We suggest the following 2 types of end users for our project.
          
              
        
        Institutions and laboratories working on producing biofuel using microalgae
        
          In Chlipid, we primarily focus on developing a profound genetic editing system based on CRISPR/Cas9
          technology for detailed research on algae lipid metabolism, which is extremely complex. We also provide
          the idea of performing transcriptome analysis linked to stress cultivation as a powerful approach to
          discovering, selecting and determining target genes. Through the system, researchers can obtain a huge
          number of mutants all with the potential to accumulate more TAGs than wild-type algae and grow normally.
          These mutants are not only precious experimental materials but also possible commercialized products.
          Mutants carrying differently edited genes may also produce TAGs with diverse fatty acids composition and
          content, for example, TAGs that are rich in palmitic, oleic, and linoleic acids guarantee biofuels with
          better quality, which it's another key point while conducting biofuel research.
          
              
        
        Companies focusing on biofuel production
        
          Using microalgae to produce biofuel is still a developing yet immature industry. Its outstanding advantage
          of biofuel production and greenhouse gas absorption catches the attention of investors. However, current
          relative mature technologies in the field still need excessive costs which prevent large-scale
          industrialization 
(more information on
            communication). Chlipid can serve as a rising star that solves the problem. Biofuel companies can be
          inspired by the research thoughts of Chlipid, engineer their own super algae, or use the mutants we create
          to produce biofuel raw materials.
        
 
       
      
        
        Foundational research system
        
          As introduced in the project description, the boundary between implementing genetic engineering in
          microalgae to increase the accumulation of TAGs and real-world industrialization is the high costs,
          therefore, breakthroughs in core production technologies are the only hope for real-world implementation.
          The core technological challenge is that TAG biosynthesis in algae, like higher plants, is a complex
          process, more than 100 genes have been identified to be involved in lipid metabolism not to mention some
          enzymes are multifunctional and carry out two or more activities which differ as algae living environment
          shifts. Also, TAG biosynthesis in algae coincident with growth, which occurs primarily in response to
          stress such as nutrient deprivation coupled with a slowing of cell growth and reproduction that have to be
          overcome to make algal biofuels commercially viable.
          
              
        
        
          From previous research, we believe that under stressful living conditions most commonly nitrogen
          deprivation, algal carbon flux shifts into storage molecules such as starch and TAGs. Also, we took
          essential micronutrients such as iron into consideration to see whether micronutrients affect algal carbon
          flux key elements. We cultivated  Chlamydomonas reinhardtii  CC-503 within nitrogen and iron deprivation
          respectively. Then took algae samples after cultured for 8h and 24h, the samples were then sent for
          transcriptome analysis to identify differential expressing genes in diverse metabolic pathways under
          stress conditions.
          
              
        
        
          Such a method is an indispensable component of the foundational research system that acts as a guide for
          end users to understand and locate their tension in the massive metabolic network they seek to use.
        
        
          Another important part of the foundational research system is the genome editing tool we use. We manage to
          build a genome editing system based on the CRISPR-spCas9 system that can not only achieve single but also
          multiple knock-out actions. The system is specially designed to target genes in Chlamydomonas reinhardtii
          nucleus genome. End users can use the CRISPR off-target model we constructed or other gRNAs design tools
          to design gRNAs. In the system, we use hygromycin resistance protein and 2 optional fluorescent proteins
          as reporters which provides more diversity while implementation. With the system, end users can manipulate
          target genes we have found but have not yet completed measurement or other genes that they are interested
          in.
          
              
        
        Engineered algae as products
        
          Based on the foundational research system, we are able to target genes located in lipid metabolism
          individually and combinatory, therefore, a mutant bank is built. Then, we monitor each mutant's growth by
          drawing growth curves for qualitative evaluation. To quantitively and qualitatively measure TAG
          accumulation in algae, we perform Nile red dying, weighing method, TAG and fatty acids separation and
          extraction, and GC-MS to analyze fatty acids components. Mutants that not only grow normally but also
          produce the highest amount and best quality TAG for biofuel production are potentially engineered super
          algae suitable for large-scale bio-fermentation.
          
              
        
        Biofuel processing and production
        
          Biofuel is derived from the TAGs that algae accumulate. The triacylglycerols are converted to fuel by
          trans-esterification with methanol. The suitability of these fuels for particular climatic conditions
          depends largely on the mix of fatty acids in the triacylglycerols. Transesterification of TAGs is also a
          necessary process for researchers to analyze fatty acids composition and content of TAGs extracted from
          algae using GC-MS or LC-MS. Chlipid is built to produce more biofuel as renewable energy. Undoubtedly,
          biofuel processing and production are one of our proposed implementations not to mention that the entire
          production process is theoretically free of greenhouse gas emissions and even absorbs greenhouse gases
          already in the atmosphere, perfectly avoiding the climate crisis that could result from energy mining and
          use.
          
              
        
        More performance available on board
        
          In addition to absorbing greenhouse gases, microalgae have other valuable environmental functions such as
          generating electricity, releasing oxygen, treating sewage, degrading plastic, made into biodegradable
          materials for clothes, furniture or straws. Chlipid's foundational research system, a genetic editing tool
          based on CRIPSR/Cas9, makes it easier to add more desired functions to the project.
          
              
        
        
          Take sewage treatment as an example. Research on wastewater treatment by means of microalgal-bacterial
          processes has become a hot topic worldwide during the last two decades. Owing to the lower energy demand
          for oxygenation, the enhanced nutrient removal and the potential for resource recovery, microalgal-based
          technologies are nowadays considered a good alternative to conventional activated sludge treatments in
          many instances. Such technology inspired us to use sewage as an alternative culture media for algae. All
          we need to do is to perform sewage component analysis and sterilization, then sewage can be tested and
          used as a cultivation approach. With the method, Chlipid has another function of treating sewage.
          
              
        
        
          The natural benefits of microalgae can be added to existing projects in a variety of ways.
          
        
       
      
        
        
          Though Chlipid guarantees multiple proposed implementations, there are several challenges that remained.
          
              
        
        System functionality
        
          We have successfully proved that single knockouts can be done using Chlipid foundational research system
          
(more information on proof of
            concept), however, the multi-knockout plasmid still needs to be designed. What's more, we haven't
          done enough measurements over the designed process of mutant research, including culturing in fermentation
          tanks, drawing growth curves, lipid extraction for TAGs isolation and fatty acids composition analysis,
          and biofuel in lab production so that before putting Chlipid into real-world implementation, there's still
          more to be added.
          
              
        
 
        Safety issues
        
          Using CRISPR/Cas9 system as the genome editing tool makes many security issues need to be taken into
          account. One of which is to contain Cas protein inside algae to prevent possible leakage that may
          accidentally cause unintended editing of random organisms. We have designed a kill switch with team
          Sorbonne_U_Paris to achieve the goal 
(more
            information on safety). Microalgae have high tolerance and adaptability to the environment, making
          them easy to grow everywhere with basically water and sunlight, therefore, addressing the importance of
          safety also prevents environmental issues like water bloom from happening.