Artificial Intelligence In Microbiology by Dr. Prince C P
Counting microplastic fibres accurately and efficiently
1. Counting and sizing microplastic
fibres, the accurate and easy way
Kunnen, T. H.
Gerber, G.
Coote, M. W.
Moodley, G. K.
Robertson-Andersson, D. V.
University of KwaZulu-Natal, School of Life Science
2. Introduction
• Microplastics defined as being < 5 mm (Hidalgo–Ruz et al., 2012)
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Primary microplastics
Are produced for a
specific purpose (eg.
shower gels, cleansers)
Secondary microplastics
From environmental
degradation (wave
action, UV exposure
etc) of larger plastics
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3. • Global demand for plastic production is not decreasing
• Last estimated at over 311 million tonnes per year (PlasticsEurope, 2015)
• Most common source of secondary microplastics is from your own
household
Introduction contd...
Polyester Lastex
Spandex
Acetate
Rayon
Nylon
Acrylic
Kevlar
Orlon
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8. Introduction contd...
“ Experiments sampling wastewater from domestic washing machines
demonstrated that a single garment can produce > 1900 fibres per wash.”
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For cleaner lakes and archipelago
“… waste water treatment plant ± 500 000
connected persons is estimated to receive
up to 16.9 ton microplastic fibres per
year…”
9. Materials and Methods
3 Weeks later = 0.1276 g
fibres 10 – 50/100 µm long
Ultra–violet (UV) fluorescent polyethylene–terephthalate
(PET) textile (395 nm)
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White LightUV Light
10. Materials and Methods contd...
• Epifluorescent microscope
• Low magnification (20 – 40 x)
• 10 – 12 fields of view taken
• Images analysed with Image Pro Plus (IPP)
• Manual counting and sizing
• Automated counting and sizing
• Length and Width data generation
• Time saving
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26. Materials and Methods contd...
• 5 volunteers
• 50 images of microfibres
• Count Manually
• Length, width and time
recorded
• Automatically using IPP
• Recorded time taken
This is 39 lines of the 270 (14.4%)
27. Figure 1: Average microfibre counts per filter analyzed
0
20
40
60
80
100
120
140
Manual Automated
Microfibres.mussel-1
Methodology
p = 0.9378
Results
38. Conclusion
• Using the designed macro within IPP at segmentation of 27:255
• No difference in number of fibres counted
• No difference in measured lengths
• No difference in calculated widths
• Massive time saving when doing automated analysis
M A
Length
M A
Width
M A
Time
Number of fibres
M A
39. Current and Future Applications
• Automated counting sizing and analysis of fluorescent microplastic fibres
is ongoing research in our lab
• Mussels (Perna perna)
• Sea Urchins (Tripneustes gratilla and Stomopneustes variolaris)
• Mullet
• Successfully been applied to 6 projects on microplastic research
• Future work to look at
• Broaden the scope and range of analysis to “naturally occurring”
environmental microplastics, i.e. non–fluorescent, brown, white etc
• Work out a watershed spit that will enable the differentiation of close
contact fibres
41. References
• Hidalgo–Ruz, V., Gutow, L., Thompson, R.C. & Thiel, M. 2012. Microplastics in the Marine Environment: A Review
of the Methods Used for Identification and Quantification. Environmental Science and Technology. 46. 3060–
3075.
• PlasticsEurope 2015. Plastics – the Facts 2015: An analysis of European plastics production, demand and waste
data. Konigin Astridlaan 59, 1780 Wemmel, Belgium.
Full list of internet references available upon request
Editor's Notes
The microplastics content was 550–681 particles/kg in sea salts, 43–364 particles/kg in lake salts, and 7–204 particles/kg in rock/well salts. In sea salts, fragments and fibers were the prevalent types of particles compared with pellets and sheets. Microplastics measuring less than 200 μm represented the majority of the particles, accounting for 55% of the total microplastics,
The microplastics content was 550–681 particles/kg in sea salts, 43–364 particles/kg in lake salts, and 7–204 particles/kg in rock/well salts. In sea salts, fragments and fibers were the prevalent types of particles compared with pellets and sheets. Microplastics measuring less than 200 μm represented the majority of the particles, accounting for 55% of the total microplastics,