SlideShare a Scribd company logo
1 of 29
Computational Modelling of Receptor
Ligand complex associated to
Fibromyalgia Syndrome
Amit Kumar
amit369@gmail.com
27-05-2015
Outline
Quick Introduction to problem of Fibromyalgia
Motivation
Key players
Our methodological approach
Building Model
Docking
Molecular Dynamics
Results
Conclusion
2
Quick Introduction
3
Motivation
• Fibromyalgia pathogenesis unclear and no biomarkers.
• Observed increase PC(14:0/0:0) and PC(16:0/0:0) in FMS patients
noted using plasma lipidomic analysis approach metabolites.
• These metabolites had Platelet Activating Factor (PAF) like structure.
PAF : a potent phospholipid activator mediator of many leukocyte (White
Blood cell) functions, e.g. inflammation
4
Chemical structure of metabolites: lyso-
phosphocholines ligands
LMGP01050012: PC(14:O/O:O)
2 106 8 124
14
LMGP01050018: PC(16:O/O:O)
142 106 8 124
16
LMGP01020046: PAF (standard)
5
Search for Lipid ligands: Lipidomics Database
6
3D-modelling-Ligands
7
CCCCCCCCCCCCCCCC(=O)OC[C@@H](O)COP([O-])(=O)OCC[N+](C)(C)C
3D modelling: Ligand
8
LMGP01050018: PC(16:O/O:O)
Download 3D file
9
3D modelling: Ligand
Geometry optimisation: Attempt to find
configuration of minimum energy of
molecule
3D modelling: Ligand
Free for academic use
10
3D Modelling PAFr
3D Models for PAFr and ligands
Starting structure:
Theoretical model PDBSum
database: 2b0x (Gui et. al
proteins 2005)
12
3D Modelling for not known structures
DOCKING PAFr-Ligands
GLIDE, GOLD, MOE: Commercial
software
PAFR-Ligand Binding region
Ligands
∆G (Binding free
energy)
PAF -7.O kcal/mol
PC(14:O/O:O) -7.1 kcal/mol
PC(16:O/O:O) -5.1 kcal/mol
Docking Energy
15
Molecular Dynamics: 1
Molecular Dynamics: 2
http://portfolio.scistyle.com/Publication-Quality-Science-Figures17
(1)
(2)
(3)
(4)(5)
Empirical Force Field
equation
⬅️
Non-bonded terms
Bonded terms
Electrostatics
Van der Waals
Molecular Dynamics: 3
18
MD Engine3D
coordinates
Topology
file
Parameter
file
New 3D
coordinates at
different time
intervals
NAMD, AMBER, CHARMM, GROMACS, DLPOLY
TOPOLOGY File
Topology RESI ALA 0.00
GROUP
ATOM N NH1 -0.47 ! |
ATOM HN H 0.31 ! HN-N
ATOM CA CT1 0.07 ! | HB1
ATOM HA HB 0.09 ! | /
GROUP ! HA-CA--CB-HB2
ATOM CB CT3 -0.27 ! | 
ATOM HB1 HA 0.09 ! | HB3
ATOM HB2 HA 0.09 ! O=C
ATOM HB3 HA 0.09 ! |
GROUP !
ATOM C C 0.51
ATOM O O -0.51
BOND CB CA N HN N CA
BOND C CA C +N CA HA CB HB1 CB HB2 CB HB3
DOUBLE O C
IMPR N -C CA HN C CA +N O
DONOR HN N
ACCEPTOR O C
c
ct1
ct3
nh1
PARAMETER File
BONDS
CT3 CT1 222.00 1.538
CT3 HA 322 1.1
CE1 CE1 440.000 1.3400
ANGLE
CT3 CT1 HB 30.000 110.00
CT3 CT1 C 48.00 123.50
HA CT3 CT1 32.00 112.20
NH1 CT1 HB 23.00 118.00
DIHEDRAL
CT3 CT1 C O O.2 1 180.0
HA CT3 CT1 NH1 0.5 2 180.0
c
ct1
ct3
ha
hb
nh1
o
Mimicking Biological membrane
Insertion of PAFr-ligand
complex into the membrane
⬅️
➡️
Start with a relaxed
membrane-water system
Movies
RMSD Analysis: LIGAND
Measure of the deviation between the
atoms (usually the backbone atoms)
with respect to starting structure
RMSD helix
Gui. et. al found large deviation of Helix 3 and Helix 6: Related to PAFr activation
Hydrogen Bond interactions
Binding Free Energy Calculation
MM-PBSA: Molecular Mechanics- Poisson
Bolzmann Surface Area
Gsolv = EPB/EGB + ECAVITY
EPB/EGB = the electrostatic contribution to the free
energy calculated by PB or GB
ECAVITY = nonpolar contribution to the solvation
free energy calculated by an empirical model. 26
Interaction Picture
Conclusions
PC(14:0/0:0) and PC(16:0/0:0) ligands are slightly more flexible than PAF, but
overall similar binding energy ~11 kcal/mol to PAFR.
RMSD variations in key intra-membrane domains smaller than in another MD investigation,
but show signals of a conformational change upon binding, which on turn could be linked to
receptor activation.
with PAF-like function, could role in the clinical manifestation of FMS.
New disease biomarkers and therapeutic targets in Fibromyalgia; aid to design new
diagnostic & therapeutic approaches & diets.
Amit Kumar (CRS4, Università di Cagliari)

