Systems pharmacology: a combination strategy for improving efficacy of PD-1/PD-L1 blockade
被引:9
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作者:
Zheng, Chunli
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机构:
Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Zheng, Chunli
[1
]
Xiao, Yue
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机构:
Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Xiao, Yue
[1
]
Chen, Chuang
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机构:
Guangxi Med Univ, Canc Hosp, Nanning, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Chen, Chuang
[2
]
Zhu, Jinglin
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机构:
Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Zhu, Jinglin
[1
]
Yang, Ruijie
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机构:
Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Yang, Ruijie
[1
]
Yan, Jiangna
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Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Yan, Jiangna
[1
]
Huang, Ruifei
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Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Huang, Ruifei
[1
]
Xiao, Wei
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机构:
Kanion Pharmaceut Co Ltd, State Key Lab New Tech Chinese Med Pharmaceut Pro, Lianyungang, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Xiao, Wei
[3
]
Wang, Yonghua
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机构:
Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Northwest A&F Univ, Coll Life Sci, Ctr Bioinformat, Xianyang, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Wang, Yonghua
[1
,4
]
Huang, Chao
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机构:
Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Northwest A&F Univ, Coll Life Sci, Ctr Bioinformat, Xianyang, Peoples R ChinaNorthwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
Huang, Chao
[1
,4
]
机构:
[1] Northwest Univ, Key Lab Resource Biol & Biotechnol Western China, Sch Life Sci, Minist Educ, Xian, Peoples R China
[2] Guangxi Med Univ, Canc Hosp, Nanning, Peoples R China
[3] Kanion Pharmaceut Co Ltd, State Key Lab New Tech Chinese Med Pharmaceut Pro, Lianyungang, Peoples R China
[4] Northwest A&F Univ, Coll Life Sci, Ctr Bioinformat, Xianyang, Peoples R China
systems pharmacology;
combination strategy of PD-1/PD-L1 blockade;
natural products;
tumor microenvironment;
oxymatrine;
CHRONIC HEPATITIS-B;
DRUG DISCOVERY;
THERAPY;
CANCER;
OXYMATRINE;
SAFETY;
PHARMACODYNAMICS;
EXPRESSION;
PREDICTION;
INFERENCE;
D O I:
10.1093/bib/bbab130
中图分类号:
Q5 [生物化学];
学科分类号:
071010 ;
081704 ;
摘要:
Targeting tumor microenvironment (TME), such as immune checkpoint blockade (ICB), has achieved increased overall response rates in many advanced cancers, such as non-small cell lung cancer (NSCLC), however, only in a fraction of patients. To improve the overall and durable response rates, combining other therapeutics, such as natural products, with ICB therapy is under investigation. Unfortunately, due to the lack of systematic methods to characterize the relationship between TME and ICB, development of rational immune-combination therapy is a critical challenge. Here, we proposed a systems pharmacology strategy to identify resistance regulators of PD-1/PD-L1 blockade and develop its combinatorial drug by integrating multidimensional omics and pharmacological methods. First, a high-resolution TME cell atlas was inferred from bulk sequencing data by referring to a high-resolution single-cell data and was used to predict potential resistance regulators of PD-1/PD-L1 blockade through TME stratification analysis. Second, to explore the drug targeting the resistance regulator, we carried out the large-scale target fishing and the network analysis between multi-target drug and the resistance regulator. Finally, we predicted and verified that oxymatrine significantly enhances the infiltration of CD8(+) T cells into TME and is a powerful combination agent to enhance the therapeutic effect of anti-PD-L1 in a mouse model of lung adenocarcinoma. Overall, the systems pharmacology strategy offers a paradigm to identify combinatorial drugs for ICB therapy with a systems biology perspective of drug-target-pathway-TME phenotype-ICB combination.
