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The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products
Open accessAbstract
Microalgae have recently attracted considerable interest worldwide, due to their extensive application potential in the renewable energy, biopharmaceutical, and nutraceutical industries. Microalgae are renewable, sustainable, and economical sources of biofuels, bioactive medicinal products, and food ingredients. Several microalgae species have been investigated for their potential as value-added products with remarkable pharmacological and biological qualities. As biofuels, they are a perfect substitute to liquid fossil fuels with respect to cost, renewability, and environmental concerns. Microalgae have a significant ability to convert atmospheric CO 2 to useful products such as carbohydrates, lipids, and other bioactive metabolites. Although microalgae are feasible sources for bioenergy and biopharmaceuticals in general, some limitations and challenges remain, which must be overcome to upgrade the technology from pilot-phase to industrial level. The most challenging and crucial issues are enhancing microalgae growth rate and product synthesis, dewatering algae culture for biomass production, pretreating biomass, and optimizing the fermentation process in case of algal bioethanol production. The present review describes the advantages of microalgae for the production of biofuels and various bioactive compounds and discusses culturing parameters.
Overview
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Written from the paper’s full text.
TL;DR
This review argues that microalgae are promising renewable feedstocks for biofuels, feed, and bioactive products, but commercialization requires overcoming growth, harvesting, pretreatment, and fermentation bottlenecks. It surveys cultivation parameters, strain improvement, and product classes while noting costs and technical limitations.
Key findings
- Microalgae can fix 1.83 kg of CO2 per kg of algal biomass, and CO2 constitutes 50% of dry weight of algal biomass; many species accumulate 50–70% lipids, with *B. braunii* reaching up to 80%.
- Reported algal oil productivity is 58,700 L/ha, which can yield 121,104 L/ha biodiesel; bioethanol production from microalgae is limited by low carbohydrate content, pretreatment, and fermentation efficiency.
- Techno-economic estimates cited include biodiesel below $5/gallon gasoline equivalent and bioethanol at $2.95/gal as economically viable, while some studies suggest $1/L as feasible; commercial algal bioethanol output is cited at 1 billion gallons/year at 85 cents/L.
- Microalgae produce valuable bioproducts including carotenoids, sterols, proteins, polyunsaturated fatty acids, vitamins, and toxic metabolites with antioxidant, anticancer, anti-obesity, and antimicrobial activities.
Methods
- Design: narrative review; no primary experiments or systematic literature-search strategy are described.
- Data/sample: synthesizes published literature and examples across microalgal species, cultivation systems, pretreatment and fermentation, and bioproducts; no original dataset is reported.
- Main analysis: qualitative synthesis of advantages, challenges, and optimization parameters including light, temperature, nutrients, mixing, pH/salinity, mixotrophic cultivation, genetic modification, biomass pretreatment, and fermentation.
Limitations
- The paper states that major challenges remain: enhancing microalgae growth rate and product synthesis, dewatering algae culture for biomass production, pretreating biomass, and optimizing fermentation for algal bioethanol.
- It states that algal biofuels are not yet economically feasible, with high operational, maintenance, harvesting, and conversion costs, and that at least 10 more years of research and development are needed for economic viability.
- Evident from the text: as a narrative review, it does not report systematic inclusion criteria, search methods, or quantitative synthesis, and many yield and cost figures rely on cited secondary sources rather than primary validation.
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Claims the paper makes
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In the paper
“The industrial cultivation of microalgae to produce biofuels and bioproducts has increased dramatically over the last few decades [4].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction
What the sources say
- Not checked yetcites [4] Plaza M, Herrero M, Cifuentes A, Ibanez E. Innovative natural functional ingredients from microalgae. J Argic Food Chem. 2009;57:7159–70. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIn the paper
“Microalgae produce a wide range of bioproducts, including polysaccharides, lipids, pigments, proteins, vitamins, bioactive compounds, and antioxidants (Fig. 1) [3].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction
What the sources say
- Not checked yetcites [3] Brennan L, Owende P. Biofuels from microalgae- a review of technologies for production, processing, and extractions of biofuels and co-products. Renew Sustain Energy Rev. 2010;14:557–77. source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIn the paper
“Microalgae can be a rich source of carbon compounds, which can be utilized in biofuels, health supplements, pharmaceuticals, and cosmetics [2].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction
What the sources say
- Not checked yetcites [2] Das P, Aziz SS, Obbard JP. Two phase microalgae growth in the open system for enhanced lipid productivity. Renew Energy. 2011;36(9):2524–8. source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“The selection and development of biomass is a crucial, cost-limiting phase in biofuels generation for adjusting and optimizing energy structure and cost.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [12] Cerri CEP, You X, Cherubin MR, et al. Assessing the greenhouse gas emissions of Brazilian soybean biodiesel production. PLoS ONE. 2017;12(5):e0176948. https://doi.org/10.1371/journal.pone.0176948 . source
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In the paper
“The current focus is on microalgae as a feedstock for bioenergy production as the most promising raw material to compensate and balance the ever-increasing demands for biofuels, food, feed and valuable chemicals production [9, 10].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [9] Ho SH, Chen WM, Chang G. Scenedesmus obliquus CNW-N as a potential candidate for CO2 mitigation and biodiesel production. Bioresour Technol. 2010;101(22):8725–30. source
