- Open Access
Application of 3D printing to prototype and develop novel plant tissue culture systems
© The Author(s) 2017
- Received: 1 July 2016
- Accepted: 10 January 2017
- Published: 19 January 2017
Due to the complex process of designing and manufacturing new plant tissue culture vessels through conventional means there have been limited efforts to innovate improved designs. Further, development and availability of low cost, energy efficient LEDs of various spectra has made it a promising light source for plant growth in controlled environments. However, direct replacement of conventional lighting sources with LEDs does not address problems with uniformity, spectral control, or the challenges in conducting statistically valid experiments to assess the effects of light. Prototyping using 3D printing and LED based light sources could help overcome these limitations and lead to improved culture systems.
A modular culture vessel design in which the fluence rate and spectrum of light are independently controlled was designed, prototyped using 3D printing, and evaluated for plant growth. This design is compatible with semi-solid and liquid based culture systems. Observations on morphology, chlorophyll content, and chlorophyll fluorescence based stress parameters from in vitro plants cultured under different light spectra with similar overall fluence rate indicated different responses in Nicotiana tabacum and Artemisia annua plantlets. This experiment validates the utility of 3D printing to design and test functional vessels and demonstrated that optimal light spectra for in vitro plant growth is species-specific.
3D printing was successfully used to prototype novel culture vessels with independently controlled variable fluence rate/spectra LED lighting. This system addresses several limitations associated with current lighting systems, providing more uniform lighting and allowing proper replication/randomization for experimental plant biology while increasing energy efficiency. A complete procedure including the design and prototyping of a culture vessel using 3D printing, commercial scale injection molding of the prototype, and conducting a properly replicated experiment are discussed. This open source design has the scope for further improvement and adaptation and demonstrates the power of 3D printing to improve the design of culture systems.
- 3D printing
- Plant tissue culture
- Light quality
- LED lighting system
- Culture vessel design
Plant tissue culture is the aseptic culture of cells, tissues, organs or whole plants under controlled nutritional and environmental conditions, allowing the growth and development of the cells or tissues to be manipulated for a variety of applications. These techniques provide powerful tools to study fundamental processes in plants and form the basis of many biotechnological applications. One of the most important commercial applications of plant tissue culture is large-scale plant multiplication for the production of insect/disease/virus free plants, particularly valuable for vegetatively propagated plants such as potato, garlic, banana, sugar cane, orchids and fruit trees. The value of such an approach is exemplified in the seed potato industry, where the use of certified disease free propagules has eradicated a number of diseases from various regions and helped limit the spread of others [1, 2]. Using this approach, a single explant can be multiplied to produce several thousand plants in a relatively short time period and little space on a year round basis. Despite the importance of plant tissue culture and micropropagation in several sectors, the general techniques used for in vitro propagation have not changed much in recent years, with little development or innovation in vessel design or culture systems.
Among the environmental conditions affecting plant growth and development, light is known to have profound effects . Light provides energy through photosynthesis and acts as a signalling mechanism through a variety of light receptors. The fluence rate, spectrum, and duration of light/dark form the key quality attributes that affect photosynthesis and photomorphogenesis. Modulation of light quality is therefore employed widely to enhance plant growth, propagation, and production systems [4, 5]. Though light quality is of key significance, experimentation with light qualities affecting in vitro growth of plants presents a number of challenges related to control over the light spectrum produced and difficulties in proper replication and experimental design.
The development of high fluence rate LEDs provides a promising alternate light source for plant growth in controlled environments . In contrast to fluorescent lights, LEDs are highly modular and can be more evenly distributed to give more uniform lighting, they often have a very narrow emission wavelength that is stable over time, can be combined to produce a desired spectrum, are more energy efficient, and are longer lasting. In addition to increasing the energy efficiency, the ability to select and control the spectrum could greatly improve plant tissue culture systems as both fluence rate and quality of light can influence plant growth and development. The photosynthetic ability of in vitro plantlets  can be improved by changing the light fluence rate and quality in the growth environment . Light-emitting diodes (LED) have been used to accelerate plantlet growth and their effects on chlorophyll synthesis [9, 10], photosynthesis [11, 12], and morphogenesis [5, 9, 13–15] have been studied in a variety of species.
