Michael Jacobs

Professor

19952020

Research output per year

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Research Output

Multiparametric deep learning tissue signatures for a radiological biomarker of breast cancer: Preliminary results

Parekh, V. S., Macura, K. J., Harvey, S. C., Kamel, I. R., EI-Khouli, R., Bluemke, D. A. & Jacobs, M. A., Jan 1 2020, In : Medical physics. 47, 1, p. 75-88 14 p.

Research output: Contribution to journalArticle

Open Access

Multiparametric radiomics methods for breast cancer tissue characterization using radiological imaging

Parekh, V. S. & Jacobs, M. A., Apr 1 2020, In : Breast Cancer Research and Treatment. 180, 2, p. 407-421 15 p.

Research output: Contribution to journalArticle

Open Access
2019

Deep learning and radiomics in precision medicine

Parekh, V. S. & Jacobs, M., Mar 4 2019, In : Expert Review of Precision Medicine and Drug Development. 4, 2, p. 59-72 14 p.

Research output: Contribution to journalReview article

Open Access

Measurement repeatability of 18F-FDG PET/CT versus 18F-FDG PET/MRI in solid tumors of the pelvis

Fraum, T. J., Fowler, K. J., Crandall, J. P., Laforest, R. A., Salter, A., An, H., Jacobs, M. A., Grigsby, P. W., Dehdashti, F. & Wahl, R. L., Aug 1 2019, In : Journal of Nuclear Medicine. 60, 8, p. 1080-1086 7 p.

Research output: Contribution to journalArticle

Open Access

Radiomic synthesis using deep convolutional neural networks

Parekh, V. S. & Jacobs, M. A., Apr 2019, ISBI 2019 - 2019 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 1114-1117 4 p. 8759491. (Proceedings - International Symposium on Biomedical Imaging; vol. 2019-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2018

Distinguishing True Progression From Radionecrosis After Stereotactic Radiation Therapy for Brain Metastases With Machine Learning and Radiomics

Peng, L., Parekh, V., Huang, P., Lin, D., Sheikh, K., Baker, B., Kirschbaum, T., Silvestri, F., Son, J., Robinson, A., Huang, E., Ames, H., Grimm, J., Chen, L., Shen, C., Soike, M., McTyre, E., Redmond, K. A., Lim, M., Lee, J. & 2 others, Jacobs, M. & Kleinberg, L. R., Nov 15 2018, In : International Journal of Radiation Oncology Biology Physics. 102, 4, p. 1236-1243 8 p.

Research output: Contribution to journalArticle

Multisite concordance of apparent diffusion coefficient measurements across the NCI quantitative imaging network

Newitt, D. C., Malyarenko, D., Chenevert, T. L., Quarles, C. C., Bell, L., Fedorov, A., Fennessy, F., Jacobs, M. A., Solaiyappan, M., Hectors, S., Taouli, B., Muzi, M., Kinahan, P. E., Schmainda, K. M., Prah, M. A., Taber, E. N., Kroenke, C., Huang, W., Arlinghaus, L. R., Yankeelov, T. E. & 9 others, Cao, Y., Aryal, M., Yen, Y. F., Kalpathy-Cramer, J., Shukla-Dave, A., Fung, M., Liang, J., Boss, M. & Hylton, N., Jan 1 2018, In : Journal of Medical Imaging. 5, 1, 011003.

Research output: Contribution to journalArticle

The Use of Quantitative Imaging in Radiation Oncology: A Quantitative Imaging Network (QIN) Perspective

Press, R. H., Shu, H. K. G., Shim, H., Mountz, J. M., Kurland, B. F., Wahl, R. L., Jones, E. F., Hylton, N. M., Gerstner, E. R., Nordstrom, R. J., Henderson, L., Kurdziel, K. A., Vikram, B., Jacobs, M. A., Holdhoff, M., Taylor, E., Jaffray, D. A., Schwartz, L. H., Mankoff, D. A., Kinahan, P. E. & 6 others, Linden, H. M., Lambin, P., Dilling, T. J., Rubin, D. L., Hadjiiski, L. & Buatti, J. M., Nov 15 2018, In : International Journal of Radiation Oncology Biology Physics. 102, 4, p. 1219-1235 17 p.

Research output: Contribution to journalArticle

2017

Toward uniform implementation of parametric map digital imaging and communication in medicine standard in multisite quantitative diffusion imaging studies

Malyarenko, D., Fedorov, A., Bell, L., Prah, M., Hectors, S., Arlinghaus, L., Muzi, M., Solaiyappan, M., Jacobs, M., Fung, M., Shukla-Dave, A., McManus, K., Boss, M., Taouli, B., Yankeelov, T. E., Quarles, C. C., Schmainda, K., Chenevert, T. L. & Newittn, D. C., 2017, In : Journal of Medical Imaging. 5, 1, 011006.