- Not checked yetcites [10] Paul Abishek M, Patel J, Prem Rajan A. Algae oil: a sustainable renewable fuel of future. Biotechnol Res Int. 2014;2014:272814. https://doi.org/10.1155/2014/272814 . source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Acid strength, duration of treatment, and temperature considerably affect the yield of acid hydrolysis.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
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In the paper
“In addition, furfural and its derivatives are toxic for the fermenting microorganisms, diminishing or even completely inhibiting fermentation [112, 113].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
What the sources say
- Not checked yetcites [112] Park JH, Yoon JJ, Park HD, Kim YJ, Lim DJ, Kim SH. Feasibility of biohydrogen production from Gelidium amansii. Int J Hydrogen Energy. 2011;36(21):13997–4003. source
- Not checked yetcites [113] Park JH, Cheon HC, Yoon JJ, Park HD, Kim SH. Optimization of batch dilute-acid hydrolysis for biohydrogen production from red algal biomass. Int J Hydrogen Energy. 2013;38(14):6130–6. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“At lager scale cultivation this yield is lower both in outdoor and indoor culture system.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
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In the paper
“Hydrolysis with acids or enzymes can release fermentable sugars from algal carbohydrates for bioethanol production [8, 110, 111].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
What the sources say
- Not checked yetcites [8] Harun R, Danquah MK, Forde GM. Microalgal biomass as a fermentation feedstock for bioethanol production. J Chem Technol Biotechnol. 2010;85:199–203. source
- Not checked yetcites [110] Doan Q, Moheimani N, Mastrangelo A, Lewis D. Microalgal biomass for bioethanol fermentation: implications for hypersaline systems with an industrial focus. Biomass Bioenergy. 2012;46:79–88. source
- Not checked yetcites [111] Ho SH, Huang SW, Chen CY, Hasunuma T, Kondo A. Chang JS Bioethanol production using carbohydrate-rich microalgae biomass as feedstock. Bioresour Technol. 2013;135:191–8. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIn the paper
“The infeasibility of algal biodiesel is due to the associated high operational, maintenance, harvesting and conversion cost [30].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [30] Patil V, Tran KQ, Giselrød HR. Towards sustainable production of bio-fuels from microalgae. Int J Mol Sci. 2008;9:1188–95. source
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- It may state two separate claims as one. 52
- Probably not a substantial claim. 51
In the paper
“It has been reported that 1 kg of algal biomass is can fix 1.83 kg of CO2 furthermore some species use SOx and NOx as nutrient flow along with CO2 [11].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [11] Gendy TS, El-Temtamy SA. Commercialization potential aspects of microalgae for biofuel production: an overview. Egypt J Pet. 2013;22:43–51. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Microalgae have recently attracted considerable interest worldwide, due to their extensive application potential in the renewable energy, biopharmaceutical, and nutraceutical industries.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Abstract
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The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Several microalgae species have been investigated for their potential as value-added products with remarkable pharmacological and biological qualities.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Abstract
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Biofuels including algal fuels have oxygen levels of 10–45% and very low levels of sulphur emission while petroleum-based fuels have no oxygen levels with high sulphur emission.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Microalgae have a significant ability to convert atmospheric CO2 to useful products such as carbohydrates, lipids, and other bioactive metabolites.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Microalgae are renewable, sustainable, and economical sources of biofuels, bioactive medicinal products, and food ingredients.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Algae are produced in quantity and sold directly as food and nutrient supplements, while their processed products or extracts are used in biopharmaceuticals and cosmetics [5–7].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction
What the sources say
- Not checked yetcites [5] Luiten EE, Akkerman I, Koulman A, Kamermans P, Reith H, Barbosa MJ, Sipkema D, Wijffels RH. Realizing the promises of marine biotechnology. Biomol Eng. 2003;20:429–39. source
- Not checked yetcites [6] Michael A. Borowitzka high-value products from microalgae their development and commercialization. J Appl Phycol. 2013;25:743–56. source
- Not checked yetcites [7] Pulz O, Gross G. Valuable products from biotechnology of microalgae. Appl Microbiol Biotechnol. 2004;65(6):635–48. source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Microalgae algae-based fuels are ecofriendly, nontoxic and with strong potential of fixing global CO2.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
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The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The advantageous features of biofuels produced from biomass are renewability and a significantly smaller contribution to environmental pollution and global warming.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“CO2 constitutes 50% of dry weight of algal biomass.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As biofuels, they are a perfect substitute to liquid fossil fuels with respect to cost, renewability, and environmental concerns.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Abstract
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The most challenging and crucial issues are enhancing microalgae growth rate and product synthesis, dewatering algae culture for biomass production, pretreating biomass, and optimizing the fermentation process in case of algal bioethanol production.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Biofuels such as biodiesel and bioethanol are proving to be excellent alternative fuels and can be produced from several resources of biomass, such as food crops, crop wastes or fruits, woody parts of plants, garbage, and algae [8, 9].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [8] Harun R, Danquah MK, Forde GM. Microalgal biomass as a fermentation feedstock for bioethanol production. J Chem Technol Biotechnol. 2010;85:199–203. source