While LEDs have been used to improve plant growth, they are generally used as a direct replacement of fluorescent lighting and issues surrounding light uniformity within a shelf, as well as proper replication and experimental design, have not been fully addressed. To overcome these limitations, use of LED lights positioned immediately above the lids of culture vessels was reported . However, this system can only be used with specialized culture vessels that require a custom culture rack and they are not available commercially. An open source design suited to meet specific requirements of research labs with scope for further improvement and adaptation are not available.
Commercial culture vessels are generally manufactured by injection moulding. However, injection moulding requires large upfront investment which makes prototyping new vessels with this process extremely expensive . Additive manufacturing (AM), or 3D-printing, is a technology in which models can be designed using a variety of software and manufactured using techniques such as fused deposition modeling (FDM), stereolithography (SLA), and selective laser sintering (SLS). Due to mainstream and hobbyist adoption, 3D printers have recently become small, affordable, and user friendly. While these techniques are generally not well suited to large-scale manufacturing, they allow rapid prototyping and small scale production of specialized/customized parts. This technology allows researchers who are familiar with the problems of their system to develop problem-specific solutions that may not be known to manufacturers or may not be feasible as a commercial product. Recently, this technology has also been employed to make customized labware [18–20], customized reaction-ware with reaction components printed for various chemistry applications [21, 22], as well as medical simulation and education [18, 23]. While this technology has great potential to improve plant tissue culture systems for species-specific solutions, it has not yet been applied in this field.
The objective of the current study was to evaluate the potential of 3D printing to develop a more efficient, open source, modular culture system with independently controlled integrated LED lighting for research and commercial micropropagation. This was accomplished by designing, 3D printing, and evaluating a culture system with tunable RGB LED lighting such that each vessel has its own light source that can be independently controlled to allow proper replication and randomization. Following initial tests, the vessel was manufactured using injection moulding to facilitate larger scale evaluation and use of the system. This paper describes this process and demonstrates the utility of 3D printing to improve culture systems by comparing the growth characteristics of Nicotiana tabacum and Artemisia annua under different spectra of light with proper replication. Here we present the first report of applying 3D printing technology for the design and development of a functional plant tissue culture vessel.
3D printing offers a cost-effective solution to manufacture and evaluate prototypes for in vitro cultures. This study provides a detailed demonstration of the procedure to produce/test FDM 3D printed vessels and devices for developing new systems to grow in vitro plant cultures and demonstrates their utility in conducting properly replicated experiments to study the effects of light on plant growth and development.
3D printer parameter for vessels, lid and LED strips holder
LED strips housing lid
Layer height (mm)
Build plate temperature
Extruder speed while extruding (mm s−1)
Extruder speed while travelling (mm/s)
Model weight (g)
Model volume (cm3)
Model cost ($, approx.)
Print time (h, approx.)
In general, this study agrees with the photosynthetic action spectrum in plants [38, 39] which indicates higher efficiency of red and blue light in driving photosynthesis. Goins et al.  observed photosynthetic rates and stomatal conductance in wheat leaves were increased under red-LED supplemented with blue light. It is generally acknowledged that this combination enhances plant growth and development by increasing net photosynthetic rate [9, 41]. The results observed in the current study are similar to previous work in a variety of species: Birch , Cymbidium , Lilium , southern pine species , Chrysanthemum , Withania somnifera , Doritaenopsis , Phaelaenopsis orchid  and lettuce  in which plant growth and development were affected by light quality in similar manners. Nhut et al.  have cultured strawberry plantlets under different blue to red LED ratios and compared its growth to that under plant growth fluorescent. The results suggest that a culture system using LED is advantageous for the micropropagation of strawberry plantlets and that it improved success in acclimatization, presumably due to increased photosynthetic capacity.
