Alzheimer?s disease;
autophagy;
prognostic signature;
pathway crosstalk;
weighted gene coexpression network analysis;
pathway analysis method based on global influence;
BLOOD-BRAIN-BARRIER;
AMYLOID-BETA;
CD40;
IDENTIFICATION;
INSIGHTS;
NETWORK;
D O I:
10.17305/bjbms.2021.7019
中图分类号:
R-3 [医学研究方法];
R3 [基础医学];
学科分类号:
1001 ;
摘要:
Recent studies have shown that different signaling pathways are involved in the pathogenesis of Alzheimer's disease (AD), with complex molec-ular connections existing between these pathways. Autophagy is crucial for the degradation and production of pathogenic proteins in AD, and it shows link with other AD-related pathways. However, the current methods for identifying potential therapeutic targets for AD are primarily based on single-gene analysis or a single signal pathway, both of which are somewhat limited. Finding other methods are necessary for pro-viding novel underlying AD therapeutic targets. Therefore, given the central role of autophagy in AD and its interplay with its pathways, we aimed to identify prognostic genes related to autophagy within and between these pathways based on pathway crosstalk analysis. The method of pathway analysis based on global influence was applied to find the feature mRNAs involved in the crosstalk between autophagy and other AD-related pathways. Subsequently, the weighted gene coexpression network analysis was used to construct a coexpression module of feature mRNAs and differential long non-coding RNAs. Finally, based on two autophagy-related crosstalk genes (CD40 and SMAD7), we constructed a prognosis model by multivariate Cox regression, which could predict the overall survival of AD patients with medium-to-high accuracy. In conclusion, we provided an effective method for extracting autophagy-related significant genes based on pathway crosstalk in AD. We found the biomarkers valuable to the AD prognosis, which may also play an essential role in the development and treatment of AD.
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Bennett, David A.
Buchman, Aron S.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Buchman, Aron S.
Boyle, Patricia A.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Behav Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Boyle, Patricia A.
Barnes, Lisa L.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Behav Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Barnes, Lisa L.
Wilson, Robert S.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Behav Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Wilson, Robert S.
Schneider, Julie A.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Pathol Neuropathol, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
机构:
Univ Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Caccamo, Antonella
Majumder, Smita
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Majumder, Smita
Richardson, Arlan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Dept Cellular & Struct Biol, San Antonio, TX 78245 USA
S Texas Vet Hlth Care Syst, Geriatr Res Educ & Clin Ctr, San Antonio, TX 78229 USA
S Texas Vet Hlth Care Syst, Res Serv, San Antonio, TX 78229 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Richardson, Arlan
Strong, Randy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Dept Pharmacol, San Antonio, TX 78245 USA
S Texas Vet Hlth Care Syst, Geriatr Res Educ & Clin Ctr, San Antonio, TX 78229 USA
S Texas Vet Hlth Care Syst, Res Serv, San Antonio, TX 78229 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Strong, Randy
Oddo, Salvatore
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
机构:
Nathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USANathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
Colacurcio, Daniel J.
Pensalfini, Anna
论文数: 0引用数: 0
h-index: 0
机构:
Nathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USANathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
Pensalfini, Anna
Jiang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Nathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USANathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
Jiang, Ying
Nixon, Ralph A.
论文数: 0引用数: 0
h-index: 0
机构:
Nathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USA
NYU, Dept Cell Biol, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USANathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Han, Junwei
Li, Chunquan
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R China
Harbin Med Univ, Sch Med Informat, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Li, Chunquan
Yang, Haixiu
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Yang, Haixiu
Xu, Yanjun
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Xu, Yanjun
Zhang, Chunlong
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Zhang, Chunlong
Ma, Jiquan
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Ma, Jiquan
Shi, Xinrui
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Shi, Xinrui
Liu, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R China
Heilongjiang Inst Technol, Dept Math, Harbin 150050, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Liu, Wei
Shang, Desi
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Shang, Desi
Yao, Qianlan
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Yao, Qianlan
Zhang, Yunpeng
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Zhang, Yunpeng
Su, Fei
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Su, Fei
Feng, Li
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Feng, Li
Li, Xia
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Bennett, David A.
Buchman, Aron S.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Buchman, Aron S.
Boyle, Patricia A.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Behav Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Boyle, Patricia A.
Barnes, Lisa L.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Behav Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Barnes, Lisa L.
Wilson, Robert S.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Behav Sci, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Wilson, Robert S.
Schneider, Julie A.
论文数: 0引用数: 0
h-index: 0
机构:
Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USA
Rush Univ, Med Ctr, Dept Pathol Neuropathol, Chicago, IL 60612 USARush Univ, Med Ctr, Rush Alzheimers Dis Ctr, 1750W Harrison,Suite 1000, Chicago, IL 60612 USA
机构:
Univ Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Caccamo, Antonella
Majumder, Smita
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Majumder, Smita
Richardson, Arlan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Dept Cellular & Struct Biol, San Antonio, TX 78245 USA
S Texas Vet Hlth Care Syst, Geriatr Res Educ & Clin Ctr, San Antonio, TX 78229 USA
S Texas Vet Hlth Care Syst, Res Serv, San Antonio, TX 78229 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Richardson, Arlan
Strong, Randy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Dept Pharmacol, San Antonio, TX 78245 USA
S Texas Vet Hlth Care Syst, Geriatr Res Educ & Clin Ctr, San Antonio, TX 78229 USA
S Texas Vet Hlth Care Syst, Res Serv, San Antonio, TX 78229 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Strong, Randy
Oddo, Salvatore
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
Univ Texas Hlth Sci Ctr San Antonio, Barshop Inst Longev & Aging Studies, San Antonio, TX 78245 USAUniv Texas Hlth Sci Ctr San Antonio, Dept Physiol, San Antonio, TX 78245 USA
机构:
Nathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USANathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
Colacurcio, Daniel J.
Pensalfini, Anna
论文数: 0引用数: 0
h-index: 0
机构:
Nathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USANathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
Pensalfini, Anna
Jiang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Nathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USANathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
Jiang, Ying
Nixon, Ralph A.
论文数: 0引用数: 0
h-index: 0
机构:
Nathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
NYU, Dept Psychiat, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USA
NYU, Dept Cell Biol, Langone Med Ctr, 550 1St Ave, New York, NY 10016 USANathan S Kline Inst, Ctr Dementia Res, Orangeburg, NY 10962 USA
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Han, Junwei
Li, Chunquan
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R China
Harbin Med Univ, Sch Med Informat, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Li, Chunquan
Yang, Haixiu
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Yang, Haixiu
Xu, Yanjun
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Xu, Yanjun
Zhang, Chunlong
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Zhang, Chunlong
Ma, Jiquan
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Ma, Jiquan
Shi, Xinrui
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Shi, Xinrui
Liu, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R China
Heilongjiang Inst Technol, Dept Math, Harbin 150050, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Liu, Wei
Shang, Desi
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Shang, Desi
Yao, Qianlan
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Yao, Qianlan
Zhang, Yunpeng
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Zhang, Yunpeng
Su, Fei
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Su, Fei
Feng, Li
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Feng, Li
Li, Xia
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China
Harbin Med Univ, Biopharmaceut Key Lab Heilongjiang Prov, Harbin 150081, Peoples R ChinaHarbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Peoples R China