Automated screening of sickle cells using a smartphone-based microscope and deep learning.
作者： Hatice Ceylan Koydemir , Yair Rivenson , Derek Tseng , Aydogan Ozcan , Kyle Liang
DOI: 10.1038/S41746-020-0282-Y
关键词:
摘要: … We blindly tested this mobile sickle cell detection method using blood smears from 96 … imaged by our smartphone microscope, and achieved ~98% accuracy, with an area-under-the-…
nature.com
sci-hub.st 参考文章(44)
B Nwogoh, A S Adewoyin, Peripheral blood film - A review Annals of Ibadan postgraduate medicine. ,vol. 12, pp. 71- 79 ,(2014) , 10.4314/AIPM.V12I2
Philipp Fischer, Thomas Brox, None, U-Net: Convolutional Networks for Biomedical Image Segmentation medical image computing and computer assisted intervention. pp. 234- 241 ,(2015) , 10.1007/978-3-319-24574-4_28
Tiffany Guo, Ritish Patnaik, Kevin Kuhlmann, Alex J. Rai, Samuel K. Sia, Smartphone dongle for simultaneous measurement of hemoglobin concentration and detection of HIV antibodies. Lab on a Chip. ,vol. 15, pp. 3514- 3520 ,(2015) , 10.1039/C5LC00609K
A. Ozcan, Educational games for malaria diagnosis. Science Translational Medicine. ,vol. 6, ,(2014) , 10.1126/SCITRANSLMED.3009172
Aydogan Ozcan, Mobile phones democratize and cultivate next-generation imaging, diagnostics and measurement tools Lab on a Chip. ,vol. 14, pp. 3187- 3194 ,(2014) , 10.1039/C4LC00010B
Tassaneewan Laksanasopin, Tiffany W. Guo, Samiksha Nayak, Archana A. Sridhara, Shi Xie, Owolabi O. Olowookere, Paolo Cadinu, Fanxing Meng, Natalie H. Chee, Jiyoon Kim, Curtis D. Chin, Elisaphane Munyazesa, Placidie Mugwaneza, Alex J. Rai, Veronicah Mugisha, Arnold R. Castro, David Steinmiller, Vincent Linder, Jessica E. Justman, Sabin Nsanzimana, Samuel K. Sia, A smartphone dongle for diagnosis of infectious diseases at the point of care Science Translational Medicine. ,vol. 7, ,(2015) , 10.1126/SCITRANSLMED.AAA0056
Hongying Zhu, Ikbal Sencan, Justin Wong, Stoyan Dimitrov, Derek Tseng, Keita Nagashima, Aydogan Ozcan, Cost-effective and rapid blood analysis on a cell-phone Lab on a Chip. ,vol. 13, pp. 1282- 1288 ,(2013) , 10.1039/C3LC41408F
J. Ford, Red blood cell morphology International Journal of Laboratory Hematology. ,vol. 35, pp. 351- 357 ,(2013) , 10.1111/IJLH.12082
Ahmed H. Al-Salem, Splenic Complications of Sickle Cell Anemia and the Role of Splenectomy International Scholarly Research Notices. ,vol. 2011, pp. 864257- 864257 ,(2011) , 10.5402/2011/864257
Qingshan Wei, Hangfei Qi, Wei Luo, Derek Tseng, So Jung Ki, Zhe Wan, Zoltán Göröcs, Laurent A. Bentolila, Ting-Ting Wu, Ren Sun, Aydogan Ozcan, Fluorescent Imaging of Single Nanoparticles and Viruses on a Smart Phone ACS Nano. ,vol. 7, pp. 9147- 9155 ,(2013) , 10.1021/NN4037706