SlideShare une entreprise Scribd logo
1  sur  24
PRESENTATION
ON
HIGH THROUGHPUT PHENOTYPING
ASHISH KUMAR TIWARI (Ph.D)
Deptt. of Genetics and Plant Breeding
Introduction
High throughput phenotyping are fully automated
facilities in greenhouses or growth chambers with
robotics, precise environmental control, and remote
sensing techniques to assess plant growth and
performance.
The Plant Accelerator’s phenotyping capacity, which is
built around the LemnaTec Scanalyzer 3D platform,
consists of four smart houses; these are fully climate-
controlled greenhouses equipped with computer-
controlled conveyor belts carrying up to 600 plants per
room.
• Each smart house is linked to one of two imaging
halls, within which are five imaging chambers.
Cameras in these chambers record images of
plants in a range of different wavelengths, from
far infrared through to UV-fluorescence,
providing a diversity of phenotype information.
• Visible cameras quantify overall plant
morphology, size, colour, shoot mass and other
physical characteristics, near infra-red cameras
detect water content of the leaves and soil, far
infra-red provides information about leaf
temperature and transpiration rate, and UV
lighting detects chlorophyll.
The various parameters are measure includes
• Leaf area,
• Leaf colour,
• Leaf angle
• Leaf rolling,
• Leaf elongation,
• Chlorophyll content,
• Stem diameter,
• Plant height/width,
• Stress pigment concentration,
• Tip burn,
• Internode length,
• Seed number,
• Seed size,
• Tiller number,
• Flowering time,
• Germination time etc.
Steps involved in phenotyping
• Plant phenotyping system focusing in the
different stage of the plant.
• It has the capability to image plants in a
greenhouse by automatically moving plants.
• Positioning them in front of a stereoscopic
camera.
• Proprietary software analyzes the images to
extract phenotypic-related information.
Scanning in different wavelength and
modes
1. Scanning by visible light (RGB)
• High-resolution colour images for comprehensive
morphological and growth phenotyping. Under reproducible
illumination conditions provide the best basis for
comprehensive phenotyping. High-resolution colour images
taken from the top and several sides.
3.IR infrared light
With infrared light, high-throughput 3-D imaging systems provide a
unique chance to quantify temperature differences (e. g. within leaves and
between plants).
3) Fluorescence Imaging
Chlorophyll Fluorescence
• The light energy absorbed by green plants meets one of the following three fates:
(1) One part of this energy is used for electron transport and carbon assimilation
(photochemical quenching).
(2) Another fraction of the incident light energy is dissipated as heat via the
xanthophyll cycle (non-photochemical quenching).
(3) Finally, the remainder of light energy is emitted as fluorescence.
Fv/Fm intervals during several stages of symptom development in bean plants .
4.NIR / RGB
Near-infrared (NIR) cameras study water content and
movement in leaves and soil.
They use light in the NIR region of the spectrum (900–1550 μm)
Plants are grown in clear pots so
roots can be photographed while
the plant is growing.
Soil NIR measurements are used
to calculate:
• how much water the roots remove from
the soil.
• where and how much water the plant is
using.
• Far infrared (FIR) imaging
Cooler plants have better root systems and take up
more water.
Magnetic resonance imaging (MRI)
Magnetic resonance imaging (MRI) is
used to study plant roots.
• MRI uses a magnetic field and
radio waves to take images of
roots.
• MRI allows the 3D geometry
of roots to be viewed just as if
the plant was growing in the
soil.
Three-dimensional (3D) imaging
Digital photos of the top and sides of plants are combined into
a 3D image.
Measurements that can be taken using a 3D image include:
• shoot mass
• leaf number, shape and angle
• leaf colour
• leaf health.
Image Analysis software
LemnaGrid-
The image analysis grids combine efficient development in a graphic
interface with excellent surveys on image analysis.
LemnaMiner-
By correlating image analysis data with other experimental data the
results are transformed into biologically relevant information for
subsequent statistical analysis.
LemnaLauncher-
Universal interface for machine / analysis / database management of
all Scanalyzer systems.
LemnaControl-
Control center for imaging and plant / data handling, robots and
greenhouse logistics.
LemnaBase-
Data handling medium offering consistent and adequate
data storage of up to 20 terabyte.
LemnaShare-
Supervised exchange platform for LemnaTec image analysis
Agrids.
LemnaCount-
Image and data analysis tool for standardised counting and
measurement applications.
LemnaTrack-
Image and data analysis portfolio to identify small organism
behaviour and mobility.
IRGA –
Uptake of CO2 can be measured with the means of an IRGA
(Infra-Red Gas Analyzer) which can compare the CO2
concentration in gas passing into a chamber surrounding a
leaf/plant and the CO2 leaving the chamber. The first hand
held photosynthesis measuring device was launched in
1992.
Mini Plant Photosynthesis Meter
The new miniPPM is the third generation of our plant
photosynthesis meter. It features the latest innovations in optics
and electronics and is based on a new, advanced measuring
concept. Electronics innovation and smaller components made it
possible to design an entirely new device, much smaller and
lighter in weight than previous versions, without compromising
on quality and accuracy. Yet the instrument is simple in
operation: just press the button and a photosynthesis
measurement is completed within a second. Laboratory tests
show excellent properties. Measurements are stable and
reproducible.
Canopy sensor:-
Chlorophyll concentrations have been measured nondestructively
by absorbance methods. A commonly used absorbance chlorophyll
meter is the Minolta SPAD-502 meter . Monje and Bugbee (1992)
conducted an experiment in which the dual-wave SPAD-502
chlorophyll meter was tested against a custom-built single-wave meter
and then destructive colorimetric measurement was performed to find
in vitro chlorophyll concentration to compare the absorbance
measurements.
Infrared Thermometer-
Infrared thermometers use for monitoring evapotranspiration
rates in crops (Stone and Horton, 1974) and in the observation of daily
crop temperatures (Blad and Rosenberg, 1976). Leaf and canopy
temperatures have been fast and easy to measure with infrared
thermometers and have been related to plant water stress.
Application
Plant Phenotyping & Functional Genomics
Non-destructive, multispectral plant imaging and
comprehensive control of water evaporation/supply allow optimal
assessment of GxE impact on phenotypes under stress or natural
field conditions.
Breeding of new Traits
Quantitative phenotype assessment of seed
collections/crossing programmes guarantees fast data access, even
with complex traits such as drought tolerance.
High Content & High Throughput Screening
Multi-parameter assessment of a wide range of
organisms and assay types across thousands of samples provides a
reliable basis for agrochemical/pharmaceutical screening.
Life Science Research & Drug Discovery
Assessment of small organisms
(nematodes, fish eggs, parasites) and cell cultures
– new prospects for the screening of active
ingredients and pharmacological key structures.
Quality Control
All Scanalyzer hard- and software
modules can be customised to target most quality
control solutions in agricultural or pharmaceutical
applications.
• Advantages-
• Interconnected breeding and trait validation process.
• The development of information and data storage technologies,
providing suitable tools for the analysis of complex structures of
plants.
• The need to accelerate breeding.
• The impossibility for individual breeders and senior research experts
to acquire all important data themselves, in order to keep in control of
subjectivity effects.
• To quantify more complex traits.
• The necessity to spot increasingly smaller differences.
• Disadvantages
• High developmental cost.
• For Image analysis and data interpretation well trained person required.
High throughput phenotyping

