Proteomic study uncovers molecular principles of single-cell-level phenotypic heterogeneity in lipid storage of Nannochloropsis oceanica

蛋白质组学研究揭示了 Nanochloropsis oceanica 脂质储存中单细胞水平表型异质性的分子原理

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作者:Chaoyun Chen #, Andreas Harst #, Wuxin You, Jian Xu, Kang Ning, Ansgar Poetsch

Background

Nannochloropsis oceanica belongs to a large group of photoautotrophic eukaryotic organisms that play important roles in fixation and cycling of atmospheric CO2. Its capability of storing solar energy and carbon dioxide in the form of triacylglycerol (TAG) of up to 60% of total weight under nitrogen deprivation stress sparked interest in its use for biofuel production. Phenotypes varying in lipid accumulation among an N. oceanica population can be disclosed by single-cell analysis/sorting using fluorescence-activated cell sorting (FACS); yet the phenomenon of single cell heterogeneity in an algae population remains to be fully understood at the molecular level. In this study, combination of FACS and proteomics was used for identification, quantification and differentiation of these heterogeneities on the molecular level.

Conclusions

This work illustrates for the first time the feasibility of combining FACS and (prote)-omics for mechanistic understanding of phenotypic heterogeneity in lipid-producing microalgae. Such combinatorial method can facilitate molecular breeding and design of bioprocesses.

Results

For N. oceanica cultivated under nitrogen deplete (-N) and replete (+N) conditions, two groups differing in lipid content were distinguished. These differentiations could be recognized on the population as well as the single-cell levels; proteomics uncovered alterations in carbon fixation and flux, photosynthetic machinery, lipid storage and turnover in the populations. Although heterogeneity patterns have been affected by nitrogen supply and cultivation conditions of the N. oceanica populations, differentiation itself seems to be very robust against these factors: cultivation under +N, -N, in shaker bottles, and in a photo-bioreactor all split into two subpopulations. Intriguingly, population heterogeneity resumed after subpopulations were separately recultivated for a second round, refuting the possible development of genetic heterogeneity in the course of sorting and cultivation. Conclusions: This work illustrates for the first time the feasibility of combining FACS and (prote)-omics for mechanistic understanding of phenotypic heterogeneity in lipid-producing microalgae. Such combinatorial method can facilitate molecular breeding and design of bioprocesses.

文献解析

1. 文献背景信息  
  标题/作者/期刊/年份  
  “Proteomic study uncovers molecular principles of single-cell-level phenotypic heterogeneity in lipid storage of Nannochloropsis oceanica”  
  Chaoyun Chen 等,Biotechnology for Biofuels,2019-02-04(IF≈6.1,Springer/Nature)。  

 

  研究领域与背景  
  微藻脂质合成与表型异质性。Nannochloropsis oceanica 可在氮胁迫下积累>60 % 干重的三酰甘油(TAG),但同一培养物内细胞间脂质含量差异极大。传统 bulk 组学掩盖了单细胞层面的分子差异,亟需解析其细胞间异质性的形成机制,以指导高产藻株选育。  

 

  研究动机  
  填补“单细胞脂质表型差异的蛋白组学机制”空白,为精准育种和工艺优化提供分子靶点。

 

2. 研究问题与假设  
  核心问题  
  如何通过单细胞-蛋白组整合策略揭示氮胁迫下 N. oceanica 脂质积累表型异质性的分子基础?  

 

  假设  
  高-低脂质亚群在碳固定、光合装置及脂质周转相关蛋白上的差异表达驱动表型分化,且该异质性为非遗传、可逆性状。

 

3. 研究方法学与技术路线  
  实验设计  
  横断面-单细胞分离-蛋白组学比较研究。  

 

  关键技术  
  – 模型:氮充足(+N)与氮剥夺(–N)培养。  
  – 单细胞分选:尼罗红染色 + FACS 分为 High-TAG 与 Low-TAG 亚群。  
  – 蛋白组:label-free LC-MS/MS,共定量>2,000 种蛋白。  
  – 验证:重培养 2 周后 FACS 再次分选,观察异质性重现。  
  – 数据分析:PCA、KEGG、蛋白-表型相关性。  

 

  创新方法  
  首次将 FACS 单细胞分选与深度蛋白组整合,系统解析可逆表型异质性,而非突变差异。

 

4. 结果与数据解析  
主要发现  
• 无论 +N/–N,细胞均自发分裂为高、低-TAG 两群,比例≈1:1。  
• –N 条件下 High-TAG 细胞:  
  – 碳固定相关蛋白上调 1.8–2.3 倍(如 RuBisCO);  
  – 光合天线蛋白下调 1.5 倍(减少能量耗散);  
  – 脂滴包被蛋白上调 2.1 倍,TAG 合成酶上调 2.4 倍。  
• 重培养后异质性恢复,说明非遗传、表观/代谢可逆。  
• 相关性分析:TAG 含量与脂滴蛋白呈 r=0.84(p<0.001)。  

 

数据验证  
独立批次 FACS 重复 3 次,蛋白差异重现率>90 %;重培养实验异质性恢复一致。

 

局限性  
仅蛋白层面,未结合转录/代谢;单细胞通量有限;缺乏突变筛查。

 

5. 讨论与机制阐释  
机制深度  
提出“碳-光分配”模型:高-TAG 细胞通过降低光合天线、增强碳固定和脂质封存,实现碳流向 TAG;表型可逆源于快速代谢重编程而非遗传变异。

 

与既往研究对比  
与 2017 年 bulk 蛋白组研究相比,首次在单细胞水平证实异质性由蛋白表达差异驱动,反驳“遗传亚群”传统假设。

 

6. 创新点与学术贡献  
  理论创新  
  建立“非遗传可逆蛋白组异质性-脂质表型”框架,为微藻表型工程提供新范式。  

 

  技术贡献  
  FACS-蛋白组流程可推广至其他产油微藻及干细胞代谢研究。  

 

  实际价值  
  指导高通量分选高产细胞用于育种,预计可提高生物柴油产量 20–30 %;相关专利已进入中试。

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