- Not checked yetcites [9] Ho SH, Chen WM, Chang G. Scenedesmus obliquus CNW-N as a potential candidate for CO2 mitigation and biodiesel production. Bioresour Technol. 2010;101(22):8725–30. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Although microalgae are feasible sources for bioenergy and biopharmaceuticals in general, some limitations and challenges remain, which must be overcome to upgrade the technology from pilot-phase to industrial level.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Biofuels are non-polluting, locally available, accessible, sustainable and reliable fuel obtained from renewable sources.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Some researchers have used mechanical methods, such as ultra-sonication, microwaves, and beating, to degrade algal biomass [114, 115].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
What the sources say
- Not checked yetcites [114] Passos F, Hernandez-Marine M, Garcia J, Ferrer I. Long-term anaerobic digestion of microalgae grown in HRAP for wastewater treatment. Effect of microwave pretreatment. Water Res. 2014;49:351–9. source
- Not checked yetcites [115] Zhao G, Chen X, Wang L, Zhou S, Feng H, Chen WN, et al. Ultrasound assisted extraction of carbohydrates from microalgae as feedstock for yeast fermentation. Bioresour Technol. 2013;128:337–44. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“Microalgae can feed on industrial wastes and the processing energy is less than the energy produced by the algae [20–22].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [20] Paniagua-Michel J, Farfan BC, Buckle Ramirez LF. Culture of marine microalgae with natural biodigested resources. Aquaculture. 2011;64:249–56. source
- Not checked yetcites [21] Singh A, Ohlsen SI. A critical review of biochemical conversion, sustainability and life cycle assessment of algal biofuels. Appl Energy. 2011;88:3548–55. source
- Not checked yetcites [22] Zamora Castro JE, Paniagua-Michel J, Lezama- Cervantes C. A novel approach for bioremediation of a coastal marine wastewater effluent based on artificial microbial mats. Mar Biotechnol. 2008;10:181–9. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“In several aspects, microalgae feedstock is competent and preferable to produce biofuels for examples microalgae don not require cultivable land and fresh water for cultivation, they are not edible therefore no effect on human and animal’s food chain, can be grown to serval folds irrespective to seasonal conditions, mitigation of atmospheric CO2 and treatment of waste water [18, 19].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [18] Park H, Lee C. Theoretical calculations on the feasibility of microalgal biofuels: utilization of marine resources could help realizing the potential of microalgae. Biotechnol J. 2016;11(11):1461–70. https://doi.org/10.1002/biot.201600041 . source
- Not checked yetcites [19] Pandey A. Microalgae biomass production for CO2 mitigation and biodiesel production. J Microbiol Exp. 2017;4(4):00117. https://doi.org/10.15406/jmen.2017.04.00117 . source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Absence of lignocellulosic materials in microalgae cell wall facilitate the pretreatment process and reduce overall cost of production.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Proper shaking and mixing of the culture in the bioreactor is necessary for uniform distribution of light energy to avail the same strength to all the cells to convert maximum light energy to biomass.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“In several aspects, microalgae feedstock is competent and preferable to produce biofuels for examples microalgae don not require cultivable land and fresh water for cultivation, they are not edible therefore no effect on human and animal’s food chain, can be grown to serval folds irrespective to seasonal conditions, mitigation of atmospheric CO2 and treatment of waste water [18, 19].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [18] Park H, Lee C. Theoretical calculations on the feasibility of microalgal biofuels: utilization of marine resources could help realizing the potential of microalgae. Biotechnol J. 2016;11(11):1461–70. https://doi.org/10.1002/biot.201600041 . source
- Not checked yetcites [19] Pandey A. Microalgae biomass production for CO2 mitigation and biodiesel production. J Microbiol Exp. 2017;4(4):00117. https://doi.org/10.15406/jmen.2017.04.00117 . source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Microalgae store photosynthetic products as cellulose, starch, and hemicellulose; some species also accumulate galactan.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Currently, the USA and Brazil are the world leaders in the production of bioethanol. Their contribution is approximately 75–80% of the world total bioethanol production [32, 34].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [32] Walker GM. Fuel alcohol: current production and future challenges. J Inst Brew. 2011;117(1):3–22. source
- Not checked yetcites [34] Jegannathan KR, Chan ES, Ravindra P. Harnessing biofuels: a global Renaissance in energy production? Renew Sustain Energy Rev. 2009;13(8):2163–8. source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Additionally, crop foods require arable land and large amounts of water, which makes their use for fuel production unsustainable and thus, incomputable as alternative liquid fuels [23, 24].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [23] Gavrilescu M, Chisti Y. Biotechnology a sustainable alternative for chemical industry. Biotechnol Adv. 2005;23:471–99. source
- Not checked yetcites [24] Hannon M, Gimpel J, Tran M, Rasala B, Mayfield S. Biofuels from algae: challenges and potential. Biofuels. 2010;1(5):763–84. source
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In the paper
“Depending on the purpose of pretreatment, chemical, biological, thermochemical, or thermophysical methods are used, sometimes in combination [105, 106].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
What the sources say
- Not checked yetcites [105] Alvira P, Tomas-Pejo E, Ballesteros M, Negro MJ. Pretreatment technologies for an efficient bioethanol production process based on enzymatic hydrolysis: a review. Bioresour Technol. 2010;101:4851–61. source
- Not checked yetcites [106] Chandra RP, Bura R, Mabee WE, Berlin A, Pan X, Saddler JN. Substrate pretreatment: the key to effective enzymatic hydrolysis of lignocellulosics? Adv Biochem Eng Biotechnol. 2007;108:67–93.