Contenu connexe

Tendances

Phenomics in crop improvement
Phenomics in crop  improvementPhenomics in crop  improvement
Phenomics in crop improvementsukruthaa
 
Allele mining, tilling and eco tilling
Allele mining, tilling and eco tillingAllele mining, tilling and eco tilling
Allele mining, tilling and eco tillingkundan Jadhao
 
SPEED BREEDING AND ITS IMPLICATIONS IN CROP IMPROVEMENT
SPEED BREEDING AND ITS IMPLICATIONS IN CROP IMPROVEMENTSPEED BREEDING AND ITS IMPLICATIONS IN CROP IMPROVEMENT
SPEED BREEDING AND ITS IMPLICATIONS IN CROP IMPROVEMENTRonikaThakur
 
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...CIMMYT
 
Affordable field high-throughput phenotyping - some tips
Affordable field high-throughput phenotyping - some tipsAffordable field high-throughput phenotyping - some tips
Affordable field high-throughput phenotyping - some tipsCIMMYT
 
Plant Phenotyping, a new scientific discipline to quantify plant traits
Plant Phenotyping, a new scientific discipline to quantify plant traitsPlant Phenotyping, a new scientific discipline to quantify plant traits
Plant Phenotyping, a new scientific discipline to quantify plant traitsNetNexusBrasil
 
MARKER ASSISTED BACKCROSS BREEDING
MARKER ASSISTED BACKCROSS BREEDINGMARKER ASSISTED BACKCROSS BREEDING
MARKER ASSISTED BACKCROSS BREEDINGsandeshGM
 
Speed breeding presentation
Speed breeding presentationSpeed breeding presentation
Speed breeding presentationCharles Wesly
 
Allele mining in crop improvement
Allele mining in crop improvementAllele mining in crop improvement
Allele mining in crop improvementGAYATRI KUMAWAT
 
Speed Breeding and its implications in crop improvement
Speed Breeding and its implications in crop improvementSpeed Breeding and its implications in crop improvement
Speed Breeding and its implications in crop improvementANILKUMARDASH2
 
Ammi model for stability analysis
Ammi model for stability analysisAmmi model for stability analysis
Ammi model for stability analysisBalaji Thorat
 
Smart breeding final
Smart breeding finalSmart breeding final
Smart breeding finalPavan R
 
Plant exploration, germplasm collection, conservation and utilization
Plant exploration, germplasm collection, conservation and utilizationPlant exploration, germplasm collection, conservation and utilization
Plant exploration, germplasm collection, conservation and utilizationSyed Zahid Hasan
 