More Related Content

Similar to Amit Kumar (CRS4, Università di Cagliari)

Polymeric nanoparticles for encapsulation and controlled release of bioactive...
Polymeric nanoparticles for encapsulation and controlled release of bioactive...Polymeric nanoparticles for encapsulation and controlled release of bioactive...
Polymeric nanoparticles for encapsulation and controlled release of bioactive...Tomsk Polytechnic University
 
Novel Inhibitors of Nampt Spring 2013
Novel Inhibitors of Nampt Spring 2013Novel Inhibitors of Nampt Spring 2013
Novel Inhibitors of Nampt Spring 2013Katelyn Pina
 
System response of metabolic networks in Chlamydomonas reinhardtii during Nit...
System response of metabolic networks in Chlamydomonas reinhardtii during Nit...System response of metabolic networks in Chlamydomonas reinhardtii during Nit...
System response of metabolic networks in Chlamydomonas reinhardtii during Nit...Nishikant Wase
 
Discovery of Small Molecules As Potential Therapeutics For NAFLD and HCCBAU C...
Discovery of Small Molecules As Potential Therapeutics For NAFLD and HCCBAU C...Discovery of Small Molecules As Potential Therapeutics For NAFLD and HCCBAU C...
Discovery of Small Molecules As Potential Therapeutics For NAFLD and HCCBAU C...Trustlife
 
CeliaD_Bioorg_Med_Chem_Lett_2007
CeliaD_Bioorg_Med_Chem_Lett_2007CeliaD_Bioorg_Med_Chem_Lett_2007
CeliaD_Bioorg_Med_Chem_Lett_2007Leon Smith
 
Management of SHPT in dialysis and beyond.pptx
Management of SHPT in dialysis and beyond.pptxManagement of SHPT in dialysis and beyond.pptx
Management of SHPT in dialysis and beyond.pptxChristos Argyropoulos
 
Non biopsy diagnosis of acute rejection of Renal allograft
  Non biopsy diagnosis of acute rejection of Renal allograft  Non biopsy diagnosis of acute rejection of Renal allograft
Non biopsy diagnosis of acute rejection of Renal allograftBakshish Singh
 
Pjb Probes 2009
Pjb Probes 2009Pjb Probes 2009
Pjb Probes 2009toluene
 
MCO 2011 - Slide 6 - M. Ghielmini - Spotlight session - Haematological diseas...
MCO 2011 - Slide 6 - M. Ghielmini - Spotlight session - Haematological diseas...MCO 2011 - Slide 6 - M. Ghielmini - Spotlight session - Haematological diseas...
MCO 2011 - Slide 6 - M. Ghielmini - Spotlight session - Haematological diseas...European School of Oncology
 
Metabolic acidosis nature
Metabolic acidosis natureMetabolic acidosis nature
Metabolic acidosis natureLAB IDEA
 
Perspective on QSAR modeling of transport
Perspective on QSAR modeling of transportPerspective on QSAR modeling of transport
Perspective on QSAR modeling of transportSean Ekins
 
Can a combination of constrained-based and kinetic modeling bridge time scale...
Can a combination of constrained-based and kinetic modeling bridge time scale...Can a combination of constrained-based and kinetic modeling bridge time scale...
Can a combination of constrained-based and kinetic modeling bridge time scale...Natal van Riel
 