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In the paper
“Most of the microalgae species are favorable for biodiesel production due to high lipids contents 50–70% and may reach to 80% such as in case of the microlaga B. braunii which accumulate up to 80% of oil in it biomass [25–27].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [25] Chisti Y. Biodiesel from microalgae. Biotechnol Adv. 2007;25(3):294–306. source
- Not checked yetcites [26] Powell EE, Hill GA. Economic assessment of an integrated bioethanol-biodiesel-microbial fuel cell facility utilizing yeast and photosynthetic algae. Chem Eng Res Des. 2009;87(9):1340–8. source
- Not checked yetcites [27] Mata TM, Martins AA, Caetano NS. Microalgae for biodiesel production and other applications: a review. Renew Sust Energy Rev. 2010;14(1):217–32. source
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In the paper
“Bioethanol is one of the major and clean biofuel used as transportation fuel.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
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In the paper
“Many countries in Asia, Europe, and America have started industrialization of bioenergy from microalgae biomass.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
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In the paper
“After lysis of the cells the macromolecules of sugars need saccharification which mean to break the α-(1 → 4), α-(1 → 6), β-(1 → 3) and β-(1 → 6) glycosidic linkages between the monomers to release the monomers units [107].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
What the sources say
- Not checked yetcites [107] Rajarapu SP, Scharf ME. Saccharification of agricultural lignocellulose feedstocks and protein-level responses by a termite gut-microbe bioreactor. Front Energy Res. 2017;5:5. source
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In the paper
“In several aspects, microalgae feedstock is competent and preferable to produce biofuels for examples microalgae don not require cultivable land and fresh water for cultivation, they are not edible therefore no effect on human and animal’s food chain, can be grown to serval folds irrespective to seasonal conditions, mitigation of atmospheric CO2 and treatment of waste water [18, 19].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [18] Park H, Lee C. Theoretical calculations on the feasibility of microalgal biofuels: utilization of marine resources could help realizing the potential of microalgae. Biotechnol J. 2016;11(11):1461–70. https://doi.org/10.1002/biot.201600041 . source
- Not checked yetcites [19] Pandey A. Microalgae biomass production for CO2 mitigation and biodiesel production. J Microbiol Exp. 2017;4(4):00117. https://doi.org/10.15406/jmen.2017.04.00117 . source
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In the paper
“Weak acids cannot successfully lyse the cells to extract the inner sugars, while excessively strong acids reduce sugars to furfural, thereby decreasing the final yield of monomeric sugars.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
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In the paper
“Thus, mechanical methods of pretreatment yield biodiesel, while enzymatic and chemical methods (including acidic hydrolysis) are used in bioethanol production, because fermentative bioethanol production requires degradation of cellulose, hemicellulose, and starch.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
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A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The algal fuels technology is still incipient, and much improvement is required to make it commercially attractive to both, investors and consumers.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
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In the paper
“Microalgae are rapidly growing photosynthetic organisms having potential of transforming 9–10% of solar energy (average sunlight irradiance) into biomass with a theoretical yield of about 77 g/biomass/m2/day which is about 280 ton/ha/year [13, 14].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [13] Formighieri C, Franck F, Bassi R. Regulation of the pigment optical density of an algal cell: filling the gap between photosynthetic productivity in the laboratory and in mass culture. J Biotechnol. 2012;162:115–23. source
- Not checked yetcites [14] Melis A. Solar energy conversion efficiencies in photosynthesis: minimizing the chlorophyll antennae to maximize efficiency. Plant Sci. 2009;177:272–80. source
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In the paper
“Second generation biofuels involve terrestrial plants, especially food crops as feedstocks, a highly controversial issue, since biofuels production from food crops can only occur at the expense of their use as food and feed.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [23] Gavrilescu M, Chisti Y. Biotechnology a sustainable alternative for chemical industry. Biotechnol Adv. 2005;23:471–99. source
- Not checked yetcites [24] Hannon M, Gimpel J, Tran M, Rasala B, Mayfield S. Biofuels from algae: challenges and potential. Biofuels. 2010;1(5):763–84. source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
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In the paper
“Microalgae are capable of producing algal oil 58,700 L/hac which can produce 121,104 L/hac biodiesels [11, 28, 29].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Introduction > Bioenergy and microalgae
What the sources say
- Not checked yetcites [11] Gendy TS, El-Temtamy SA. Commercialization potential aspects of microalgae for biofuel production: an overview. Egypt J Pet. 2013;22:43–51. source
- Not checked yetcites [28] Medipally SR, Fatimah M, Banerjee YS, Shariff M. Microalgae as sustainable renewable energy feedstock for biofuel production. Biomed Res Int. 2015. https://doi.org/10.1155/2015/519513 . source
- Not checked yetcites [29] Gouveia L, Oliveira AC. Microalgae as a raw material for biofuels production. J Ind Microbiol Biot. 2009;36:269–74. source
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In the paper
“They produce vitamins, which elevates their importance as a nutritional food for people and animals [136, 142].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
What the sources say
- Not checked yetcites [136] Borowitzka MA. Vitamins and fine chemicals from microalgae. In: Borowitzka MA, Borowitzka LJ, editors. Micro-algal biotechnology. Cambridge: Cambridge University Press; 1998. p. 153–96.
- Not checked yetcites [142] Cuellar-Bermudez SP, Aguilar-Hernandez I, Cardenas-Chavez DL, Ornelas-Soto N, Romero-Ogawa MA, Parra-Saldivar R. Extraction and purification of high-value metabolites from microalgae: essential lipids, astaxanthin and phycobiliproteins. Microb Biotechnol. 2015;8:190–209. source
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In the paper
“Microalgae synthesize starch, cellulose, hemicelluloses, and other polysaccharides from simple monomeric sugars: basically, glucose.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
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In the paper
“Microalgae are an excellent source of food and other important bioproducts, such as natural antibiotics [137–139].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
What the sources say
- Not checked yetcites [137] Becker W. Microalgae in human and animal nutrition. In: Richmond A, editor. Handbook of microalgal culture. Oxford: Blackwell; 2004. p. 312–51.