Genomics Assisted Breeding for Resilient Rice: Progress and Prospects
Genomics Assisted Breeding for Resilient Rice: Progress and ProspectsGenomics Assisted Breeding for Resilient Rice: Progress and Prospects
Genomics Assisted Breeding for Resilient Rice: Progress and ProspectsSenthil Natesan
 
Precision Breeding in Plants
Precision Breeding in PlantsPrecision Breeding in Plants
Precision Breeding in Plantsdarshana patra
 
Heterosis Breeding in Rice
Heterosis Breeding in  Rice Heterosis Breeding in  Rice
Heterosis Breeding in Rice Dinesh Yadav
 

Tendances (20)

Phenomics in crop improvement
Phenomics in crop  improvementPhenomics in crop  improvement
Phenomics in crop improvement
 
Omics in crop improvement
Omics in crop improvementOmics in crop improvement
Omics in crop improvement
 
Allele mining, tilling and eco tilling
Allele mining, tilling and eco tillingAllele mining, tilling and eco tilling
Allele mining, tilling and eco tilling
 
SPEED BREEDING AND ITS IMPLICATIONS IN CROP IMPROVEMENT
SPEED BREEDING AND ITS IMPLICATIONS IN CROP IMPROVEMENTSPEED BREEDING AND ITS IMPLICATIONS IN CROP IMPROVEMENT
SPEED BREEDING AND ITS IMPLICATIONS IN CROP IMPROVEMENT
 
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
 
Affordable field high-throughput phenotyping - some tips
Affordable field high-throughput phenotyping - some tipsAffordable field high-throughput phenotyping - some tips
Affordable field high-throughput phenotyping - some tips
 
Credit seminar
Credit seminarCredit seminar
Credit seminar
 
Plant Phenotyping, a new scientific discipline to quantify plant traits
Plant Phenotyping, a new scientific discipline to quantify plant traitsPlant Phenotyping, a new scientific discipline to quantify plant traits
Plant Phenotyping, a new scientific discipline to quantify plant traits
 
MARKER ASSISTED BACKCROSS BREEDING
MARKER ASSISTED BACKCROSS BREEDINGMARKER ASSISTED BACKCROSS BREEDING
MARKER ASSISTED BACKCROSS BREEDING
 
Speed breeding presentation
Speed breeding presentationSpeed breeding presentation
Speed breeding presentation
 
Allele mining in crop improvement
Allele mining in crop improvementAllele mining in crop improvement
Allele mining in crop improvement
 
Speed Breeding and its implications in crop improvement
Speed Breeding and its implications in crop improvementSpeed Breeding and its implications in crop improvement
Speed Breeding and its implications in crop improvement
 
Rapid Generation Advance
Rapid Generation AdvanceRapid Generation Advance
Rapid Generation Advance
 
Ammi model for stability analysis
Ammi model for stability analysisAmmi model for stability analysis
Ammi model for stability analysis
 
Smart breeding final
Smart breeding finalSmart breeding final
Smart breeding final
 
Plant exploration, germplasm collection, conservation and utilization
Plant exploration, germplasm collection, conservation and utilizationPlant exploration, germplasm collection, conservation and utilization
Plant exploration, germplasm collection, conservation and utilization
 
Genomics Assisted Breeding for Resilient Rice: Progress and Prospects
Genomics Assisted Breeding for Resilient Rice: Progress and ProspectsGenomics Assisted Breeding for Resilient Rice: Progress and Prospects
Genomics Assisted Breeding for Resilient Rice: Progress and Prospects
 
Precision Breeding in Plants
Precision Breeding in PlantsPrecision Breeding in Plants
Precision Breeding in Plants
 
TILLING & ECO-TILLING
TILLING & ECO-TILLINGTILLING & ECO-TILLING
TILLING & ECO-TILLING
 
Heterosis Breeding in Rice
Heterosis Breeding in  Rice Heterosis Breeding in  Rice
Heterosis Breeding in Rice
 

Similaire à High throughput phenotyping

Remote Sensing - A tool of plant disease management
Remote Sensing - A tool of plant disease managementRemote Sensing - A tool of plant disease management
Remote Sensing - A tool of plant disease managementAnand Choudhary
 
Prince Kr. Gupta "Role of Phenomics in Plant Pathology"
Prince Kr. Gupta "Role of Phenomics  in Plant Pathology"Prince Kr. Gupta "Role of Phenomics  in Plant Pathology"
Prince Kr. Gupta "Role of Phenomics in Plant Pathology"PRINCE GUPTA
 
Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...
Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...
Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...Hari Hariharasudhan
 
Application Of Nirs In Feed Industry
Application Of Nirs In Feed IndustryApplication Of Nirs In Feed Industry
Application Of Nirs In Feed IndustryFerosekhan Shajahan
 