Research output: Contribution to journalArticle

2016

A multidimensional data visualization and clustering method: Consensus similarity mapping

Parekh, V. S. & Jacobs, M., Jun 15 2016, 2016 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2016 - Proceedings. IEEE Computer Society, Vol. 2016-June. p. 420-423 4 p. 7493297

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Collagen fibers mediate MRI-detected water diffusion and anisotropy in breast cancers

Kakkad, S., Zhang, J., Akhbardeh, A., Jacob, D., Krishnamachary, B., Solaiyappan, M., Jacobs, M., Raman, V., Leibfritz, D., Glunde, K. & Bhujwalla, Z. M., Oct 1 2016, In : Neoplasia (United States). 18, 10, p. 585-593 9 p.

Research output: Contribution to journalArticle

Current whole-body MRI applications in the neurofibromatosis: NF1, NF2, and schwannomatosis

Ahlawat, S., Fayad, L. M., Khan, M. S., Bredella, M. A., Harris, G. J., Evans, D. G., Farschtschi, S., Jacobs, M., Chhabra, A., Salamon, J. M., Wenzel, R., Mautner, V. F., Dombi, E., Cai, W., Plotkin, S. R. & Blakeley, J., Aug 16 2016, In : Neurology. 87, 7, p. S31-S39

Research output: Contribution to journalArticle

Demonstration of nonlinearity bias in the measurement of the apparent diffusion coefficient in multicenter trials

Malyarenko, D. I., Newitt, D., Wilmes, L. J., Tudorica, A., Helmer, K. G., Arlinghaus, L. R., Jacobs, M. A., Jajamovich, G., Taouli, B., Yankeelov, T. E., Huang, W. & Chenevert, T. L., Mar 1 2016, In : Magnetic resonance in medicine. 75, 3, p. 1312-1323 12 p.

Research output: Contribution to journalArticle

Efficacy and biomarker study of bevacizumab for hearing loss resulting from neurofibromatosis type 2-associated vestibular schwannomas

Blakeley, J. O., Ye, X., Duda, D. G., Halpin, C. F., Bergner, A. L., Muzikansky, A., Merker, V. L., Gerstner, E. R., Fayad, L. M., Ahlawat, S., Jacobs, M. A., Jain, R. K., Zalewski, C., Dombi, E., Widemann, B. C. & Plotkin, S. R., May 10 2016, In : Journal of Clinical Oncology. 34, 14, p. 1669-1675 7 p.

Research output: Contribution to journalArticle

Multiparametric assessment of treatment response in high-grade soft-tissue sarcomas with anatomic and functional MR imaging sequences

Soldatos, T., Ahlawat, S., Montgomery, E., Chalian, M., Jacobs, M. A. & Fayad, L. M., Mar 2016, In : RADIOLOGY. 278, 3, p. 831-840 10 p.

Research output: Contribution to journalArticle

Radiomics: a new application from established techniques

Parekh, V. & Jacobs, M., Mar 3 2016, In : Expert Review of Precision Medicine and Drug Development. 1, 2, p. 207-226 20 p.

Research output: Contribution to journalReview article

2015

Breast mri for diagnosis and staging of breast cancer

El Khouli, R. H., Jacobs, M. A. & Macura, K. J., Jan 1 2015, Breast Cancer Screening and Diagnosis: A Synopsis. Springer New York, p. 181-200 20 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Choline metabolism-based molecular diagnosis of cancer: An update

Glunde, K., Penet, M. F., Jiang, L., Jacobs, M. A. & Bhujwalla, Z. M., Jun 1 2015, In : Expert Review of Molecular Diagnostics. 15, 6, p. 735-747 13 p.

Research output: Contribution to journalReview article

International expert consensus on primary systemic therapy in the management of early breast cancer: Highlights of the Fifth Symposium on Primary Systemic Therapy in the Management of Operable Breast Cancer, Cremona, Italy (2013)

Amoroso, V., Generali, D., Buchholz, T., Cristofanilli, M., Pedersini, R., Curigliano, G., Daidone, M. G., Di Cosimo, S., Dowsett, M., Fox, S., Harris, A. L., Makris, A., Vassalli, L., Ravelli, A., Cappelletti, M. R., Hatzis, C., Hudis, C. A., Pedrazzoli, P., Sapino, A., Semiglazov, V. & 13 others, Von Minckwitz, G., Simoncini, E. L., Jacobs, M. A., Barry, P., Kühn, T., Darby, S., Hermelink, K., Symmans, F., Gennari, A., Schiavon, G., Dogliotti, L., Berruti, A. & Bottini, A., May 1 2015, In : Journal of the National Cancer Institute - Monographs. 2015, 51, p. 90-96 7 p.