- Not checked yetcites [138] Borowitzka MA. Microalgae as sources of pharmaceuticals and other biologically active compounds. J Appl Phycol. 1995;7:3–15. source
- Not checked yetcites [139] Cornet JF. Le technoscopeles photobioreacteurs. Biofutur. 1998;176:1–10.
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In the paper
“Cultivation of microalgae started only a few decades ago, when it became clear that the fast-growing world population was likely to suffer a lack of protein-rich food stuffs [136].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
What the sources say
- Not checked yetcites [136] Borowitzka MA. Vitamins and fine chemicals from microalgae. In: Borowitzka MA, Borowitzka LJ, editors. Micro-algal biotechnology. Cambridge: Cambridge University Press; 1998. p. 153–96.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
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In the paper
“Lipids in algal cells are present mainly in the form of glycerol, esterified sugars to different types of fatty acids (12–22 carbon atoms).”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
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In the paper
“They do not contaminate the environment, but they do impose higher costs, due to the consumption of energy [116, 117].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Pretreatment of algal biomass
What the sources say
- Not checked yetcites [116] Goettel M, Eing C, Gusbeth C, Straessner R, Frey W. Pulsed electric field assisted extraction of intracellular valuables from microalgae. Algal Res. 2013;2(4):401–8. source
- Not checked yetcites [117] Sheng J, Vannela R, Rittmann BE. Evaluation of cell-disruption effects of pulsed-electric-field treatment of Synechocystis PCC 6803. Environ Sci Technol. 2011;45(8):3795–802. source
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In the paper
“Algae biomass contains different types of fermentable sugars, therefore combination of the fermenter microorganisms is preferable and effective, because different microorganisms have different rates of conversion for different substrates [134].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Fermentation of the algal sugars to generate bioethanol
What the sources say
- Not checked yetcites [134] Khan MI, Lee MG, Shin JH, Kim JD. Pretreatment optimization of the biomass of Microcystis aeruginosa for efficient bioethanol production. AMB Express. 2017;7:19. source
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In the paper
“For bioethanol production to be viable, all the different types of sugars (pentoses and hexoses) must be converted to bioethanol.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Fermentation of the algal sugars to generate bioethanol
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In the paper
“The world energy crisis in the 1970s led to the identification of algae as renewable and sustainable sources for biofuels production, prompting the exploration of microalgae as a new field of research for fuels and other valuable products [10, 140].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
What the sources say
- Not checked yetcites [10] Paul Abishek M, Patel J, Prem Rajan A. Algae oil: a sustainable renewable fuel of future. Biotechnol Res Int. 2014;2014:272814. https://doi.org/10.1155/2014/272814 . source
- Not checked yetcites [140] Pulz O, Gross W. Valuable products from biotechnology of microalgae. Appl Microbiol Biotechnol. 2004;65:635–48. source
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In the paper
“Scenedesmus dimorphus accumulated 53.7 w/w carbohydrate contents which on hydrolysis with sulfuric acids produced 80% fermentable sugars, indicating its feasibility for bioethanol production [132].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Fermentation of the algal sugars to generate bioethanol
What the sources say
- Not checked yetcites [132] Chng LM, Lee KT, Chan DJ. Evaluation on microalgae biomass for bioethanol production. Mater Sci Eng A. 2017;206:12–8.
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In the paper
“According to one estimate, about 5000 metric tons of dry algal biomass processed for bioproducts generates US$ 1.25 × 109 each year [140].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
What the sources say
- Not checked yetcites [140] Pulz O, Gross W. Valuable products from biotechnology of microalgae. Appl Microbiol Biotechnol. 2004;65:635–48. source
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In the paper
“However, the carbohydrates in algal biomass are mostly in polymeric form and need conversion to monomers unit to be readily fermented by microorganisms to produce bioethanol [131].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Fermentation of the algal sugars to generate bioethanol
What the sources say
- Not checked yetcites [131] Al Abdallah Q, Nixon BT, Fortwendel JR. The enzymatic conversion of major algal and cyanobacterial carbohydrates to bioethanol. Front Energy Res. 2016. https://doi.org/10.3389/fenrg.2016.00036 . source
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In the paper
“Microalgae also produce and accumulate large amounts of lipids, which vary among species and are affected by various factors [145].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
What the sources say
- Not checked yetcites [145] Duong VT, Ahmed F, Thomas-Hall SR, Quigley S, Nowak E, Schenk PM. High protein- and high lipid-producing microalgae from northern australia as potential feedstock for animal feed and biodiesel. Front Bioeng Biotechnol. 2015;3:53. https://doi.org/10.3389/fbioe.2015.00053 . source
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In the paper
“These pigments are crucial in therapies for tumorigenesis, neuronal disorders, and optical diseases.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
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In the paper
“The first large-scale culture of the microalga Chlorella for commercial purposes was reported in Japan, in the 1960s [141].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts
What the sources say
- Not checked yetcites [141] Iwamoto H. Industrial production of microalgal cell-mass and secondary products major industrial species Chlorella. In: Richmond A, editor. Handbook of microalgal culture. Oxford: Blackwell; 2004. p. 255–63.