机构:
Wenzhou Med Univ, Affiliated Hosp 2, 109 Xueyuan West Rd, Wenzhou 325035, Peoples R China
Wenzhou Med Univ, Yuying Childrens Hosp, 109 Xueyuan West Rd, Wenzhou 325035, Peoples R ChinaWenzhou Med Univ, Affiliated Hosp 2, 109 Xueyuan West Rd, Wenzhou 325035, Peoples R China
Zhao, Bin
Zhao, Hong
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机构:
Sun Yat Sen Univ, Affiliated Hosp 5, Canc Ctr, Zhuhai, Peoples R ChinaWenzhou Med Univ, Affiliated Hosp 2, 109 Xueyuan West Rd, Wenzhou 325035, Peoples R China
Zhao, Hong
Zhao, Jiaxin
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机构:
Wenzhou Med Univ, Affiliated Hosp 2, 109 Xueyuan West Rd, Wenzhou 325035, Peoples R China
Wenzhou Med Univ, Yuying Childrens Hosp, 109 Xueyuan West Rd, Wenzhou 325035, Peoples R China
Jinan Univ, Zhuhai Hosp, Zhuhai Peoples Hosp, Zhuhai, Peoples R ChinaWenzhou Med Univ, Affiliated Hosp 2, 109 Xueyuan West Rd, Wenzhou 325035, Peoples R China
机构:
Chinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R China
Bai, Jie
Gao, Zhitao
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机构:
Chinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R China
Gao, Zhitao
Li, Xiang
论文数: 0引用数: 0
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机构:
Chinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R China
Li, Xiang
Dong, Liang
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机构:
Chinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R China
Dong, Liang
Han, Weidong
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机构:
Chinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R China
Han, Weidong
Nie, Jing
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机构:
Chinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Sch Life Sci, Dept Mol Biol & Biotherapeut, Beijing 100853, Peoples R China
机构:
Yonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Yonsei Univ, Brain Korea 21 BK21 Plus Program, Initiat Biol Funct & Syst, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Lee, Bo Ryeong
Chae, Sehyun
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机构:
Korea Brain Res Inst, Korea Brain Bank, Daegu, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Chae, Sehyun
Moon, Jihyun
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机构:
Yonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Yonsei Univ, Brain Korea 21 BK21 Plus Program, Initiat Biol Funct & Syst, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Moon, Jihyun
Kim, Myeong Joon
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机构:
Yonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Yonsei Univ, Brain Korea 21 BK21 Plus Program, Initiat Biol Funct & Syst, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Kim, Myeong Joon
Lee, Hankyu
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机构:
Yonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Yonsei Univ, Brain Korea 21 BK21 Plus Program, Initiat Biol Funct & Syst, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Lee, Hankyu
Ko, Hyuk Wan
论文数: 0引用数: 0
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机构:
Yonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Yonsei Univ, Brain Korea 21 BK21 Plus Program, Initiat Biol Funct & Syst, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Ko, Hyuk Wan
Cho, Byoung Chul
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机构:
Yonsei Univ, Coll Med, Yonsei Canc Ctr, Div Med Oncol, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Cho, Byoung Chul
Shim, Hyo Sup
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机构:
Yonsei Univ, Dept Pathol, Coll Med, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Shim, Hyo Sup
Hwang, Daehee
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Seoul Natl Univ, Dept Biol Sci, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Hwang, Daehee
Kim, Hye Ryun
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Yonsei Univ, Coll Med, Yonsei Canc Ctr, Div Med Oncol, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Kim, Hye Ryun
Ha, Sang-Jun
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机构:
Yonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
Yonsei Univ, Brain Korea 21 BK21 Plus Program, Initiat Biol Funct & Syst, Seoul, South KoreaYonsei Univ, Coll Life Sci & Biotechnol, Dept Biochem, Seoul, South Korea
机构:
Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Sakakida, T.
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Ishikawa, T.
Chihara, Y.
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Kyoto Prefectural Univ Med, Univ Hosp, Outpatient Oncol Unit, Kyoto, Japan
Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Pulm Med, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Chihara, Y.
Harita, S.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Pulm Med, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Harita, S.
Uchino, J.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Pulm Med, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Uchino, J.
Tabuchi, Y.
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机构:
Kyoto Prefectural Univ Med, Univ Hosp, Outpatient Oncol Unit, Kyoto, Japan
Kyoto Prefectural Univ Med, Dept Hosp Pharm, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Tabuchi, Y.
Komori, S.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Dermatol, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Komori, S.
Asai, J.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Dermatol, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Asai, J.
Narukawa, T.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Urol, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Narukawa, T.
Arai, A.
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机构:
Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Otolaryngol Head & Neck Surg, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Arai, A.
Tsunezuka, H.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Surg, Div Thorac Surg, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Tsunezuka, H.
Kosuga, T.
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机构:
Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Surg, Div Digest Surg, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Kosuga, T.
Konishi, H.
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机构:
Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Surg, Div Digest Surg, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Konishi, H.
Moriguchi, M.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Moriguchi, M.
Yasuda, H.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Yasuda, H.
Hongo, F.
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机构:
Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Urol, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Hongo, F.
Inoue, M.
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机构:
Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Surg, Div Thorac Surg, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Inoue, M.
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Hirano, S.
Ukimura, O.
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Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Urol, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan
Ukimura, O.
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Itoh, Y.
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Taguchi, T.
Takayama, K.
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Pulm Med, Kyoto, JapanKyoto Prefectural Univ Med, Grad Sch Med Sci, Dept Gastroenterol & Hepatol, Kamigyo Ku, 465 Kajiicho, Kyoto 6028566, Japan