宮木康成, 秦 利之, 三宅貴仁. AIによる4D 超音波の胎児表情認識から定量計測した胎児脳活動. 超音波TECHNO 2024; 3-4: 29-35.
Miyagi Y, Tada K, Yasuhi I, Tsumura K, Maegawa Y, Tanaka N, Mizunoe T, Emoto I, Maeda K, Kawakami K. A Novel Method for Determining Fibrin/Fibrinogen Degradation Products and Fibrinogen Threshold Criteria via Artificial Intelligence in Massive Hemorrhage during Delivery with Hematuria. J. Clin. Med. 2024, 13(6), 1826; https://doi.org/10.3390/jcm13061826
Miyagi Y, Hata T, Miyake T. Fetal Brain Activity and the Free Energy Principle. Journal of Perinatal Medicine. 2023;51(7): 925-931.
https://doi.org/10.1515/jpm-2023-0092
Miyagi Y, Fujiwara K, Nomura H, Yamamoto K, Coleman RL. Feasibility of New Method for the Prediction of Clinical Trial Results Using Compressive Sensing of Artificial Intelligence. British Journal of Healthcare and Medical Research, 2023;10(1):237-267. doi:10.14738/bjhmr.101.14061
https://journals.scholarpublishing.org/index.php/JBEMi/article/view/14061
Miyagi, Y, Hata, T, Bouno, S, Koyanagi, A, Miyake, T. Artificial intelligence to understand fluctuation of fetal brain activity by recognizing facial expressions. Int J Gynecol Obstet. 2022. doi: 10.1002/ijgo.14569
Miyagi Y, Habara T, Hirata R, Hayashi N. Deep Learning to predicting live births and aneuploid miscarriages from images of blastocysts combined with maternal age.
International Journal of Bioinformatics and Intelligent Computing. 2022;1(1):10-21.
10.14738/BJHMR.91.11676
https://researchlakejournals.com/index.php/IJBIC/article/view/132
Miyagi, Y, Habara T, Hirata R, Hayashi N. (2022) New methods for comparing embryo selection methods by applying artificial intelligence: Comparing embryo selection AI for live births.
British Journal of Healthcare and Medical Research, 9(1), 36–44.
https://doi.org/10.14738/jbemi.91.11676
Miyagi Y, Hata T, Bouno S, Koyanagi A, Miyake T.
Recognition of Fetal Facial Expressions using Artificial Intelligence Deep Learning
Donald School J Ultrasound Obstet Gynecol 2021; 15 (3):223-228.
DOI: 10.5005/jp-journals-10009-1710
Miyagi Y, Hata T, Bouno S, Koyanagi A, Miyake T.
Recognition of Facial Expression of Fetuses by Artificial intelligence (AI)
J Perinat Med 2021.
https://doi.org/10.1515/jpm-2020-0537
Miyagi Y, Miyake T.
Potential of artificial intelligence for estimating Japanese fetal weights.
Acta Medica Okayama 74(6): 483-493, 2020.
https://doi.org/10.18926/AMO/61207
Miyagi Y, Habara T, Hirata R, Hayashi N.
Predicting a live birth by artificial intelligence incorporating both the blastocyst image and conventional embryo evaluation parameters.
Artificial Intelligence in Medical Imaging. 1(3):94-107, 2020. DOI: 10.35711/aimi.v1.i3.94
https://www.wjgnet.com/2644-3260/full/v1/i3/94.htm
宮木康成. AIによるコルポスコピー診断. 産婦人科の実際 69: 475-481, 2020
宮木康成. AI技術の実臨床への応用. 医学のあゆみ 274(9): 875-882, 2020.
Miyagi Y, Fujiwara K, Oda T , Miyake T, Coleman RL.
Studies on Development of New Method for the Prediction of Clinical Trial Results Using Compressive Sensing of Artificial Intelligence. Ferreira MAM (eds) In: Theory and Practice of Mathematics and Computer Science. Book Publisher International, Hooghly, West Bengal, India, 2020
DOI: https://doi.org/10.9734/bpi/tpmcs/v2
https://bp.bookpi.org/index.php/bpi/catalog/book/271
Hata T, Koyanagi A, Yamanishi T, Bouno S, Takayoshi R, Miyagi Y and Miyake T.
