Chen Binbin, Altman Russ B
Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
Department of Bioengineering, Stanford University School of Medicine, Stanford, CA, USA.
Orphanet J Rare Dis. 2017 Apr 17;12(1):61. doi: 10.1186/s13023-017-0614-4.
Advances in next generation sequencing technologies have revolutionized our ability to discover the causes of rare genetic diseases. However, developing treatments for these diseases remains challenging. In fact, when we systematically analyze the US FDA orphan drug list, we find that only 8% of rare diseases have an FDA-designated drug. Our approach leverages three primary insights: first, diseases with gain-of-function mutations and late onset are more likely to have drug options; second, drugs are more often inhibitors than activators; and third, some disease-causing proteins can be rescued by allosteric activators in diseases due to loss-of-function mutations.
We have developed a pipeline that combines natural language processing and human curation to mine promising targets for drug development from the Online Mendelian Inheritance in Man (OMIM) database. This pipeline targets diseases caused by well-characterized gain-of-function mutations or loss-of-function proteins with known allosteric activators. Applying this pipeline across thousands of rare genetic diseases, we discover 34 rare genetic diseases that are promising candidates for drug development.
Our analysis has revealed uneven coverage of rare diseases in the current US FDA orphan drug space. Diseases with gain-of-function mutations or loss-of-function mutations and known allosteric activators should be prioritized for drug treatments.
新一代测序技术的进步彻底改变了我们发现罕见遗传病病因的能力。然而,开发这些疾病的治疗方法仍然具有挑战性。事实上,当我们系统分析美国食品药品监督管理局(FDA)的孤儿药名单时,我们发现只有8%的罕见病有FDA指定的药物。我们的方法利用了三个主要观点:第一,具有功能获得性突变且发病较晚的疾病更有可能有药物选择;第二,药物通常是抑制剂而非激活剂;第三,在因功能丧失性突变导致的疾病中,一些致病蛋白可被变构激活剂挽救。
我们开发了一种流程,该流程结合自然语言处理和人工筛选,从《人类孟德尔遗传在线》(OMIM)数据库中挖掘有前景的药物开发靶点。此流程针对由特征明确的功能获得性突变或具有已知变构激活剂的功能丧失性蛋白引起的疾病。将此流程应用于数千种罕见遗传病,我们发现34种罕见遗传病是有前景的药物开发候选对象。
我们的分析揭示了当前美国FDA孤儿药领域对罕见病的覆盖不均衡。对于药物治疗,应优先考虑具有功能获得性突变或功能丧失性突变且有已知变构激活剂的疾病。