Estimating genome-wide off-target effects for pyrrole-imidazole polyamide binding by a pathway-based expression profiling approach

被引:3
|
作者
Lin, Jason [1 ,2 ]
Krishnamurthy, Sakthisri [3 ]
Yoda, Hiroyuki [3 ]
Shinozaki, Yoshinao [1 ]
Watanabe, Takayoshi [3 ]
Koshikawa, Nobuko [1 ]
Takatori, Atsushi [3 ]
Horton, Paul [4 ,5 ]
Nagase, Hiroki [1 ]
机构
[1] Chiba Canc Ctr, Res Inst, Canc Genet Lab, Chuo Ku, Chiba, Japan
[2] Natl Inst Adv Ind Sci & Technol, Artificial Intelligence Res Ctr, Koto Ku, Tokyo, Japan
[3] Chiba Canc Ctr, Res Inst, Lab Innovat Canc Therapeut, Chuo Ku, Chiba, Japan
[4] Natl Cheng Kung Univ, Dept Comp Sci & Informat Engn, Tainan, Taiwan
[5] Natl Cheng Kung Univ, Inst Med Informat, Tainan, Taiwan
来源
PLOS ONE | 2019年 / 14卷 / 04期
基金
日本学术振兴会;
关键词
IDENTIFICATION; DATABASE; DESIGN; KRAS; DNA;
D O I
10.1371/journal.pone.0215247
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In the search for new pharmaceutical leads, especially with DNA-binding molecules or genome editing methods, the issue of side and off-target effects have always been thorny in nature. A particular case is the investigation into the off-target effects of N-methylpyrrole-N-methylimidazole polyamides, a naturally inspired class of DNA binders with strong affinity to the minor-groove and sequence specificity, but at < 20 bases, their relatively short motifs also insinuate the possibility of non-unique genomic binding. Binding at non-intended loci potentially lead to the rise of off-target effects, issues that very few approaches are able to address to-date. We here report an analytical method to infer off-target binding, via expression profiling, based on probing the relative impact to various biochemical pathways; we also proposed an accompanying side effect prediction engine for the systematic screening of candidate polyamides. This method marks the first attempt in PI polyamide research to identify elements in biochemical pathways that are sensitive to the treatment of a candidate polyamide as an approach to infer possible off-target effects. Expression changes were then considered to assess possible outward phenotypic changes, manifested as side effects, should the same PI polyamide candidate be administered clinically. We validated some of these effects with a series of animal experiments, and found agreeable corroboration in certain side effects, such as changes in aspartate transaminase levels in ICR and nude mice post-administration.
引用
收藏
页数:15
相关论文
共 39 条
  • [1] The Road Not Taken with Pyrrole-Imidazole Polyamides: Off-Target Effects and Genomic Binding
    Lin, Jason
    Nagase, Hiroki
    BIOMOLECULES, 2020, 10 (04)
  • [2] Characterization of Cancer Genome-wide Binding of Pyrrole-Imidazole Polyamide-Vorinostat Conjugates by Machine Learning
    Lin, Jason
    Hosoya, Izumi
    Sakuma, Sei
    Kida, Yuki
    Yamamoto, Seigi
    Takatori, Atsushi
    Koshikawa, Nobuko
    Nagase, Hiroki
    CANCER SCIENCE, 2022, 113 : 493 - 493
  • [3] siRNA off-target effects in genome-wide screens identify signaling pathway members
    Buehler, Eugen
    Khan, Aly A.
    Marine, Shane
    Rajaram, Misha
    Bahl, Amit
    Burchard, Julja
    Ferrer, Marc
    SCIENTIFIC REPORTS, 2012, 2
  • [4] siRNA off-target effects in genome-wide screens identify signaling pathway members
    Eugen Buehler
    Aly A. Khan
    Shane Marine
    Misha Rajaram
    Amit Bahl
    Julja Burchard
    Marc Ferrer
    Scientific Reports, 2
  • [5] Off-Target Effects of Psychoactive Drugs Revealed by Genome-Wide Assays in Yeast
    Ericson, Elke
    Gebbia, Marinella
    Heisler, Lawrence E.
    Wildenhain, Jan
    Tyers, Mike
    Giaever, Guri
    Nislow, Corey
    PLOS GENETICS, 2008, 4 (08):
  • [6] GOTI, a method to identify genome-wide off-target effects of genome editing in mouse embryos
    Zuo, Erwei
    Sun, Yidi
    Wei, Wu
    Yuan, Tanglong
    Ying, Wenqin
    Sun, Hao
    Yuan, Liyun
    Steinmetz, Lars M.
    Li, Yixue
    Yang, Hui
    NATURE PROTOCOLS, 2020, 15 (09) : 3009 - 3029
  • [7] GOTI, a method to identify genome-wide off-target effects of genome editing in mouse embryos
    Erwei Zuo
    Yidi Sun
    Wu Wei
    Tanglong Yuan
    Wenqin Ying
    Hao Sun
    Liyun Yuan
    Lars M. Steinmetz
    Yixue Li
    Hui Yang
    Nature Protocols, 2020, 15 : 3009 - 3029
  • [8] Digenome-seq: genome-wide profiling of CRISPR-Cas9 off-target effects in human cells
    Kim, Daesik
    Bae, Sangsu
    Park, Jeongbin
    Kim, Eunji
    Kim, Seokjoong
    Yu, Hye Ryeong
    Hwang, Jinha
    Kim, Jong-Il
    Kim, Jin-Soo
    NATURE METHODS, 2015, 12 (03) : 237 - +
  • [9] Digenome-seq: Genome-wide profiling of CRISPR-Cas9 off-target effects in human cells
    Kim D.
    Bae S.
    Park J.
    Kim E.
    Kim S.
    Yu H.R.
    Hwang J.
    Kim J.-I.
    Kim J.-S.
    Nature Methods, 2015, 12 (3) : 237 - 243
  • [10] A new permutation strategy of pathway-based approach for genome-wide association study
    Yan-Fang Guo
    Jian Li
    Yuan Chen
    Li-Shu Zhang
    Hong-Wen Deng
    BMC Bioinformatics, 10