Success rate of five fetal cardiac views using HDlive Flow with spatiotemporal image correlation at 18–21 and 28–31 weeks of gestation.
J Perinat Med 2020
https://doi.org/10.1515/jpm-2019-0434
Miyagi Y, Takehara K, Nagayasu Y, Mitake T.
Application of deep learning to the classification of uterine cervical squamous epithelial lesion from colposcopy images combined with HPV types.
Oncology Letters 19(2);1602-1610, 2020.
https://doi.org/10.3892/ol.2019.11214
Miyagi Y, Tada K, Yasuhi I, Maekawa Y, Okura N, Kawakami K, Yamaguchi K, Ogawa M, Kodama T, Nomiyama M, Mizunoe T, Miyake T.
New method for determining fibrinogen and FDP threshold criteria by artificial intelligence in cases of massive hemorrhage during delivery.
J Obstet Gynaecol Res. 46(2): 256–265, 2020.
https://doi.org/10.1111/jog.14166
Miyagi Y, Takehara K, Miyake T.
Application of deep learning to the classification of uterine cervical squamous epithelial lesion from colposcopy images.
Mol Cllin Oncol 11:583-589, 2019.
https://doi.org/10.3892/mco.2019.1932
Miyagi Y, Habara T, Hirata R, Hayashi N.
Feasibility of artificial intelligence for predicting live birth without aneuploidy from a blastocyst image.
Reprod Med Biol. 18: 204-211, 2019.
https://doi.org/10.1002/rmb2.12267
Miyagi Y, Habara T, Hirata R and Hayashi N.
Feasibility of deep learning for predicting live birth from a blastocyst image in patients classified by age.
Reprod Med Biol. 18: 190-203, 2019.
https://doi.org/10.1002/rmb2.12266
Miyagi Y, Habara T, Hirata R, Hayashi N.
Feasibility of predicting live birth by combining conventional
embryo evaluation with artificial intelligence applied to a blastocyst image in patients classified by age.
Reprod Med Biol. 18:344–356, 2019.
https://doi.org/10.1002/rmb2.12284
Miyagi Y, Fujiwara K, Oda T, Miyake T, Coleman RL.
Development of New Method for the Prediction of Clinical Trial Results Using Compressive Sensing of Artificial Intelligence.
J Biostat Biometric App 2018; 3(2): 202
Miyagi Y, Tada K, Takayoshi R, Oguni N. Sato Y, Shibata M, Kiyokawa M. Hashimoto T, Takada T, Oda T, Miyake T.
Formulae Based on Biomathematics to Estimate the Standard Value of Fetal Growth of Japanese
Acta Medica Okayama 72(2):115-119, 2018.
http://doi.org/10.18926/AMO/55851
Tsubamoto h, Takeuchi s, Ito k, Miyagi y, Toyoda s, Inoue k, Kanazawa r, Hosoda Y, Shibahara H.
Feasibility and efficacy of intraperitoneal docetaxel administration as salvage chemotherapy for malignant gynaecological ascites
J Obst Gynaecol35(1):69-73, 2015 Jan.
Itani Y, Arakawa A, Tsubamoto H, Ito K, Nishikawa R, Inoue K, Kita T, Shugiura A, Toyoda S, Kuritani K, Yamamoto S, Miyagi Y, Furukawa N.
Mental mood of gynecologic cancer patients assessed by distress and impact thermometer (DIT; a two-item, self-report questionnaire) and hospital anxiety and depression scale (HADS; a 14-item, self-report questionnaire) during the initial treatment in the first 6 months: KCOG-G1103 study.
J Clin Oncol 32:5s, 2014 (suppl; abstr 9568)
Okita R, Yasuda K, Nojima Y, Maeda A, Yukawa T, Saisho S, Shimizu K, Akiyama T, Miyagi Y, Oda T, Nakata M.