Application Of NIRS In Feed Industry
Application Of NIRS In Feed IndustryApplication Of NIRS In Feed Industry
Application Of NIRS In Feed Industryguest06ad101
 
PLANT HEALTH MONITORING DRONE
PLANT HEALTH MONITORING DRONEPLANT HEALTH MONITORING DRONE
PLANT HEALTH MONITORING DRONESAROOTHB
 
Advances in Instrumentation for Micrometeorological Studies
Advances in Instrumentation for Micrometeorological StudiesAdvances in Instrumentation for Micrometeorological Studies
Advances in Instrumentation for Micrometeorological StudiesAbhilash Singh Chauhan
 
PS_phenodays_2012.pdf
PS_phenodays_2012.pdfPS_phenodays_2012.pdf
PS_phenodays_2012.pdftachet
 
DOCTORAL SEMINAR on remote sensing in Agriculture
DOCTORAL SEMINAR on remote sensing  in AgricultureDOCTORAL SEMINAR on remote sensing  in Agriculture
DOCTORAL SEMINAR on remote sensing in AgricultureAmanDohre
 
Recent advances on application of remote sensing in fruit production of imp...
Recent advances on  application of remote sensing  in fruit production of imp...Recent advances on  application of remote sensing  in fruit production of imp...
Recent advances on application of remote sensing in fruit production of imp...AmanDohre
 
Crop discrimination and yield monitoring
Crop discrimination and yield monitoringCrop discrimination and yield monitoring
Crop discrimination and yield monitoringLokesh Kumar Jain
 
Poster lettuce IPAP 2018.pdf
Poster lettuce IPAP 2018.pdfPoster lettuce IPAP 2018.pdf
Poster lettuce IPAP 2018.pdftachet
 
Poster_Vienna_barley.pdf
Poster_Vienna_barley.pdfPoster_Vienna_barley.pdf
Poster_Vienna_barley.pdftachet
 
An evaluation of machine learning algorithms coupled to an electronic olfact...
An evaluation of machine learning algorithms coupled to an  electronic olfact...An evaluation of machine learning algorithms coupled to an  electronic olfact...
An evaluation of machine learning algorithms coupled to an electronic olfact...IJECEIAES
 
A Review of Image Processing Software Techniques for Early Detection of Plant...
A Review of Image Processing Software Techniques for Early Detection of Plant...A Review of Image Processing Software Techniques for Early Detection of Plant...
A Review of Image Processing Software Techniques for Early Detection of Plant...Editor IJCATR
 
NIR in Leaf Chlorophyll Concentration Estimation
NIR in Leaf Chlorophyll Concentration EstimationNIR in Leaf Chlorophyll Concentration Estimation
NIR in Leaf Chlorophyll Concentration EstimationIRJET Journal
 

Similaire à High throughput phenotyping (20)

Remote Sensing - A tool of plant disease management
Remote Sensing - A tool of plant disease managementRemote Sensing - A tool of plant disease management
Remote Sensing - A tool of plant disease management
 
Prince Kr. Gupta "Role of Phenomics in Plant Pathology"
Prince Kr. Gupta "Role of Phenomics  in Plant Pathology"Prince Kr. Gupta "Role of Phenomics  in Plant Pathology"
Prince Kr. Gupta "Role of Phenomics in Plant Pathology"
 
Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...
Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...
Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...
 
Application Of Nirs In Feed Industry
Application Of Nirs In Feed IndustryApplication Of Nirs In Feed Industry
Application Of Nirs In Feed Industry
 
Application Of NIRS In Feed Industry
Application Of NIRS In Feed IndustryApplication Of NIRS In Feed Industry
Application Of NIRS In Feed Industry
 
PLANT HEALTH MONITORING DRONE
PLANT HEALTH MONITORING DRONEPLANT HEALTH MONITORING DRONE
PLANT HEALTH MONITORING DRONE
 
Advances in Instrumentation for Micrometeorological Studies
Advances in Instrumentation for Micrometeorological StudiesAdvances in Instrumentation for Micrometeorological Studies
Advances in Instrumentation for Micrometeorological Studies
 
Bm4301360363
Bm4301360363Bm4301360363
Bm4301360363
 
PS_phenodays_2012.pdf
PS_phenodays_2012.pdfPS_phenodays_2012.pdf
PS_phenodays_2012.pdf
 
DOCTORAL SEMINAR on remote sensing in Agriculture
DOCTORAL SEMINAR on remote sensing  in AgricultureDOCTORAL SEMINAR on remote sensing  in Agriculture
DOCTORAL SEMINAR on remote sensing in Agriculture
 
Recent advances on application of remote sensing in fruit production of imp...
Recent advances on  application of remote sensing  in fruit production of imp...Recent advances on  application of remote sensing  in fruit production of imp...
Recent advances on application of remote sensing in fruit production of imp...
 
