scVAEDer: integrating deep diffusion models and variational autoencoders for single-cell transcriptomics analysis
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作者:
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机构:
Sadria, Mehrshad
[1
]
Layton, Anita
论文数: 0引用数: 0
h-index: 0
机构:
Univ Waterloo, Dept Appl Math, Waterloo, ON, Canada
Univ Waterloo, Cheriton Sch Comp Sci, Waterloo, ON, Canada
Univ Waterloo, Dept Biol, Waterloo, ON, Canada
Univ Waterloo, Sch Pharm, Waterloo, ON, CanadaUniv Waterloo, Dept Appl Math, Waterloo, ON, Canada
Layton, Anita
[1
,2
,3
,4
]
机构:
[1] Univ Waterloo, Dept Appl Math, Waterloo, ON, Canada
[2] Univ Waterloo, Cheriton Sch Comp Sci, Waterloo, ON, Canada
[3] Univ Waterloo, Dept Biol, Waterloo, ON, Canada
[4] Univ Waterloo, Sch Pharm, Waterloo, ON, Canada
来源:
GENOME BIOLOGY
|
2025年
/
26卷
/
01期
基金:
加拿大健康研究院;
关键词:
D O I:
10.1186/s13059-025-03519-4
中图分类号:
Q81 [生物工程学(生物技术)];
Q93 [微生物学];
学科分类号:
071005 ;
0836 ;
090102 ;
100705 ;
摘要:
Discovering a lower-dimensional embedding of single-cell data can improve downstream analysis. The embedding should encapsulate both the high-level features and low-level variations. While existing generative models attempt to learn such low-dimensional representations, they have limitations. Here, we introduce scVAEDer, a scalable deep-learning model that combines the power of variational autoencoders and deep diffusion models to learn a meaningful representation that retains both global structure and local variations. Using the learned embeddings, scVAEDer can generate novel scRNA-seq data, predict perturbation response on various cell types, identify changes in gene expression during dedifferentiation, and detect master regulators in biological processes.
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Biddy, Brent A.
Kong, Wenjun
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Kong, Wenjun
Kamimoto, Kenji
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Kamimoto, Kenji
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Guo, Chuner
论文数: 引用数:
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机构:
Waye, Sarah E.
Sun, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USA
Cedars Sinai Med Ctr, Dept Neurosurg, Nanomed Res Ctr, Los Angeles, CA 90048 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Sun, Tao
Morris, Samantha A.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Chen, Xiaona
He, Liangqiang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
He, Liangqiang
Zhao, Yu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Zhao, Yu
Li, Yuying
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Li, Yuying
Zhang, Suyang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Zhang, Suyang
Sun, Kun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Sun, Kun
So, Karl
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
So, Karl
Chen, Fengyuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Chen, Fengyuan
Zhou, Liang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Zhou, Liang
Lu, Leina
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Lu, Leina
Wang, Lijun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Wang, Lijun
Zhu, Xihua
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Guangzhou Inst Biomed & Hlth, Genome Regulat Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Zhu, Xihua
Bao, Xichen
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Guangzhou Inst Biomed & Hlth, Genome Regulat Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Bao, Xichen
论文数: 引用数:
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机构:
Esteban, Miguel A.
Nakagawa, Shinichi
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN Adv Res Inst, RNA Biol Lab, Wako, Saitama, JapanChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Nakagawa, Shinichi
Prasanth, Kannanganattu V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Chem & Life Sci Lab, Dept Cell & Dev Biol, Urbana, IL USAChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Prasanth, Kannanganattu V.
Wu, Zhenguo
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Div Life Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Wu, Zhenguo
Sun, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Sun, Hao
Wang, Huating
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Cox, Jesse L.
Mallanna, Sunil K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Mallanna, Sunil K.
Ormsbee, Briana D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Ormsbee, Briana D.
Desler, Michelle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Desler, Michelle
Wiebe, Matthew S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska, Sch Vet Med & Biomed Sci, Lincoln, NE 68588 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Wiebe, Matthew S.
Rizzino, Angie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Univ Nebraska Med Ctr, Dept Biochem & Mol Biol, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Biddy, Brent A.
Kong, Wenjun
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Kong, Wenjun
Kamimoto, Kenji
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Kamimoto, Kenji
论文数: 引用数:
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机构:
Guo, Chuner
论文数: 引用数:
h-index:
机构:
Waye, Sarah E.
Sun, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USA
Cedars Sinai Med Ctr, Dept Neurosurg, Nanomed Res Ctr, Los Angeles, CA 90048 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Sun, Tao
Morris, Samantha A.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USA
Washington Univ, Sch Med, Ctr Regenerat Med, St Louis, MO 63130 USAWashington Univ, Sch Med, Dept Dev Biol, St Louis, MO 63130 USA
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Chen, Xiaona
He, Liangqiang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
He, Liangqiang
Zhao, Yu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Zhao, Yu
Li, Yuying
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Li, Yuying
Zhang, Suyang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Zhang, Suyang
Sun, Kun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Sun, Kun
So, Karl
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
So, Karl
Chen, Fengyuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Chen, Fengyuan
Zhou, Liang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Zhou, Liang
Lu, Leina
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Lu, Leina
Wang, Lijun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Wang, Lijun
Zhu, Xihua
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Guangzhou Inst Biomed & Hlth, Genome Regulat Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Zhu, Xihua
Bao, Xichen
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Guangzhou Inst Biomed & Hlth, Genome Regulat Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Bao, Xichen
论文数: 引用数:
h-index:
机构:
Esteban, Miguel A.
Nakagawa, Shinichi
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN Adv Res Inst, RNA Biol Lab, Wako, Saitama, JapanChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Nakagawa, Shinichi
Prasanth, Kannanganattu V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Chem & Life Sci Lab, Dept Cell & Dev Biol, Urbana, IL USAChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Prasanth, Kannanganattu V.
Wu, Zhenguo
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Div Life Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Wu, Zhenguo
Sun, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Chem Pathol, Li Ka Shing Inst Hlth Sci, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
Sun, Hao
Wang, Huating
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Dept Orthopaed & Traumatol, Hong Kong, Hong Kong, Peoples R China
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Cox, Jesse L.
Mallanna, Sunil K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Mallanna, Sunil K.
Ormsbee, Briana D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Ormsbee, Briana D.
Desler, Michelle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Desler, Michelle
Wiebe, Matthew S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska, Sch Vet Med & Biomed Sci, Lincoln, NE 68588 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Wiebe, Matthew S.
Rizzino, Angie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA
Univ Nebraska Med Ctr, Dept Biochem & Mol Biol, Omaha, NE 68198 USAUniv Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Omaha, NE 68198 USA