Research output: Contribution to journalArticle

Multiparametric and multimodality functional radiological imaging for breast cancer diagnosis and early treatment response assessment

Jacobs, M. A., Wolff, A. C., Macura, K. J., Stearns, V., Ouwerkerk, R., Khouli, R. E., Bluemke, D. A. & Wahl, R., May 1 2015, In : Journal of the National Cancer Institute - Monographs. 2015, 51, p. 40-46 7 p.

Research output: Contribution to journalArticle

Whole-body magnetic resonance imaging evaluation of facioscapulohumeral muscular dystrophy

Leung, D. G., Carrino, J. A., Wagner, K. R. & Jacobs, M. A., Oct 1 2015, In : Muscle and Nerve. 52, 4, p. 512-520 9 p.

Research output: Contribution to journalArticle

2014

Characterization of peripheral nerve sheath tumors with 3T proton MR spectroscopy

Fayad, L. M., Wang, X., Blakeley, J. O., Durand, D. J., Jacobs, M. A., Demehri, S., Subhawong, T. K., Soldatos, T. & Barker, P. B., May 2014, In : American Journal of Neuroradiology. 39, 5, p. 1035-1041 7 p.

Research output: Contribution to journalArticle

Diffusion-weighted MR imaging for characterizing musculoskeletal lesions

Subhawong, T. K., Jacobs, M. A. & Fayad, L. M., Sep 1 2014, In : Radiographics. 34, 5, p. 1163-1177 15 p.

Research output: Contribution to journalArticle

Insights into quantitative diffusion-weighted MRI for musculoskeletal tumor imaging

Subhawong, T. K., Jacobs, M. A. & Fayad, L. M., Sep 1 2014, In : American Journal of Roentgenology. 203, 3, p. 560-572 13 p.

Research output: Contribution to journalReview article

Letter to cancer center directors: Progress in quantitative imaging as a means to predict and/or measure tumor response in cancer therapy Trials

Mountz, J. M., Yankeelov, T. E., Rubin, D. L., Buatti, J. M., Erikson, B. J., Fennessy, F. M., Gillies, R. J., Huang, W., Jacobs, M. A., Kinahan, P. E., Laymon, C. M., Linden, H. M., Mankoff, D. A., Schwartz, L. H., Shim, H. & Wahl, R. L., Jul 1 2014, In : Journal of Clinical Oncology. 32, 19, p. 2115-2116 2 p.

Research output: Contribution to journalLetter

The effects of applying breast compression in dynamic contrast material-enhanced MR imaging

El Khouli, R. H., Macura, K. J., Kamel, I. R., Bluemke, D. A. & Jacobs, M. A., Jul 2014, In : Radiology. 272, 1, p. 79-90 12 p.

Research output: Contribution to journalArticle

Trainable high resolution melt curve machine learning classifier for large-scale reliable genotyping of sequence variants

Athamanolap, P., Parekh, V., Fraley, S. I., Agarwal, V., Shin, D. J., Jacobs, M. A., Wang, T. H. & Yang, S., Oct 2 2014, In : PloS one. 9, 10, 0109094.

Research output: Contribution to journalArticle

Unsupervised nonlinear dimensionality reduction machine learning methods applied to multiparametric MRI in cerebral ischemia: Preliminary results

Parekh, V. S., Jacobs, J. R. & Jacobs, M. A., Jan 1 2014, Medical Imaging 2014: Image Processing. SPIE, 90342O. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 9034).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2013

Characterization of soft tissue masses: Can quantitative diffusion weighted imaging reliably distinguish cysts from solid masses?

Subhawong, T. K., Durand, D. J., Thawait, G. K., Jacobs, M. A. & Fayad, L. M., Aug 26 2013, In : Skeletal Radiology. 42, 11, p. 1583-1592 10 p.

Research output: Contribution to journalArticle

2012

Comparative analysis of nonlinear dimensionality reduction techniques for breast MRI segmentation

Akhbardeh, A. & Jacobs, M. A., Apr 2012, In : Medical physics. 39, 4, p. 2275-2289 15 p.