Nir meat milk
Nir meat milkNir meat milk
Nir meat milk
 
Crop discrimination and yield monitoring
Crop discrimination and yield monitoringCrop discrimination and yield monitoring
Crop discrimination and yield monitoring
 
Poster lettuce IPAP 2018.pdf
Poster lettuce IPAP 2018.pdfPoster lettuce IPAP 2018.pdf
Poster lettuce IPAP 2018.pdf
 
Poster_Vienna_barley.pdf
Poster_Vienna_barley.pdfPoster_Vienna_barley.pdf
Poster_Vienna_barley.pdf
 
An evaluation of machine learning algorithms coupled to an electronic olfact...
An evaluation of machine learning algorithms coupled to an  electronic olfact...An evaluation of machine learning algorithms coupled to an  electronic olfact...
An evaluation of machine learning algorithms coupled to an electronic olfact...
 
A Review of Image Processing Software Techniques for Early Detection of Plant...
A Review of Image Processing Software Techniques for Early Detection of Plant...A Review of Image Processing Software Techniques for Early Detection of Plant...
A Review of Image Processing Software Techniques for Early Detection of Plant...
 
FTIR - PDF.pdf
FTIR - PDF.pdfFTIR - PDF.pdf
FTIR - PDF.pdf
 
Gritta ftir
Gritta ftirGritta ftir
Gritta ftir
 
NIR in Leaf Chlorophyll Concentration Estimation
NIR in Leaf Chlorophyll Concentration EstimationNIR in Leaf Chlorophyll Concentration Estimation
NIR in Leaf Chlorophyll Concentration Estimation
 

Dernier

(Call Girls) in Lucknow Real photos of Female Escorts 👩🏼‍❤️‍💋‍👩🏻 8923113531 ➝...
(Call Girls) in Lucknow Real photos of Female Escorts 👩🏼‍❤️‍💋‍👩🏻 8923113531 ➝...(Call Girls) in Lucknow Real photos of Female Escorts 👩🏼‍❤️‍💋‍👩🏻 8923113531 ➝...
(Call Girls) in Lucknow Real photos of Female Escorts 👩🏼‍❤️‍💋‍👩🏻 8923113531 ➝...gurkirankumar98700
 
Delhi Call Girls In Atta Market 9711199012 Book Your One night Stand Call Girls
Delhi Call Girls In Atta Market 9711199012 Book Your One night Stand Call GirlsDelhi Call Girls In Atta Market 9711199012 Book Your One night Stand Call Girls
Delhi Call Girls In Atta Market 9711199012 Book Your One night Stand Call Girlsshivangimorya083
 
Get To Know About "Lauren Prophet-Bryant''
Get To Know About "Lauren Prophet-Bryant''Get To Know About "Lauren Prophet-Bryant''
Get To Know About "Lauren Prophet-Bryant''Lauren Prophet-Bryant
 
女王大学硕士毕业证成绩单(加急办理)认证海外毕业证
女王大学硕士毕业证成绩单(加急办理)认证海外毕业证女王大学硕士毕业证成绩单(加急办理)认证海外毕业证
女王大学硕士毕业证成绩单(加急办理)认证海外毕业证obuhobo
 
Internship Report].pdf iiwmoosmsosmshkssmk
Internship Report].pdf iiwmoosmsosmshkssmkInternship Report].pdf iiwmoosmsosmshkssmk
Internship Report].pdf iiwmoosmsosmshkssmkSujalTamhane
 
reStartEvents 5:9 DC metro & Beyond V-Career Fair Employer Directory.pdf
reStartEvents 5:9 DC metro & Beyond V-Career Fair Employer Directory.pdfreStartEvents 5:9 DC metro & Beyond V-Career Fair Employer Directory.pdf
reStartEvents 5:9 DC metro & Beyond V-Career Fair Employer Directory.pdfKen Fuller
 
CALL ON ➥8923113531 🔝Call Girls Husainganj Lucknow best Female service 🧳
CALL ON ➥8923113531 🔝Call Girls Husainganj Lucknow best Female service  🧳CALL ON ➥8923113531 🔝Call Girls Husainganj Lucknow best Female service  🧳
CALL ON ➥8923113531 🔝Call Girls Husainganj Lucknow best Female service 🧳anilsa9823
 
Delhi Call Girls Preet Vihar 9711199171 ☎✔👌✔ Whatsapp Body to body massage wi...
Delhi Call Girls Preet Vihar 9711199171 ☎✔👌✔ Whatsapp Body to body massage wi...Delhi Call Girls Preet Vihar 9711199171 ☎✔👌✔ Whatsapp Body to body massage wi...
Delhi Call Girls Preet Vihar 9711199171 ☎✔👌✔ Whatsapp Body to body massage wi...shivangimorya083
 
Production Day 1.pptxjvjbvbcbcb bj bvcbj
Production Day 1.pptxjvjbvbcbcb bj bvcbjProduction Day 1.pptxjvjbvbcbcb bj bvcbj
Production Day 1.pptxjvjbvbcbcb bj bvcbjLewisJB
 