LifeZoneWellnessSNPIntro.pptx
LifeZoneWellnessSNPIntro.pptxLifeZoneWellnessSNPIntro.pptx
LifeZoneWellnessSNPIntro.pptxssuserebe2aa
 
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)Jack Gengcheng YANG
 
Vascular AT1 Receptors in Hypertension Emory Grand Rounds Slideshare Version....
Vascular AT1 Receptors in Hypertension Emory Grand Rounds Slideshare Version....Vascular AT1 Receptors in Hypertension Emory Grand Rounds Slideshare Version....
Vascular AT1 Receptors in Hypertension Emory Grand Rounds Slideshare Version....InsideScientific
 
Management Of Acid Base Disorders In Pregnant Woman
Management Of Acid Base Disorders In Pregnant WomanManagement Of Acid Base Disorders In Pregnant Woman
Management Of Acid Base Disorders In Pregnant Womankomalicarol
 
Annals of Clinical and Medical Case Reports - Acmcasereport
Annals of Clinical and Medical Case Reports - AcmcasereportAnnals of Clinical and Medical Case Reports - Acmcasereport
Annals of Clinical and Medical Case Reports - Acmcasereportsemualkaira
 

Similar to Amit Kumar (CRS4, Università di Cagliari) (20)

Polymeric nanoparticles for encapsulation and controlled release of bioactive...
Polymeric nanoparticles for encapsulation and controlled release of bioactive...Polymeric nanoparticles for encapsulation and controlled release of bioactive...
Polymeric nanoparticles for encapsulation and controlled release of bioactive...
 
Novel Inhibitors of Nampt Spring 2013
Novel Inhibitors of Nampt Spring 2013Novel Inhibitors of Nampt Spring 2013
Novel Inhibitors of Nampt Spring 2013
 
SCE Presentation
SCE PresentationSCE Presentation
SCE Presentation
 
System response of metabolic networks in Chlamydomonas reinhardtii during Nit...
System response of metabolic networks in Chlamydomonas reinhardtii during Nit...System response of metabolic networks in Chlamydomonas reinhardtii during Nit...
System response of metabolic networks in Chlamydomonas reinhardtii during Nit...
 
Discovery of Small Molecules As Potential Therapeutics For NAFLD and HCCBAU C...
Discovery of Small Molecules As Potential Therapeutics For NAFLD and HCCBAU C...Discovery of Small Molecules As Potential Therapeutics For NAFLD and HCCBAU C...
Discovery of Small Molecules As Potential Therapeutics For NAFLD and HCCBAU C...
 
CeliaD_Bioorg_Med_Chem_Lett_2007
CeliaD_Bioorg_Med_Chem_Lett_2007CeliaD_Bioorg_Med_Chem_Lett_2007
CeliaD_Bioorg_Med_Chem_Lett_2007
 
Management of SHPT in dialysis and beyond.pptx
Management of SHPT in dialysis and beyond.pptxManagement of SHPT in dialysis and beyond.pptx
Management of SHPT in dialysis and beyond.pptx
 
Non biopsy diagnosis of acute rejection of Renal allograft
  Non biopsy diagnosis of acute rejection of Renal allograft  Non biopsy diagnosis of acute rejection of Renal allograft
Non biopsy diagnosis of acute rejection of Renal allograft
 
Pjb Probes 2009
Pjb Probes 2009Pjb Probes 2009
Pjb Probes 2009
 
MCO 2011 - Slide 6 - M. Ghielmini - Spotlight session - Haematological diseas...
MCO 2011 - Slide 6 - M. Ghielmini - Spotlight session - Haematological diseas...MCO 2011 - Slide 6 - M. Ghielmini - Spotlight session - Haematological diseas...
MCO 2011 - Slide 6 - M. Ghielmini - Spotlight session - Haematological diseas...
 
Metabolic acidosis nature
Metabolic acidosis natureMetabolic acidosis nature
Metabolic acidosis nature
 
Perspective on QSAR modeling of transport
Perspective on QSAR modeling of transportPerspective on QSAR modeling of transport
Perspective on QSAR modeling of transport
 
Can a combination of constrained-based and kinetic modeling bridge time scale...
Can a combination of constrained-based and kinetic modeling bridge time scale...Can a combination of constrained-based and kinetic modeling bridge time scale...
Can a combination of constrained-based and kinetic modeling bridge time scale...
 