CT, MRI, and 18F-FDG PET-CT Findings of Pulmonary Benign Metastasizing Leiomyoma: A Case Report*
Open Journal of Thoracic Surgery.Vol.3:127-129, 2013.
Miyagi Y, Fujiwara K, Ito K, Miyagi Y, Takano T, Nagao S, Yaegashi N, Oda T, Miyake T, Miyake K.
Development of a mathematical model of intraperitoneal/intravenous infusion of taxanes.
J Clin Oncol. 2011 29(suppl;abstr e 15585)
Fujiwara K, Nagao S, Kigawa J, Noma J, Akamatsu N, Miyagi Y, Numa F, Okada M, Aotani E.
Phase II study of intraperitoneal carboplatin with intravenous paclitaxel in patients with suboptimal residual epithelial ovarian or primary peritoneal cancer: a Sankai Gynecology Cancer Study Group Study.
Int J Gynecol Cancer. 2009 Apr;19(5):834-7.
Koshiba H, Hosokawa K, Kubo A, Miyagi Y, Oda T, Miyagi Y, Watanabe A, Honjo H.
Incidence of Carboplatin-related hypersensitivity reactions in Japanese patients with gynecologic malignancies.
Int J Gynecol Cancer. 2009 Apr;19(3):460-5.
Nishimura S, Tsuda H, Miyagi Y, Hirasawa A, Suzuki A, Kataoka F, Nomura H, Chiyoda T, Banno K, Fujii T, Susumu N and Aoki D.
Can ABCF2 protein expression predict the prognosis of uterine cancer?
British Journal of Cancer 99, 1651-1655, 2008.
K. Fujiwara, S. Nagao, J. Kigawa, J. Noma, N. Akamatsu, Y. Miyagi, F. Numa, M. Okada, E. Aotani, N. Terakawa.
Comparative phase II study of intraperitoneal (IP) versus intravenous (IV) carboplatin administration with IV paclitaxel in patients with bulky residual disease after primary debulking surgery for epithelial ovarian or primary peritoneal cancer: A Sankai Gynecology Study Group (SGSG) study.
Journal of Clinical Oncology 2007 ASCO Annual Meeting Proceedings Part I. Vol 25, No. 18S (June 20 Supplement), 2007: 5584 Abstract.
Y. Miyagi, K. Fujiwara, S. Nagao, J. Kigawa, K. Miyake, T. Oda, Y. Miyagi.
Computer simulation of pharmacokinetic analysis of 161,051 drugs after intraperitoneal (IP) or intravenous (IV) administrations. Journal of Clinical Oncology 2007 ASCO Annual Meeting Proceedings Part I. Vol 25, No. 18S (June 20 Supplement), 2007: 16042 Abstract.
Y. Miyagi, K. Fujiwara, J. Kigawa, H. Itamochi, S. Nagao, E. Aotani, N. Terakawa, I. Kohno.
Intraperitoneal carboplatin infusion may be a pharmacologically more reasonable route than intravenous administration as a systemic chemotherapy. A comparative pharmacokinetic analysis of platinum using a new mathematical model after intraperitoneal vs. intravenous infusion of carboplatin-A Sankai Gynecology Study Group (SGSG) study.
Gynecol Oncol 99: 591-596, 2005.
K. Fujiwara, H. Ishikawa, J. Kigawa, N. Akamatsu, J. Noma, Y. Miyagi, M. Okada, T. Murakami, S. Nagao, I. Kohno, Sankai Gynecology Study Group.
Comparison of toxicities between intraperitoneal (IP) versus intravenous (IV) administration of carboplatin in combination with IV paclitaxel.
Journal of Clinical Oncology 2005 ASCO Annual Meeting Proceedings. Vol 23, No. 16S, Part I of II (June 1 Supplement), 2005: 5046 Abstract.