Nandini Layout Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
Nandini Layout Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...Nandini Layout Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
Nandini Layout Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...amitlee9823
 
Zeeman Effect normal and Anomalous zeeman effect
Zeeman Effect normal and Anomalous zeeman effectZeeman Effect normal and Anomalous zeeman effect
Zeeman Effect normal and Anomalous zeeman effectPriyanshuRawat56
 
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual serviceanilsa9823
 
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Resumes, Cover Letters, and Applying Online
Resumes, Cover Letters, and Applying OnlineResumes, Cover Letters, and Applying Online
Resumes, Cover Letters, and Applying OnlineBruce Bennett
 
Virgin Call Girls Delhi Service-oriented sexy call girls ☞ 9899900591 ☜ Rita ...
Virgin Call Girls Delhi Service-oriented sexy call girls ☞ 9899900591 ☜ Rita ...Virgin Call Girls Delhi Service-oriented sexy call girls ☞ 9899900591 ☜ Rita ...
Virgin Call Girls Delhi Service-oriented sexy call girls ☞ 9899900591 ☜ Rita ...poojakaurpk09
 
Delhi Call Girls Munirka 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Munirka 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Munirka 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Munirka 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
内布拉斯加大学林肯分校毕业证录取书( 退学 )学位证书硕士
内布拉斯加大学林肯分校毕业证录取书( 退学 )学位证书硕士内布拉斯加大学林肯分校毕业证录取书( 退学 )学位证书硕士
内布拉斯加大学林肯分校毕业证录取书( 退学 )学位证书硕士obuhobo
 
Dark Dubai Call Girls O525547819 Skin Call Girls Dubai
Dark Dubai Call Girls O525547819 Skin Call Girls DubaiDark Dubai Call Girls O525547819 Skin Call Girls Dubai
Dark Dubai Call Girls O525547819 Skin Call Girls Dubaikojalkojal131
 
CFO_SB_Career History_Multi Sector Experience
CFO_SB_Career History_Multi Sector ExperienceCFO_SB_Career History_Multi Sector Experience
CFO_SB_Career History_Multi Sector ExperienceSanjay Bokadia
 
Vip Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
Vip  Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...Vip  Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
Vip Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...shivangimorya083
 

Dernier (20)

(Call Girls) in Lucknow Real photos of Female Escorts 👩🏼‍❤️‍💋‍👩🏻 8923113531 ➝...
(Call Girls) in Lucknow Real photos of Female Escorts 👩🏼‍❤️‍💋‍👩🏻 8923113531 ➝...(Call Girls) in Lucknow Real photos of Female Escorts 👩🏼‍❤️‍💋‍👩🏻 8923113531 ➝...
(Call Girls) in Lucknow Real photos of Female Escorts 👩🏼‍❤️‍💋‍👩🏻 8923113531 ➝...
 
Delhi Call Girls In Atta Market 9711199012 Book Your One night Stand Call Girls
Delhi Call Girls In Atta Market 9711199012 Book Your One night Stand Call GirlsDelhi Call Girls In Atta Market 9711199012 Book Your One night Stand Call Girls
Delhi Call Girls In Atta Market 9711199012 Book Your One night Stand Call Girls
 
Get To Know About "Lauren Prophet-Bryant''
Get To Know About "Lauren Prophet-Bryant''Get To Know About "Lauren Prophet-Bryant''
Get To Know About "Lauren Prophet-Bryant''
 
女王大学硕士毕业证成绩单(加急办理)认证海外毕业证
女王大学硕士毕业证成绩单(加急办理)认证海外毕业证女王大学硕士毕业证成绩单(加急办理)认证海外毕业证
女王大学硕士毕业证成绩单(加急办理)认证海外毕业证
 
Internship Report].pdf iiwmoosmsosmshkssmk
Internship Report].pdf iiwmoosmsosmshkssmkInternship Report].pdf iiwmoosmsosmshkssmk
Internship Report].pdf iiwmoosmsosmshkssmk
 
reStartEvents 5:9 DC metro & Beyond V-Career Fair Employer Directory.pdf
reStartEvents 5:9 DC metro & Beyond V-Career Fair Employer Directory.pdfreStartEvents 5:9 DC metro & Beyond V-Career Fair Employer Directory.pdf
reStartEvents 5:9 DC metro & Beyond V-Career Fair Employer Directory.pdf
 
CALL ON ➥8923113531 🔝Call Girls Husainganj Lucknow best Female service 🧳
CALL ON ➥8923113531 🔝Call Girls Husainganj Lucknow best Female service  🧳CALL ON ➥8923113531 🔝Call Girls Husainganj Lucknow best Female service  🧳
CALL ON ➥8923113531 🔝Call Girls Husainganj Lucknow best Female service 🧳
 
Delhi Call Girls Preet Vihar 9711199171 ☎✔👌✔ Whatsapp Body to body massage wi...
Delhi Call Girls Preet Vihar 9711199171 ☎✔👌✔ Whatsapp Body to body massage wi...Delhi Call Girls Preet Vihar 9711199171 ☎✔👌✔ Whatsapp Body to body massage wi...
Delhi Call Girls Preet Vihar 9711199171 ☎✔👌✔ Whatsapp Body to body massage wi...
 