Research output: Contribution to journalArticle

Musculoskeletal tumors: How to use anatomic, functional, and metabolic MR techniques

Fayad, L. M., Jacobs, M. A., Wang, X., Carrino, J. A. & Bluemke, D. A., Nov 1 2012, In : RADIOLOGY. 265, 2, p. 340-356 17 p.

Research output: Contribution to journalReview article

Postresurfacing periprosthetic femoral neck fractures: Nonoperative treatment

Jacobs, M. A., Kennedy, W. R., Bhargava, T. & Chodos, M. D., May 1 2012, In : Orthopedics. 35, 5, p. e732-e736

Research output: Contribution to journalArticle

Proton MR spectroscopy in metabolic assessment of musculoskeletal lesions

Subhawong, T. K., Wang, X., Durand, D. J., Jacobs, M. A., Carrino, J. A., Machado, A. J. & Fayad, L. M., Jan 1 2012, In : American Journal of Roentgenology. 198, 1, p. 162-172 11 p.

Research output: Contribution to journalReview article

Strain-encoded breast MRI in phantom and ex vivo specimens with histological validation: Preliminary results

Haruoni, A. A., Hossain, J., El Khouli, R., Matsuda, K. M., Bluemke, D. A., Osman, N. F. & Jacobs, M. A., Dec 2012, In : Medical physics. 39, 12, p. 7710-7718 9 p.

Research output: Contribution to journalArticle

2011

3-T dynamic contrast-enhanced MRI of the breast: Pharmacokinetic parameters versus conventional kinetic curve analysis

El Khouli, R. H., Macura, K. J., Kamel, I. R., Jacobs, M. A. & Bluemke, D. A., Dec 1 2011, In : American Journal of Roentgenology. 197, 6, p. 1498-1505 8 p.

Research output: Contribution to journalArticle

Advancements in MR imaging of the prostate: From diagnosis to interventions

Bonekamp, D., Jacobs, M. A., El-Khouli, R., Stoianovici, D. & Macura, K. J., May 1 2011, In : Radiographics. 31, 3, p. 677-704 28 p.

Research output: Contribution to journalArticle

Finding the optimal compression level for Strain-Encoded (SENC) breast MRI; simulations and phantom experiments

Harouni, A. A., Jacobs, M. A. & Osman, N. F., Oct 11 2011, Medical Image Computing and Computer-Assisted Intervention, MICCAI 2011 - 14th International Conference, Proceedings. PART 1 ed. p. 444-451 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6891 LNCS, no. PART 1).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Improved Hardware for Higher Spatial Resolution Strain-encoded (SENC) Breast MRI for Strain Measurements

Harouni, A. A., Hossain, J., Jacobs, M. A. & Osman, N. F., Jun 1 2011, In : Academic radiology. 18, 6, p. 705-715 11 p.

Research output: Contribution to journalArticle

Monitoring of neoadjuvant chemotherapy using multiparametric, 23Na sodium MR, and multimodality (PET/CT/MRI) imaging in locally advanced breast cancer

Jacobs, M. A., Ouwerkerk, R., Wolff, A. C., Gabrielson, E., Warzecha, H., Jeter, S., Bluemke, D. A., Wahl, R. & Stearns, V., Jul 1 2011, In : Breast Cancer Research and Treatment. 128, 1, p. 119-126 8 p.

Research output: Contribution to journalArticle

MR-guided High-intensity Focused Ultrasound Treatment for Symptomatic Uterine Leiomyomata. Long-term Outcomes

Kim, H. S., Baik, J. H., Pham, L. D. & Jacobs, M. A., Aug 1 2011, In : Academic radiology. 18, 8, p. 970-976 7 p.

Research output: Contribution to journalArticle

SU‐E‐I‐134: Integration of Multiparametric and Multimodality Whole Body Radiological Imaging (MRI/PET/CT)

Jacobs, M. A. & Akbardeh, A., Jun 2011, In : Medical physics. 38, 6, p. 3426-3427 2 p.

Research output: Contribution to journalArticle

Therapeutic response in musculoskeletal soft tissue sarcomas: Evaluation by MRI

Wang, X., Jacobs, M. A. & Fayad, L., Jul 1 2011, In : NMR in biomedicine. 24, 6, p. 750-763 14 p.

Research output: Contribution to journalReview article

2010

A Feasibility study of quantitative molecular characterization of musculoskeletal lesions by proton MR spectroscopy at 3 T

Fayad, L. M., Wang, X., Salibi, N., Barker, P. B., Jacobs, M. A., Machado, A. J., Weber, K. L. & Bluemke, D. A., Jul 1 2010, In : American Journal of Roentgenology. 195, 1, p. W69-W75

Research output: Contribution to journalArticle