Y. Miyagi, K. Fujiwara, J. Kigawa, H. Itamochi, S. Nagao, E. Aotani, N. Terakawa, I. Kohno.
Development of a mathematical model of intraperitoneal/intravenous infusion of carboplatin. A Sankai Gynecology Study Group study.
Journal of Clinical Oncology 2004 ASCO Annual Meeting Proceedings (Post-Meeting Edition). Vol 22, No 14S (July 15 Supplement), 2004: 2037 See slides at the meeting.
Yuji Miyagi, Yasunari Miyagi, S Terada, T Kudo. Variations of Multifractal Structure in the Fetal Heartbeats.
Acta Medica Okayama 57(2): 49-52, 2003.
http://escholarship.lib.okayama-u.ac.jp/2633
I Okura, Y Miyagi, K Tada, H Masaoka, N Akamatsu, T Kudo.
The Relationship between Doppler Indices from Inferior Vena Cava and Hepatic Veins in Normal Human Fetuses.
Acta Medica Okayama 57(2): 77-82, 2003.
Y Miyagi, K Fujiwara, Y Fujiwara, I Kohno, J Kigawa, H Itamochi, N Terakawa.
Intrapetitoneal (IP) infusion is a phamacolofically more reasonable route for systemic chemotherapy of carboplatin. - a comparative pharmacokinetic analysis of platinum using a new mathematical model after IP vs. IV infusion of carboplatin. - A Sankai Gynecology Study Group (SGSG) study-.
ASCO online shortcuts 2167, 2002.
K Okuno, I Joja, Y Miyagi, Y Sakaguchi, K Notohara, T Kudo, Y Hiraki.
Cervical carcinoma with full-thickness stromal invasion: Relationship between tumor size in T2-weighted images and parametrial involvement.
Journal of Computer Assisted Tomography 26(1): 119-125, 2002.
S Iwata, I Joja, K Okuno, Y Miyagi, Y Sakaguchi, T Kudo, Y Hiraki.
Cervical Carcinoma with Full-thickness Stromal Invasion: Efficacy of Dynamic MR Imaging in the Assessment of Parametrial Involvement.
Radiation Medicine 20(5): 247-255, 2002.
Hiroyasu Ishikawa, Keiichi Fujiwara, Yoshiki Mikami, Ichiro Kohno, Takao Shinozuka, Nobutaka Yoshida, Masato Nishida, Yoichi Aoki, Yasunari MIyagi, Toru Sugiyma, Junzo Kigawa.
Prognosis of patients with operable stage IB cervical cancer not undergoing class III radical hysterectomy.
Proc Am Soc Clin Oncol 21: 2002 (abstr 2503) Abstract.
S Araki, Y Miyagi, K Kawanishi, J Yamamoto, A Hongo, J Kodama, M Yoshinouchi, T Kudo.
Neoadjuvant treatment with docetaxel and the effects of irradiation for human ovarian adenocarcinoma and cervical squamous cell carcinoma in vitro.
Acta Medica Okayama 56(1): 13-18, 2002.
http://doi.org/10.18926/AMO/31723
Y Miyagi, K Kawanishi, Y Miyagi, S Yamada, J Yamamoto, J Kodama, A Hongo, M Yoshinouchi, T Kudo.
Cytocidal effect and DNA damage of nedaplatin: A mathematical model and analysis of experimental data.
Cancer Chemotherapy and Pharmacology 47(3):229-235, 2001. Abstract
K Kawanishi, Y Miyagi, J Yamamoto, Y Miyagi, K Nakamura, J Kodama, A Hongo, M Yoshinouchi, T Kudo.
Cytocidal effect and DNA damage of nedaplatin in vitro by simulating pharmacokinetic parameters.
Cancer Chemotherapy and Pharmacology 47(4): 303-308, 2001.
Joja I, Okuno K, Tsunoda M, Takeda Y, Sugita K, Mizutani Y, Miyagi Y, Kudo T, Notohara K, Hiraki Y.
Sclerosing Stromal Tumor of the Ovary: US, MR, and Dynamic MR Findings.