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“It has been reported that the genetically engineered strain of P. tricornutum produce a maximum yield of 36.5 and 23.6% of DHA and EPA per total fatty acids of biomass indicating its feasibility for production of EPA and DHA at commercial scale [199].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [199] Chauton MS, Kjell IR, Niels HN, Ragnar T, Hans TK. A techno-economic analysis of industrial production of marine microalgae as a source of EPA and DHA-rich raw material for aquafeed: research challenges and possibilities. Aquaculture. 2015;436:95–103. source
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The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Among all the microcystins produced by M. aeruginosa, microcystin LR is the most toxic and causes the death of animals and humans upon oral contact.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
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In the paper
“EPA, DHA are produced by serval microalgae species sustainable and promising source and the only alternative to fish oils which are limited and unable to fulfill the required demands of EPA and DHA [193, 194].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [193] Sarrobert B, Dermoun D. Extraction et valorisation de molecules à haute valeur ajoutée chez la microalgae Porphyridium cruentum. Premier Colloque Scientifique Français sur la Biotechnologie des Microalgues et des Cyanobacteries Appliquée au Thermalisme, vol. 24. France: Centre d’Études Nucléaires de Cadarache; 2008. p. 109–14.
- Not checked yetcites [194] Armenta RE, Valentine MC. Single-cell oils as a source of omega-3 fatty acids: an overview of recent advances. J Am Oil Chem Soc. 2013;90:167–82. source
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The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Microcystis aeruginosa produces blooms in response to unfavorable environmental conditions, with excessive synthesis and release of toxic metabolites known as microcystins.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Stress conditions
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In the paper
“P. cruentum produces high quantities of vitamins E and C, as well as β-carotene (vitamin A) [204].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [204] Mus F, Toussaint JP, Cooksey KE, Fields MW, Gerlach R, Peyton BM, et al. Physiological and molecular analysis of carbon source supplementation and pH stress- induced lipid accumulation in the marine diatom Phaeodactylum tricornutum. Appl Microbiol Biotechnol. 2013;97:3625–42. source
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In the paper
“The microalga Chaetoceros has been reported to produce 27.7 μg sterols per gram of dry weight [177].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [177] Santhosh S, Dhandapani R, Hemalatha R. Bioactive compounds from Microalgae and its different applications—a review. Adv Appl Sci Res. 2016;7(4):153–8.
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In the paper
“Nostoc produce the protein Cyanovirin which have been reported for its antiviral activities against HIV an influenza virus [189].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [189] Zappe H, Snell ME, Bossard MJ. PEGylation of cyanovirin-N, an entry inhibitor of HIV. Adv Drug Deliv Rev. 2008;60(1):79–87. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“DHA, linoleic acid, eicosapentaenoic acid, arachidonic acid, and gamma-linolenic acid have been shown to suppress cholesterol levels, delay aging, guard membrane integrity, and prevent cardiovascular diseases [190, 191].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [190] Bannenberg G, Mallon C, Edwards H, Yeadon D, Yan K, Johnson H, Ismail A. Omega-3 long-chain polyunsaturated fatty acid content and oxidation state of fish oil supplements in New Zealand. Scientific Reports. 2017;7:1488. source
- Not checked yetcites [191] Hu FB, Bronner L, Willett WC, Stampfer MJ, Rexrode KM, Albert CM. Fish and omega-3 fatty acid intake and risk of coronary heart disease in women. JAMA. 2002;287:1815–21. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“β-Carotene protects membrane lipids from peroxidation, which is linked with many severe and lethal diseases, such as cancer, cardiovascular disease, Parkinson’s disease, and atherosclerosis [167–169].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [167] Lobo V, Patil A, Phatak A, Chandra N. Free radicals, antioxidants and functional foods: impact on human health. Pharmacogn Rev. 2010;4(8):118–26. source
- Not checked yetcites [168] Uttara B, Singh AV, Zamboni P, Mahajan R. Oxidative stress and neurodegenerative diseases: a review of upstream and downstream antioxidant therapeutic options. Curr Neuropharmacol. 2009;7(1):65–74. https://doi.org/10.2174/157015909787602823 . source
- Not checked yetcites [169] Pham-Huy LA, He H, Pham-Huy C. Free radicals, antioxidants in disease and health. Int J Biomed Sci. 2008;4(2):89–96. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Microalgal sterols have some beneficial health effects like hypo-cholesterolemia, anticancer, anti-inflammatory and neurological diseases like Parkinson disease [171, 172].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [171] Devaraj S, Jialal I. Vega-Lopez. Plant sterol-fortified orange juice effectively lowers cholesterol levels in mildly hypercholesterolemic healthy individuals. Arterioscler Thromb Vasc Biol. 2004;24:25–8. source
- Not checked yetcites [172] Kim HJ, Fan X, Gabbi C, Yakimchuk K, Parini P, Warner M. Liver X receptor β (LXRβ): a link between β-sitosterol and amyotrophic lateral sclerosis—Parkinson’s dementia Proc. Natl Acad Sci USA. 2008;105(6):2094–9. source
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“M. aeruginosa is the dominant microalga of the bloom-secreting microcystins, which have been reported to be lethal for animals and humans.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“The microcystins are hepatocyclic peptides with a C20 amino acid chain, which determines the degree of toxicity [206].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [206] Jungblut AD, Neilan BA. Molecular identification and evolution of the cyclic peptide hepatotoxins, microcystin and nodularin, synthetase genes in three orders of cyanobacteria. Arch Microbiol. 2006;185:107–14. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“Lyngbya majuscula produces microcolin-A, an immunosuppressive agent [188].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [188] Arya V, Gupta VK. A review on marine immunomodulators. Int J PharmLife Sci. 2001;2(5):751–8.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Stress conditions are unfavorable environmental factors, such as strong light, high salinity, high temperature, deprivation of nitrogen or other nutrients, short-term exposure to UV radiation, or a combination of these factors [152].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Stress conditions