Average Fv/Fm ratio (max. quantum yield) ± SE after 3 weeks plant growth of Artemisia and tobacco with different light spectra
Fv/Fm (max. quantum yield)
0.875 ± 0.00354
0.875 ± 0.0034
0.873 ± 0.0019
0.871 ± 0.00084
White (full spectrum)
0.870 ± 0.0000
0.875 ± 0.00354
While several questions remain unanswered in relation to the effects of light spectrum and fluence rate on in vitro plant growth, this system provides an ideal platform to address such questions with proper replication and statistical rigour. This culture system allows vessels to be stacked and the lights are at a close proximity to the plants, thereby using space and energy more efficiently and could increase overall productivity in a commercial setting. Based on the manufacturers’ specifications and measured light fluence rates, the LEDs lids would require about 32% less energy than the fluorescent tubes per μmol m2 s−1 delivered to the plants. However, it should be noted that the energy of LEDs varies among diodes, and that further energy savings may be possible with existing technologies. The development of this system was facilitated using 3D printing and vessels have now been injection molded for larger scale manufacturing. While this system currently only has the capacity to control three wavelengths of light, it is easily conceivable to develop a more advanced system using more LEDs to facilitate more precise spectral control. This demonstrates the utility of 3D printing to enable researchers familiar with existing limitations to improve upon existing systems, which will undoubtedly have a significant impact on plant tissue culture and other fields of research.
Light quality measurements
Light quality measurements (fluence rate and spectra) to test the uniformity of light quality over the area of the traditional culture shelf  were made at 84 positions evenly distributed in a grid over the horizontal plane of the shelf below the fluorescent lamps using light spectrometer (USB 2000+, Ocean Optics Inc.) (Fig. 1). This culture shelf had dimensions of 120 × 60 × 40 cm with two florescent bulbs (34 W per bulb) mounted on a ballast at the center. Light measurements were recorded at a distance of 31 cm every 10 cm across the length and width of the shelf in a grid formation. The spectral reads were analysed using Colour Calculator software (Osram Sylvania, Inc.). The fluence rate (Fig. 1) and CCT values (Additional file 1: Figure S1) are expressed as μmol m−2 s−1 and K units, respectively.
3D printed vessels with lid
Vessels with lid were produced using AW3D HD2X or AXIOM 3D printers (Airwolf3D, CA, USA) and PC filament (Fly Thinking Material Co Ltd., China). All units were designed using SketchUp or Fusion 360 (Autodesk) software and exported as STL (StereoLithography) files. The STL files (Additional files 3, 4, 5, 6) were processed using MatterControl 3D printing software and exported as gcode files. The dimension of the box was 235 L × 85 W × 80 mm H with a lid height of 12 mm (Fig. 2a). The box was designed with corrugations on side to give more strength and reduce warping (Fig. 2b). All printing parameters are shown in Table 1.
3D printed accessory lid
Accessory lids that hold the LED strips were produced using an AW3D XL 3D printer (Airwolf3D, CA, USA) with PLA filaments (Fly Thinking Material Co Ltd., China). The lids were designed (Additional files 5, 6) to hold five aluminium LED strips and a small fan in a similar way as mentioned above (Fig. 3). Small slits were developed to inset tabs in the four corners which allows space for air circulation between two units when it stacked. All printing parameters are shown in Table 1.
RGB strips holder assembly: five rigid RGB strips (LED light tech, China) were slid into small tracks built into the lid. Each strip had a total of 18 LED chips (5050 2.5 M, 0.2 W per LED). A three channel pulse-width modulation (PWM) controller (2010ourlonging, China) used to adjust RGB manually. The strips were connected in parallel to the PWM controller and 12 V DC power supply. All three units of the same treatments were connected to a single controller and power supply (Fig. 3). Additionally, each of these lids were designed such that they could also be used to illuminate three magenta boxes (a culture vessel widely used in vitro propagation), increasing the utility of the lid.
Injection moulded vessels and lids: after completion of the initial experiments, moulding tools were prepared with similar design and dimension for large scale production of vessels and lid (Kshama, Gujarat, India) and tested for culture in the same way as previously described (Fig. 2).