J Comput Assist Tomogr 25(2):201-206, 2001.
Hashimoto I, Kodama J, Seki N, Hongo A, Miyagi Y, Yoshinouchi M, Kudo T.
Macrophage infiltration and angiogenesis in endometrial cancer.
Anticancer Res 20(6C):4853-6, 2000.
A Seki, M Yoshinouchi, N Seki, J Kodama, Y Miyagi, T Kudo.
Detection of c-erb-2 and FGF-3 (INIT-2) gene amplification in epithelial ovarian cancer.
Int J Oncol 17: 103-106, 2000.
K Nakamura, A Hongo, J Kodama, Y Miyagi, M Yoshinouchi, T Kudo.
Down-regulation of the insulin-like growth factor I receptor by antisense RNA can reverse the transformed phenotype of human cervical cancer cell line.
Cancer Res 60: 760-765, 2000.
M Yoshinouchi, A Hongo, N Takamoto, Y Ono, S Nagao, Y Miyagi, T Kudo, J Kodama.
Alteration of the CDKN2/p16 gene is not required for HPV-positive uterine cervical cancer cell lines.
Int J Oncol 16: 537-541, 2000.
N Seki, J. Kodama, A Hongo, Y Miyagi, M Yoshinouchi, T Kudo.
Vascular Endothelial Growth Factor and Platelet-derived Endotherial Growth Factor Expression Are Implicated in the Angiogenesis of Endometrial Cancer.
Eur. J. Cancer 36: 68-73, 2000.
J Yamamoto, Y Miyagi, K Kawanishi, S Yamada, Y Miyagi, J Kodama, M Yoshinouchi, T Kudo.
Effect of Cisplatin on Cell Death and DNA Crosslinking in Rat Mammary Adenocarcinoma in vitro.
Acta Medica Okayama 53(5): 201-208, 1999.
I A Perdomo, Y Miyagi, S Yamada, K Kawanishi, J Yamamoto, Y Miyagi, A Hongo, J Kodama , M Yoshinouchi, Y Kobashi, T Kudo.
Assessment of myometrial invasion at the invasion site of an endometrial carcinoma by ultrasonography along with an intrauterine catheter.
J Obstet Gynaecol Res 25: 99-106, 1999.
O Shibutani, I Joja, M Shiraiwa, T Asakawa, Y Miyagi, T Kudo, Y Hiraki.
Endometrial carcinoma: effecacy of thin-section oblique axial MR images for evaluating cervical invasion.
Abdom Imaging 24: 520-526, 1999.
J Kodama, A Hongo, Y Mizutani, Y Miyagi, M Yoshinouchi, T Kudo.
A rare case of solitary metastasis of cervical cancer to the colon after radiation therapy.
Eur J Gyneac Oncol 23: 281-282, 1999.
N Seki, J Kodama, A Hongo, Y Miyagi, M Yoshinouchi, T Kudo.
Angiogenesis and platlet-derived endothelial cell growth factor/thmidine phosphorylase expression in endometrial cancer.
Int J Oncol 15: 781-786, 1999.
J Kodama, N Seki, K Tokumo, Y Miyagi, M Yoshinouchi, H Okuda, T Kudo.
Vascular endothelial growth factor is implicated in early invasion in cervical cancer.
Eur J Cancer 35: 485-489, 1999.
J Kodama, M Yoshinouchi, N Seki, A Hongo, Y Miyagi, T Kudo.
Angiogenesis and platelet-derived endothelial growth factor/thymidine phosphorylase expression in cervical cancer.
Int J Oncol 15: 149-154, 1999.
J Kodama, N Seki, K Tokumo, A Hongo, Y Miyagi, M Yoshinouchi, H Okuda, T Kudo.
Platelet-derived endothelial growth factor is not implicated in progression of cervical cancer.
Oncol Rep 6: 617-620, 1999.
J Kodama, Y Miyagi, N Seki, K Tokumo, M Yoshinouchi, Y Kobashi, H Okuda, T Kudo.