Production Day 1.pptxjvjbvbcbcb bj bvcbj
Production Day 1.pptxjvjbvbcbcb bj bvcbjProduction Day 1.pptxjvjbvbcbcb bj bvcbj
Production Day 1.pptxjvjbvbcbcb bj bvcbj
 
Nandini Layout Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
Nandini Layout Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...Nandini Layout Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
Nandini Layout Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
 
Zeeman Effect normal and Anomalous zeeman effect
Zeeman Effect normal and Anomalous zeeman effectZeeman Effect normal and Anomalous zeeman effect
Zeeman Effect normal and Anomalous zeeman effect
 
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
 
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Resumes, Cover Letters, and Applying Online
Resumes, Cover Letters, and Applying OnlineResumes, Cover Letters, and Applying Online
Resumes, Cover Letters, and Applying Online
 
Virgin Call Girls Delhi Service-oriented sexy call girls ☞ 9899900591 ☜ Rita ...
Virgin Call Girls Delhi Service-oriented sexy call girls ☞ 9899900591 ☜ Rita ...Virgin Call Girls Delhi Service-oriented sexy call girls ☞ 9899900591 ☜ Rita ...
Virgin Call Girls Delhi Service-oriented sexy call girls ☞ 9899900591 ☜ Rita ...
 
Delhi Call Girls Munirka 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Munirka 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Munirka 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Munirka 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
内布拉斯加大学林肯分校毕业证录取书( 退学 )学位证书硕士
内布拉斯加大学林肯分校毕业证录取书( 退学 )学位证书硕士内布拉斯加大学林肯分校毕业证录取书( 退学 )学位证书硕士
内布拉斯加大学林肯分校毕业证录取书( 退学 )学位证书硕士
 
Dark Dubai Call Girls O525547819 Skin Call Girls Dubai
Dark Dubai Call Girls O525547819 Skin Call Girls DubaiDark Dubai Call Girls O525547819 Skin Call Girls Dubai
Dark Dubai Call Girls O525547819 Skin Call Girls Dubai
 
CFO_SB_Career History_Multi Sector Experience
CFO_SB_Career History_Multi Sector ExperienceCFO_SB_Career History_Multi Sector Experience
CFO_SB_Career History_Multi Sector Experience
 
Vip Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
Vip  Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...Vip  Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
Vip Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
 