In vitro plant growth using 3D printed vessels
In vitro-grown N. tabacum (tobacco) and A. annua plantlets were obtained from the germplasm collection at the Gosling Research Institute for Plant Preservation (GRIPP), University of Guelph, and multiplied on MS basal salt mixture with vitamins (PhytoTechnology, Shawnee Mission, KS, USA), 3% sucrose, and 2.2 g/L phytagel (PhytoTechnology, Shawnee Mission, KS, USA). The pH was adjusted to 5.75 prior to autoclaving at 121 °C and 118 kPa. These in vitro plantlets were clonal cultures obtained from single nodal explants and established under in vitro condition. Six explants of each plant from 4 weeks old shoots were transferred to 3D printed vessels containing the same medium. The maximum fluence rate using five LED strips was nearly 225 μmol m−2 s−1 with light spectrum red:blue:green (0.58:0.66:1.76). Cultures were kept at PPF of 35 μmol m−2 s−1 with a 16 h day−1 provided by RBG LED strips or full spectrum white (control) LED strips (LED light tech, China). Three sets of lids representing three replications were connected with the same controller and power supply and all boxes were randomly stacked (Fig. 4). LEDs lids remained on the top of the lid with some gap that allows the air circulation and LED lid have provision for a fan in the lid (Fig. 3a) which will helps in maintaining temperature in the case of high light intensity. Each vessel was separated with sheets of foam insulation between them to prevent light leaks. Light spectrum and fluence rate were adjusted for each lid using a portable spectrometer (model: lighting passport standard pro, make: Allied Scientific Pro, ON, Canada) as shown in Figs. 3 and 4. The light intensity measurements were recorded after the spectrometer gave a stable reading. The measurements were done over several averages of complete on–off cycles, over a period of time. Total four spectra selected for experiment viz., red:blue (3:1), red:blue (1:1), red:blue (1:3) and full spectrum white (Fig. 4). Observations were recorded shoot height, no. of shoot, no. of nodes and fresh weight after 25 days of culture.
The chlorophyll content of the in vitro leaves were estimated using a modulated ratio fluorescence chlorophyll fluorometer (CCM-300, Opti-Sciences, Hudson, NH, USA) based on the method developed by Gitelson et al. . The results are expressed as chlorophyll content (mg m−2) and reported as mean ± SE.
Kinetic imaging of chlorophyll fluorescence
Chlorophyll fluorescence kinetics assay was performed on dark adapted (>48 h) plantlets using a chlorophyll fluorescence imaging system (Z200 Open FluorCam, Qubit Systems Inc., Kingston, ON, Canada). The numeric data from the fluorescence measurements was used to compute the physiological parameters affecting the efficiency of PSII. The results are expressed as mean ± standard error for each of the parameters reported.
The data from both the plant species were subjected to one-way analysis of variance (ANOVA) separately using JMP Pro 11.0.0 software (SAS Institute Inc, Cary, NC, USA). All statistical analyses were conducted using JMP version 10 (SAS Institute Inc. Cary, NC, USA). The mean values were compared using pairwise Tukey’s test at α = 0.05 significance level and the data is represented as mean ± SE. Treatments showing statistically significant difference are indicated by different letters in the graph (lower and upper case letters are used for Artemisia and tobacco, respectively).
MS, AS, KP, PKS and AMPJ designed, analysed the data and helped in the preparation of various parts of the manuscript. MS conducted the experiments and collected the in vitro growth data. MS and AS prepared the manuscript and analysed the data. KP, AS and AMPJ conceptualized and designed the culture vessels. AMPJ conceived the project and acquired its funding. PKS and AMPJ managed, organized, and supervised the study. All authors read and approved the final manuscript.
The authors declare that they have no competing interests.
Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
- Smith RH. Plant tissue culture techniques and experiments. London: Academic Press; 2013.Google Scholar
- Panattoni A, Luvisi A, Triolo E. Review. Elimination of viruses in plants: twenty years of progress. Span J Agric Res. 2013;11:173–88.View ArticleGoogle Scholar
- Hart JW. General introduction. In: Black M, Chapman J, editors. Light and plant growth. Topics in plant physiology: I, vol. 1. London: Springer Science & Business Media; 2012. p. 4–17.Google Scholar
- Chia PL, Kubota C. End-of-day far-red light quality and dose requirements for tomato rootstock hypocotyl elongation. HortScience. 2010;45:1501–6.Google Scholar
- Dutta Gupta S, Jatothu B. Fundamentals and applications of light-emitting diodes (LEDs) in vitro plant growth and morphogenesis. Plant Biotechnol Rep. 2013;7:211–20.View ArticleGoogle Scholar
- Yeh N, Chung JP. High-brightness LEDs—energy efficient lighting sources and their potential in indoor plant cultivation. Renew Sustain Energy Rev. 2009;13:2175–80.View ArticleGoogle Scholar
- Fujiwara K, Kozai T, Watanabe I. Measurements of carbon dioxide gas concentration in closed vessels containing tissue cultured plantlets and estimates of net photosynthetic rates of the plantlets. J Agric Meteorol. 1987;43:21–30.View ArticleGoogle Scholar
- Kozai T, Oki H, Fujiwara K. Photosynthetic characteristics of Cymbidium plantlet in vitro. Plant Cell Tissue Organ Cult. 1990;22:205–11.View ArticleGoogle Scholar
- Lin KH, Huang MY, Huang WD, Hsu MH, Yang ZW, Yang CM. The effects of red, blue, and white light-emitting diodes on the growth, development, and edible quality of hydroponically grown lettuce (Lactuca sativa L. var. capitata). Sci Hortic. 2013;150:86–91.View ArticleGoogle Scholar
- Tripathy BC, Brown CS. Root–shoot interaction in the greening of wheat seedlings grown under red light. Plant Physiol. 1995;107:407–11.View ArticlePubMedPubMed CentralGoogle Scholar
- Li H, Xu Z, Tang C. Effect of light-emitting diodes on growth and morphogenesis of upland cotton (Gossypium hirsutum L.) plantlets in vitro. Plant Cell Tissue Organ Cult. 2010;103:155–63.View ArticleGoogle Scholar
- Tennessen DJ, Singsaas EL, Sharkey TD. Light-emitting diodes as a light source for photosynthesis research. Photosynth Res. 1994;39:85–92.View ArticlePubMedGoogle Scholar
- Bello-Bello JJ, Martínez-Estrada E, Caamal-Velázquez JH, Morales-Ramos V. Effect of LED light quality on in vitro shoot proliferation and growth of vanilla (Vanilla planifolia Andrews). Afr J Biotechnol. 2016;15:272–7.View ArticleGoogle Scholar
- Lee NN, Choi YE, Moon HK. Effect of LEDs on shoot multiplication and rooting of rare plant Abeliophyllum distichum Nakai. J Plant Biotechnol. 2014;41:94–9.View ArticleGoogle Scholar
- Hoenecke ME, Bula RJ, Tibbitts TW. Importance of “blue” photon levels for lettuce seedlings grown under red-light-emitting diodes. HortScience. 1992;27:427–30.PubMedGoogle Scholar
- Fang W, Lee YI, Chen CC, Chang MY. Development of LED lids for tissue culture lighting. Acta Hortic. 2011;907:397–402.View ArticleGoogle Scholar
- Lipson H, Kurman M. Fabricated: the new world of 3D printing. New York: Wiley; 2013.Google Scholar
- Baden T, Chagas AM, Gage G, Marzullo T, Prieto-Godino LL, Euler T. Open Labware: 3-D printing your own lab equipment. PLoS Biol. 2015;13:1–12.Google Scholar
- Lucking TH, Sambale F, Beutel S, Scheper T. 3D-printed individual labware in biosciences by rapid prototyping: a proof of principle. Eng Life Sci. 2015;15:51–6.View ArticleGoogle Scholar