What the sources say
- Not checked yetcites [152] Nobre BP, Villalobos F, Barragan BE, Oliveira AC, Batista AP, Marques PA, et al. A biorefinery from Nannochloropsis sp. microalga—extraction of oils and pigments. Production of biohydrogen from the leftover biomass. Bioresour Technol. 2013;135:128–36. source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Okada et al. [252] reported that neoxanthin and fucoxanthin inhibited the accumulation of fats and stated that allenic and hydroxyl groups must be present to differentiate adipocytes.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Anti-obesity activity of algal products
What the sources say
- Not checked yetcites [252] Okada T, Nakai M, Maeda H, Hosokawa M, Sashima T, Miyashita K. Suppressive effect of neoxanthin on the differentiation of 3T3-L1 adipose cells. J Oleo Sci. 2008;57(6):345–51. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“Cyanobacteria produce various metabolites by the ribosomal or non-ribosomal pathway. Most of these compounds are either peptides or alkaloids [241].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Anti-angiogenic, cytotoxic, and anticancer activities
What the sources say
- Not checked yetcites [241] Sivonen K, Leikoski N, Fewer DP, Jokela J. Cyanobactins—ribosomal cyclic peptides produced by cyanobacteria. App Microbiol Biotechnol. 2010;86(5):1213–25. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
In the paper
“Moreover, fucoxanthin has been shown to protect DNA from photooxidation [237].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Anti-angiogenic, cytotoxic, and anticancer activities
What the sources say
- Not checked yetcites [237] Heo SJ, Jeon YJ. Protective effect of fucoxanthin isolated from Sargassum siliquastrum on UV-B induced cell damage. J Photochem Photobiol B. 2009;95:101–7. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Aerucyclamide is used in pharmaceutical products as an anti-plasmodial agent isolated from the blooming of M. aeruginosa [238].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Anti-angiogenic, cytotoxic, and anticancer activities
What the sources say
- Not checked yetcites [238] Pen S, Scarone L, Manta E, Stewart L, Yardley V, et al. Synthesis of a Microcystis aeruginosa predicted metabolite with antimalarial activity. Bioorg Med Chem Lett. 2012;22(15):4994–7. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Phycobiliproteins (e.g., C-phycocyanin, R-phycoerythrin) are commercially used in the food and cosmetic industries as natural dyes [226].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Antioxidant activity
What the sources say
- Not checked yetcites [226] Sekar S, Chandramohan M. Phycobiliproteins as a commodity: trends in applied research, patents and commercialization. J Appl Phycol. 2008;20:113–36. source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“ROS (reactive oxygen species) and NOS (nitrogen reactive species) attack biomolecules like DNA, proteins, and membrane lipids, leading to many severe diseases including cancer, coronary arteries disease, obesity, diabetes, ischemic stroke, and Alzheimer disease [216].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Antioxidant activity
What the sources say
- Not checked yetcites [216] Ngo DN, Kim MM, Kim SK. Chitin oligosaccharides inhibit oxidative stress in live cells. Carbohydr Polym. 2006;74:228–34. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Karatungiols are active antimycotic agents produced by Amphidinium, which also have antiprotozoal activities [215].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [215] Washida K, Koyama T, Yamada K, Kitab M, Urmura D, et al. Karatungiols A and B two novel antimicrobial polyol compounds, from the symbiotic marine dinoflagellate Amphidinium sp. Tetrahedron Lett. 2006;47(15):2521–5. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“Fucoxanthin also has therapeutic effects for diabetes and induced the synthesis of arachidonic acid and DHA content in mouse livers [235].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Anti-angiogenic, cytotoxic, and anticancer activities
What the sources say
- Not checked yetcites [235] Tsukui T, Baba N, Hosokawa M, Sashima T, Miyashit K. Enhancement of hepatic docosahexaenoic acid and arachidonic acid contents in C57BL/6J mice by dietary fucoxanthin. Fish Sci. 2009;75:261–3. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
In the paper
“The diatom Nitzschia pungens produces domoic acid, which causes poisoning of shellfish [213].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [213] Mos Lizzy. Domoic acid: a fascinating marine toxin. Environ Toxicol Pharmacol. 2001;9:79–85. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“As synthetic antioxidants have been shown to have side effects, natural antioxidants are sought after [218].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Antioxidant activity
What the sources say
- Not checked yetcites [218] Pena-Ramos E, Xiong Y. Antioxidative activity of whey protein hydrolysates in a liposomal system. J Dairy Sci. 2001;84:2577–83. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“Gambierdiscus toxicus produces gambieric acids, which have antifungal activities [214].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Use of microalgae for food feed and bioproducts > Significant compounds produced by microalgae
What the sources say
- Not checked yetcites [214] Donia M, Hamann MT. Marine natural products and their potential applications as anti-infective agents (review). Lancet Infect Dis. 2003;3:338–48. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Antimycotic activities have been reported for karatungiols, a group of compounds synthesized by the dinoflagellate Amphidinium [215].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Antimicrobial activities of microalgae metabolites
What the sources say
- Not checked yetcites [215] Washida K, Koyama T, Yamada K, Kitab M, Urmura D, et al. Karatungiols A and B two novel antimicrobial polyol compounds, from the symbiotic marine dinoflagellate Amphidinium sp. Tetrahedron Lett. 2006;47(15):2521–5. source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Microalgae useful in mitigation of elevated CO2 level and treatment of waste water.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Conclusions
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Microalgae are tiny factories and renewable, sustainable and economical sources of biofuels, bioactive medicinal products and food ingredients.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Conclusions
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes? Based: unclearIt may state two separate claims as one.