High throughput phenotyping

  • 1. PRESENTATION ON HIGH THROUGHPUT PHENOTYPING ASHISH KUMAR TIWARI (Ph.D) Deptt. of Genetics and Plant Breeding
  • 3. High throughput phenotyping are fully automated facilities in greenhouses or growth chambers with robotics, precise environmental control, and remote sensing techniques to assess plant growth and performance. The Plant Accelerator’s phenotyping capacity, which is built around the LemnaTec Scanalyzer 3D platform, consists of four smart houses; these are fully climate- controlled greenhouses equipped with computer- controlled conveyor belts carrying up to 600 plants per room.
  • 4. • Each smart house is linked to one of two imaging halls, within which are five imaging chambers. Cameras in these chambers record images of plants in a range of different wavelengths, from far infrared through to UV-fluorescence, providing a diversity of phenotype information. • Visible cameras quantify overall plant morphology, size, colour, shoot mass and other physical characteristics, near infra-red cameras detect water content of the leaves and soil, far infra-red provides information about leaf temperature and transpiration rate, and UV lighting detects chlorophyll.
  • 5. The various parameters are measure includes • Leaf area, • Leaf colour, • Leaf angle • Leaf rolling, • Leaf elongation, • Chlorophyll content, • Stem diameter, • Plant height/width, • Stress pigment concentration, • Tip burn, • Internode length, • Seed number, • Seed size, • Tiller number, • Flowering time, • Germination time etc.
  • 6. Steps involved in phenotyping • Plant phenotyping system focusing in the different stage of the plant. • It has the capability to image plants in a greenhouse by automatically moving plants. • Positioning them in front of a stereoscopic camera. • Proprietary software analyzes the images to extract phenotypic-related information.
  • 7.
  • 8. Scanning in different wavelength and modes 1. Scanning by visible light (RGB) • High-resolution colour images for comprehensive morphological and growth phenotyping. Under reproducible illumination conditions provide the best basis for comprehensive phenotyping. High-resolution colour images taken from the top and several sides.
  • 9. 3.IR infrared light With infrared light, high-throughput 3-D imaging systems provide a unique chance to quantify temperature differences (e. g. within leaves and between plants).
  • 10. 3) Fluorescence Imaging Chlorophyll Fluorescence • The light energy absorbed by green plants meets one of the following three fates: (1) One part of this energy is used for electron transport and carbon assimilation (photochemical quenching). (2) Another fraction of the incident light energy is dissipated as heat via the xanthophyll cycle (non-photochemical quenching). (3) Finally, the remainder of light energy is emitted as fluorescence. Fv/Fm intervals during several stages of symptom development in bean plants .
  • 11. 4.NIR / RGB Near-infrared (NIR) cameras study water content and movement in leaves and soil. They use light in the NIR region of the spectrum (900–1550 μm) Plants are grown in clear pots so roots can be photographed while the plant is growing. Soil NIR measurements are used to calculate: • how much water the roots remove from the soil. • where and how much water the plant is using.
  • 12. • Far infrared (FIR) imaging Cooler plants have better root systems and take up more water.
  • 13. Magnetic resonance imaging (MRI) Magnetic resonance imaging (MRI) is used to study plant roots. • MRI uses a magnetic field and radio waves to take images of roots. • MRI allows the 3D geometry of roots to be viewed just as if the plant was growing in the soil.
  • 14. Three-dimensional (3D) imaging Digital photos of the top and sides of plants are combined into a 3D image. Measurements that can be taken using a 3D image include: • shoot mass • leaf number, shape and angle • leaf colour • leaf health.
  • 15. Image Analysis software LemnaGrid- The image analysis grids combine efficient development in a graphic interface with excellent surveys on image analysis. LemnaMiner- By correlating image analysis data with other experimental data the results are transformed into biologically relevant information for subsequent statistical analysis. LemnaLauncher- Universal interface for machine / analysis / database management of all Scanalyzer systems. LemnaControl- Control center for imaging and plant / data handling, robots and greenhouse logistics.
  • 16. LemnaBase- Data handling medium offering consistent and adequate data storage of up to 20 terabyte. LemnaShare- Supervised exchange platform for LemnaTec image analysis Agrids. LemnaCount- Image and data analysis tool for standardised counting and measurement applications. LemnaTrack- Image and data analysis portfolio to identify small organism behaviour and mobility.
  • 17. IRGA – Uptake of CO2 can be measured with the means of an IRGA (Infra-Red Gas Analyzer) which can compare the CO2 concentration in gas passing into a chamber surrounding a leaf/plant and the CO2 leaving the chamber. The first hand held photosynthesis measuring device was launched in 1992.
  • 18. Mini Plant Photosynthesis Meter The new miniPPM is the third generation of our plant photosynthesis meter. It features the latest innovations in optics and electronics and is based on a new, advanced measuring concept. Electronics innovation and smaller components made it possible to design an entirely new device, much smaller and lighter in weight than previous versions, without compromising on quality and accuracy. Yet the instrument is simple in operation: just press the button and a photosynthesis measurement is completed within a second. Laboratory tests show excellent properties. Measurements are stable and reproducible.
  • 19. Canopy sensor:- Chlorophyll concentrations have been measured nondestructively by absorbance methods. A commonly used absorbance chlorophyll meter is the Minolta SPAD-502 meter . Monje and Bugbee (1992) conducted an experiment in which the dual-wave SPAD-502 chlorophyll meter was tested against a custom-built single-wave meter and then destructive colorimetric measurement was performed to find in vitro chlorophyll concentration to compare the absorbance measurements.
  • 20. Infrared Thermometer- Infrared thermometers use for monitoring evapotranspiration rates in crops (Stone and Horton, 1974) and in the observation of daily crop temperatures (Blad and Rosenberg, 1976). Leaf and canopy temperatures have been fast and easy to measure with infrared thermometers and have been related to plant water stress.
  • 21. Application Plant Phenotyping & Functional Genomics Non-destructive, multispectral plant imaging and comprehensive control of water evaporation/supply allow optimal assessment of GxE impact on phenotypes under stress or natural field conditions. Breeding of new Traits Quantitative phenotype assessment of seed collections/crossing programmes guarantees fast data access, even with complex traits such as drought tolerance. High Content & High Throughput Screening Multi-parameter assessment of a wide range of organisms and assay types across thousands of samples provides a reliable basis for agrochemical/pharmaceutical screening.
  • 22. Life Science Research & Drug Discovery Assessment of small organisms (nematodes, fish eggs, parasites) and cell cultures – new prospects for the screening of active ingredients and pharmacological key structures. Quality Control All Scanalyzer hard- and software modules can be customised to target most quality control solutions in agricultural or pharmaceutical applications.
  • 23. • Advantages- • Interconnected breeding and trait validation process. • The development of information and data storage technologies, providing suitable tools for the analysis of complex structures of plants. • The need to accelerate breeding. • The impossibility for individual breeders and senior research experts to acquire all important data themselves, in order to keep in control of subjectivity effects. • To quantify more complex traits. • The necessity to spot increasingly smaller differences. • Disadvantages • High developmental cost. • For Image analysis and data interpretation well trained person required.

Notes de l'éditeur

  1. Notes for teachers This MRI image shows the effect of temperature on root growth. Both the growth rate and formation of lateral roots are affected at the lower temperature.