, 81 Irwo-Ro, Seoul 06351, South Korea
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Univ Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, ItalyUniv Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, Italy
Iannicelli, Elsa
Di Pietropaolo, Marco
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机构:
Univ Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, ItalyUniv Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, Italy
Di Pietropaolo, Marco
Pilozzi, Emanuela
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机构:
Univ Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Clin & Mol Sci, Via Grottarossa 1035, I-00189 Rome, ItalyUniv Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, Italy
Pilozzi, Emanuela
Osti, Mattia Falchetto
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机构:
Univ Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Radiat Oncol, Via Grottarossa 1035, I-00189 Rome, ItalyUniv Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, Italy
Osti, Mattia Falchetto
Valentino, Maria
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San Pietro Fatebenefratelli Hosp, Radiotherapy Unit, Via Cassia 600, I-00189 Rome, ItalyUniv Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, Italy
Valentino, Maria
Masoni, Luigi
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机构:
Univ Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Surg, Via Grottarossa 1035, I-00189 Rome, ItalyUniv Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, Italy
Masoni, Luigi
Ferri, Mario
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Univ Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Surg, Via Grottarossa 1035, I-00189 Rome, ItalyUniv Roma La Sapienza, St Andrea Hosp, Fac Med & Psychol, Dept Radiol, Via Grottarossa 1035, I-00189 Rome, Italy
机构:
Sapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, ItalySapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy
De Felice, F.
Magnante, A. L.
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机构:
Sapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, ItalySapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy
Magnante, A. L.
Musio, D.
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Sapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, ItalySapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy
Musio, D.
Ciolina, M.
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h-index: 0
机构:
Sapienza Univ Rome, Policlin Umberto I, Dept Radiol Sci Oncol & Pathol, Latina, ItalySapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy
Ciolina, M.
De Cecco, C. N.
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h-index: 0
机构:
Sapienza Univ Rome, Policlin Umberto I, Dept Radiol Sci Oncol & Pathol, Latina, ItalySapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy
De Cecco, C. N.
Rengo, M.
论文数: 0引用数: 0
h-index: 0
机构:
Sapienza Univ Rome, Policlin Umberto I, Dept Radiol Sci Oncol & Pathol, Latina, ItalySapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy
Rengo, M.
Laghi, A.
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机构:
Sapienza Univ Rome, Policlin Umberto I, Dept Radiol Sci Oncol & Pathol, Latina, ItalySapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy
Laghi, A.
Tombolini, V.
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机构:
Sapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy
Spencer Lorillard Fdn, Rome, ItalySapienza Univ Rome, Policlin Umberto I, Dept Radiotherapy, Viale Regina Elena 326, I-00161 Rome, Italy