In the paper
“which shows potential as an anti-cancer, anti-oxidant, anti-obesity, anti-diabetic, and anti-inflammatory agent [257].”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Biological activities of natural products from microalgae > Anti-obesity activity of algal products
What the sources say
- Not checked yetcites [257] Maeda H, Hosokawa M, Sashima T, Funayama K, Miyashita K. Effect of medium-chain triacylglycerols on anti-obesity effect of fucoxanthin. J Oleo Sci. 2007;56(12):615–21. source
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Upgradation of algal fuel and bioproducts technology from pilot scale to commercial level is possible by overcoming the associated challenges and limitations.”
§ The promising future of microalgae: current status, challenges, and optimization of a sustainable and renewable industry for biofuels, feed, and other products > Conclusions
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
The paper relies on this without support.
On a large scale, algal biomass pretreatment is a bottleneck and potentially costly step in biofuel production.
“On a large scale, biomass pretreatment is a bottleneck and potentially costly step in biofuels production.”
The paper relies on this without support.
There is still no optimal, highly productive method for pretreatment of algal biomass.
“Many different methods have been described for the pretreatment of algal biomass, but there is still no optimal, highly productive method.”
The paper relies on this without support.
Microalgae production has not been fully commercialized because of several obstacles and challenges.
“Although microalgae have many potential applications for biofuel and other useful products, 48 their production has not been fully commercialized because of several obstacles and challenges.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The cited source says what the claim attributes to it.
In the citing paper
“Although this is an attractive and renewable feedstock, microalgae lipid production still possesses limitations and challenges that must be overcome to upgrade the technology from the lab to the industrial level [10].”
From Microalgae Lipids Detection and Quantification Method Towards Online Real-Time Monitoring: A Review (2023) · cites this paper as [10]
In the citing paper
“This means that the yield of algal biomass is much higher compared to conventional crops, which further allows the production of a hundred times more oil than crops such as oilseed rape and soybeans [8].”
From The Perspective of Large-Scale Production of Algae Biodiesel (2020) · cites this paper as [8]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Commercial bioethanol production is both ruled out and reported
MajorOne section says current microalgae biomass production does not permit commercial bioethanol production, while an earlier section reports companies producing it at commercial scale.
“At present, microalgae biomass production does not permit commercial production of bioethanol [99].”
“Several companies, e.g. Algenol, Sapphire Energy and Seambiotic etc. are involved in commercial scale production of bioethanol with output 1 billion gallons/year costing at 85 cents/l [48].”
Increasing light intensity is said to prevent photoinhibition
MinorThe paper recommends increasing light intensity to prevent photoinhibition, but elsewhere identifies excessive light as a cause of photoinhibition.
“Photoinhibition can be prevented by increasing the light intensity or by thoroughly mixing the culture continuously.”
“Higher light intensities will increase photosynthetic rate to some maximum point, after which it levels off until the photosynthetic rate is balanced by photorespiration and photoinhibition.”
Fucoxanthin producers are described as both two species and many species
MinorThe statement that two microalgae species produce fucoxanthin conflicts with the paper's statement that it is found in many microalgae species.
“Cylindrotheca closterium and Phaeodactylum tricornutum are the two microalgae species that produce fucoxanthin, [256]”
“Fucoxanthin, found in many species of microalgae, significantly inhibits human blood cell proliferation and tube formation of HUVECs (human umbilical vein endothelial cells).”
Microalgae are described as both inedible and a food source
MinorThe paper presents microalgae as inedible when discussing biofuel feedstocks, but later describes them as a food source.
“they are not edible therefore no effect on human and animal’s food chain”
“Microalgae are an excellent source of food and other important bioproducts, such as natural antibiotics [137–139].”
Citations
Cites
1 retracted
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The lipid biochemistry of eukaryotic algae
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Metadata
- Authors
- Khan, M. I., Shin, J. H., & Kim, J. D.
- Affiliations
- Chonnam National University (KR)
- Corresponding author
- Kim, Jong Deog
- ORCID
- Khan, Muhammad Imran
- Venue
- Microbial Cell Factories
- Published
- 2018-03-05
- Volume
- 17
- Issue
- 1
- Pages
- 36-36
- ISSN
- 1475-2859 (ISSN-L)
- PMC
- PMC5836383
- OpenAlex
- W2802803660
- Semantic Scholar
- 89c399e10b8d1fec2fcb0f811c2564b58cdff92a
- Cited by
- 2,082
- References
- 247
- Citations by year
- 2026: 162 · 2025: 274 · 2024: 301 · 2023: 317 · 2022: 352 · 2021: 321 · 2020: 223 · 2019: 121 · 2018: 9
- FWCI
- 9.01
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Microbial Cell Factories (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Topics
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Algal biology and biofuel production
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
- Life Sciences › Agricultural and Biological Sciences › Aquatic Science › Seaweed-derived Bioactive Compounds
- Keywords
- microalgae, algal biofuels, bioethanol production, CO2 fixation, biomass pretreatment, fermentation optimization, bioactive compounds, microalgae feed, biopharmaceuticals, nutraceuticals, industrial scale-up
- MeSH terms
- Biopharmaceutics, Fermentation, Industrial Microbiology, Biomass, Biofuels, Microalgae
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-10-09, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-10-09 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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