- Lucking TH, Sambale F, Schnaars B, Bulnes-Abundis D, Beutel S, Scheper T. 3D-printed individual labware in biosciences by rapid prototyping: in vitro biocompatibility and applications for eukaryotic cell cultures. Eng Life Sci. 2015;15:57–64.View ArticleGoogle Scholar
- Symes MD, Kitson PJ, Yan J, Richmond CJ, Cooper GJT, Bowman RW, et al. Integrated 3D-printed reactionware for chemical synthesis and analysis. Nat Chem. 2012;4:349–54.View ArticlePubMedGoogle Scholar
- Kitson PJ, Rosnes MH, Sans V, Dragone V, Cronin L. Configurable 3D-Printed millifluidic and microfluidic “lab on a chip” reactionware devices. Lab Chip. 2012;12:3267–71.View ArticlePubMedGoogle Scholar
- Cheung CL, Saber NR. Application of 3D printing in medical simulation and education. In: Farhat WA, Drake J, editors. Bioengineering for surgery: the critical engineer surgeon interface. Cambridge: Elsevier; 2016. pp. 151-66.Google Scholar
- Latawa J, Shukla MR, Saxena PK. An efficient temporary immersion system for micropropagation of hybrid hazelnut. Botany. 2015;94:1–19.View ArticleGoogle Scholar
- Shi WL, Saxena PK, Ragone D, Murch SJ. Mass-propagation and bioreactor-based technologies for germplasm conservation, evaluation and international distribution of breadfruit. Acta Hortic. 2007;757:169–76.View ArticleGoogle Scholar
- Shukla MR, Jones AMP, Sullivan JA, Liu C, Gosling S, Saxena PK. In vitro conservation of American elm (Ulmus americana): potential role of auxin metabolism in sustained plant proliferation. Can J For Res. 2012;42:686–97.View ArticleGoogle Scholar
- Uchendu E, Paliyath G, Brown DCW, Saxena PK. In vitro propagation of North American ginseng (Panax quinquefolius L.). In Vitro Cell Dev Biol Plant. 2011;47:710–8.View ArticleGoogle Scholar
- Jones AMP, Saxena PK, Murch SJ. Elicitation of secondary metabolism in Echinacea purpurea L. by gibberellic acid and triazoles. Eng Life Sci. 2009;9:205–10.View ArticleGoogle Scholar
- Chen C. Fluorescent lighting distribution for plant micropropagation. Biosyst Eng. 2005;90:295–306.View ArticleGoogle Scholar
- Smith RH. Plant tissue culture: techniques and experiments. 3rd ed. San Diego: Elsevier; 2013.Google Scholar
- George EF, Sherrington PD. Plant propagation by tissue culture. Eversley: Exegetics; 1984.Google Scholar
- Razdan MK. Introduction to plant tissue culture. 2nd ed. Plymouth: Science Publishers; 2003.Google Scholar
- Hughes W. In vitro ecology: exogenous factors affecting growth and morphogenesis in plant culture systems. Environ Exp Bot. 1998;21:281–8.View ArticleGoogle Scholar
- Kitaya Y, Fukuda O, Kozai T, Kirdmanee C. Effects of light intensity and lighting direction on the photoautotrophic growth and morphology of potato plantlets in vitro. Sci Hortic. 1995;62:15–24.View ArticleGoogle Scholar
- Nhut DT, Takamura T, Watanabe H, Okamoto K, Tanaka M. Responses of strawberry plantlets cultured in vitro under superbright red and blue light-emitting diodes (LEDs). Plant Cell Tissue Organ Cult. 2003;73:43–52.View ArticleGoogle Scholar
- Navarro C, Teisson C, Côte F, Ganry J. Effects of light intensity and CO2 concentration on growth of banana plants (Musa AAA, cultivar “Petite Naine”) in vitro and subsequent growth following acclimatization. Sci Hortic. 1994;60:41–54.View ArticleGoogle Scholar
- De Capite L. Action of Light and temperature on growth of plant tissue cultures in vitro. Am J Bot. 1955;42:869–73.View ArticleGoogle Scholar