Serum C-reactive protein as a prognostic factor in patients with epithelial avarian cancer.
European Journal of Obstetrics & Gynecology and Reproductive Biology 82: 107-110, 1999.
J. Kodama, N. Seki, K. Tokumo, A. Hongo, Y. Miyagi, M. Yoshinouchi, H. Okuda, T. Kudo.
Vascular Endothelial Growth Factor Is Implicated in an Early Step of Invasion and Promotes Distant Metastasis in Cervical Cancer.
Eur. J. Cancer15:149-154. 1999.
Y Kobayashi, M Yoshinouchi, G Tianqi, K Nakamura, A Hongo, S Kamimura, Y Mizutani, J Kodama, Y Miyagi, T Kudo.
Presence of Human Papiloma Virus DNA in Pelvic Lymph Nodes Can Predict Unexpected Recurrence of Cervical Cancer in Patients with Histologycally Negative Lymph Nodes.
Clin Cancer Res 4: 979-983, 1998.
K Tokumo, J Kodama, N Seki, Y Miyagi, M Yoshinouchi, T Kudo.
CD44 exon v6 correlated with cellular differentiation but not with progression and metastasis of cervical cancer.
Eur J Cancer 34: 2107-2111, 1998.
K Tokumo, J Kodama, N Seki, Y Miyagi, M Yoshinouchi, T Kudo.
CD44 exon v6 is not implicated in the progression and metastasis of endometrial cancer.
Cancer Letters 125: 221-225, 1998.
K Tokumo, J Kodama, N Seki, Y Nakanishi, Y Miyagi, S Kamimura, M Yoshinouchi, H Okuda, T Kudo.
Different angiogenic pathways in human cervical cancers.
Gynecol Oncol 68: 38-44, 1998.
Y Miyagi, H Zhang, KT Wheeler.
Radiation-induced DNA damage in tumors and normal tissues: IV. Influence of proliferation and cell type on the formation of oxgen-dependent DNA damage in cultured cells.
Radiation Res 148: 29-34, 1997.
Y Miyagi, S Yamada, Y Miyagi, J Yamamoto, K Kawanishi, M Yoshinouchi, J Kodama, S Kamimura, N Takamoto, T Kudo, K Taguchi.
Malignant melanoma of the uterine cervix,
J Obstet Gynaecol Res 23: 511-519, 1997.
Y Miyagi, S Yamada, Y Miyagi, J Yamamoto, K Kawanishi, H Ikuhashi, J Kodama, M Yoshinouchi, T Kudo, I Joja.
Multivariate assessment of cervical invasion of endometrial carcinoma: Comparison of transvaginal ultrasonography, hysteroscopy, and magnetic resonance imaging.
Int J Clin Oncol 2: 97-102, 1997.
A Seki, K Nakamura, J Kodama, Y Miyagi, M Yoshinouchi, T Kudo.
A close correlation between c-erbB-2 gene amplification and local progression in endometrial adenocarcinoma.
Eur J Gynaec Oncol 21: 90-92, 1997.
Y Nakanishi, J Kodama, K Tokumo, N Seki, Y Miyagi, M Yoshinouchi, H Okuda, T Kudo.
The expression of platelet-derived endothelial cell growth factor/thimidine phosphorylase associates with angiogenesis in epithelial ovarian cancer.
Int J Clin Oncol 2: 219-223, 1997.
A Seki, J Kodama, Y Miyagi, S Kamimura, M Yoshinouchi, T Kudo.
Amplification of the mdm-2 gene and p53 abnormalities in uterine sarcomas.
Int J Cancer 73: 33-37, 1997.
J Kodama, M Yoshinouchi, Y Miyagi, Y Kobashi, S Kamimura, H Okuda, T Kudo.
Advanced endometrial cancer detected at 7 months after childbirth.
Gynecol Oncol 64: 501-506, 1997.
Y Miyagi, H Masaoka, N Akamatsu, K Sekiba.
Development of a three-dimensional color Doppler system.
Medical Progress through Technology 18; 201-208, 1993.