- McCree KJ. The action spectrum, absorptance and quantum yield of photosynthesis in crop plants. Agric Meteorol. 1972;9:191–216.View ArticleGoogle Scholar
- Inada K. Action specta for photosynthesis in higher plants. Plant Cell Physiol. 1976;17:355–65.Google Scholar
- Goins GD, Yorio NC, Sanwo MM, Brown CS. Photomorphogenesis, photosynthesis, and seed yield of wheat plants grown under red light-emitting diodes (LEDs) with and without supplemental blue lighting. J Exp Bot. 1997;48:1407–13.View ArticlePubMedGoogle Scholar
- Kim SJ, Hahn EJ, Heo JW, Paek KY. Effects of LEDs on net photosynthetic rate, growth and leaf stomata of chrysanthemum plantlets in vitro. Sci Hortic. 2004;101:143–51.View ArticleGoogle Scholar
- Sæbø A, Krekling T, Appelgren M. Light quality affects photosynthesis and leaf anatomy of birch plantlets in vitro. Plant Cell Tissue Organ Cult. 1995;41:177–85.View ArticleGoogle Scholar
- Tanaka M, Takamura T, Watanabe H, Endo M, Yanagi T, Okamoto K. In vitro growth of Cymbidium plantlets cultured under superbright red and blue light-emitting diodes (LEDs). J Hortic Sci Biotechnol. 1998;73:39–44.View ArticleGoogle Scholar
- Lian ML, Murthy HN, Paek KY. Effects of light emitting diodes (LEDs) on the in vitro induction and growth of bulblets of Lilium oriental hybrid “Pesaro”. Sci Hortic. 2002;94:365–70.View ArticleGoogle Scholar
- Merkle SA, Montello PM, Xia X, Upchurch BL, Smith DR. Light quality treatments enhance somatic seedling production in three southern pine species. Tree Physiol. 2006;26:187–94.View ArticlePubMedGoogle Scholar
- Miler N, Zalewska M. The influence of light colour on micropropagation of chrysanthemum. Acta Hortic. 2006;725 I:347–50.View ArticleGoogle Scholar
- Lee S-H, Tewari R, Hahn E-J, Paek K-Y. Photon flux density and light quality induce changes in growth, stomatal development, photosynthesis and transpiration of Withania somnifera (L.) Dunal. plantlets. Plant Cell Tissue Organ Cult. 2007;90:141–51.View ArticleGoogle Scholar
- Shin KS, Murthy HN, Heo JW, Hahn EJ, Paek KY. The effect of light quality on the growth and development of in vitro cultured Doritaenopsis plants. Acta Physiol Plant. 2008;30:339–43.View ArticleGoogle Scholar
- Wongnok A, Piluek C, Techasilpitak T, Tantivivat S. Effects of light emitting diodes on micropropagation of Phalaenopsis orchids. Acta Hortic. 2008;788:149–56.View ArticleGoogle Scholar
- Tibbitts TW, Morgan DC, Warrington IJ. Growth of lettuce, spinach, mustard, and wheat plants under four combinations of high-pressure sodium, metal halide, and tungsten halogen lamps at equal PPFD [photosynthetic photon flux density]. Sci: J Am Soc Hortic; 1983.Google Scholar
- Jiang H, Zhang L, Yang H, Chen X, Tong Q. Research on spectral scale effect in the estimation of vegetation leaf chlorophyll content. Guang Pu Xue Yu Guang Pu Fen Xi. 2016;36:169–76.PubMedGoogle Scholar
- Yorio NC, Goins GD, Kagie HR, Wheeler RM, Sager JC. Improving spinach, radish, and lettuce growth under red light-emitting diodes (LEDs) with blue light supplementation. HortScience. 2001;36:380–3.PubMedGoogle Scholar
- Bhojwani S, Razdan M. Plant tissue culture: theory and practice. 5th ed. NY: Elsevier; 1983.Google Scholar
- Gitelson AA, Buschmann C, Lichtenthaler HK. The chlorophyll fluorescence ratio F735/F700 as an accurate measure of the chlorophyll content in plants. Remote Sens Environ. 1999;69:296–302.View ArticleGoogle Scholar