Pharmacokinetics and Pharmacodynamics| A Synopsis
Pharmacokinetics and Pharmacodynamics| A SynopsisPharmacokinetics and Pharmacodynamics| A Synopsis
Pharmacokinetics and Pharmacodynamics| A Synopsis
 
fluidmgmt-a balanced approach
fluidmgmt-a balanced approachfluidmgmt-a balanced approach
fluidmgmt-a balanced approach
 
LifeZoneWellnessSNPIntro.pptx
LifeZoneWellnessSNPIntro.pptxLifeZoneWellnessSNPIntro.pptx
LifeZoneWellnessSNPIntro.pptx
 
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
 
Vascular AT1 Receptors in Hypertension Emory Grand Rounds Slideshare Version....
Vascular AT1 Receptors in Hypertension Emory Grand Rounds Slideshare Version....Vascular AT1 Receptors in Hypertension Emory Grand Rounds Slideshare Version....
Vascular AT1 Receptors in Hypertension Emory Grand Rounds Slideshare Version....
 
Management Of Acid Base Disorders In Pregnant Woman
Management Of Acid Base Disorders In Pregnant WomanManagement Of Acid Base Disorders In Pregnant Woman
Management Of Acid Base Disorders In Pregnant Woman
 
Annals of Clinical and Medical Case Reports - Acmcasereport
Annals of Clinical and Medical Case Reports - AcmcasereportAnnals of Clinical and Medical Case Reports - Acmcasereport
Annals of Clinical and Medical Case Reports - Acmcasereport
 

More from CRS4 Research Center in Sardinia

Sequenziamento Esomico. Maria Valentini (CRS4), Cagliari, 18 Novembre 2015
Sequenziamento Esomico. Maria Valentini (CRS4), Cagliari, 18 Novembre 2015Sequenziamento Esomico. Maria Valentini (CRS4), Cagliari, 18 Novembre 2015
Sequenziamento Esomico. Maria Valentini (CRS4), Cagliari, 18 Novembre 2015CRS4 Research Center in Sardinia
 
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...CRS4 Research Center in Sardinia
 
GIS partecipativo. Laura Muscas e Valentina Spanu (CRS4), Cagliari, 21 Ottobr...
GIS partecipativo. Laura Muscas e Valentina Spanu (CRS4), Cagliari, 21 Ottobr...GIS partecipativo. Laura Muscas e Valentina Spanu (CRS4), Cagliari, 21 Ottobr...
GIS partecipativo. Laura Muscas e Valentina Spanu (CRS4), Cagliari, 21 Ottobr...CRS4 Research Center in Sardinia
 
Alfonso Damiano (Università di Cagliari) ICT per Smart Grid
Alfonso Damiano (Università di Cagliari) ICT per Smart Grid Alfonso Damiano (Università di Cagliari) ICT per Smart Grid
Alfonso Damiano (Università di Cagliari) ICT per Smart Grid CRS4 Research Center in Sardinia
 
Dinamica Molecolare e Modellistica dell'interazione di lipidi col recettore P...
Dinamica Molecolare e Modellistica dell'interazione di lipidi col recettore P...Dinamica Molecolare e Modellistica dell'interazione di lipidi col recettore P...
Dinamica Molecolare e Modellistica dell'interazione di lipidi col recettore P...CRS4 Research Center in Sardinia
 
Innovazione e infrastrutture cloud per lo sviluppo di applicativi web e mobil...
Innovazione e infrastrutture cloud per lo sviluppo di applicativi web e mobil...Innovazione e infrastrutture cloud per lo sviluppo di applicativi web e mobil...
Innovazione e infrastrutture cloud per lo sviluppo di applicativi web e mobil...CRS4 Research Center in Sardinia
 
ORDBMS e NoSQL nel trattamento dei dati geografici parte seconda. 30 Sett. 2015
ORDBMS e NoSQL nel trattamento dei dati geografici parte seconda. 30 Sett. 2015ORDBMS e NoSQL nel trattamento dei dati geografici parte seconda. 30 Sett. 2015
ORDBMS e NoSQL nel trattamento dei dati geografici parte seconda. 30 Sett. 2015CRS4 Research Center in Sardinia
 
Sistemi No-Sql e Object-Relational nella gestione dei dati geografici 30 Sett...
Sistemi No-Sql e Object-Relational nella gestione dei dati geografici 30 Sett...Sistemi No-Sql e Object-Relational nella gestione dei dati geografici 30 Sett...
Sistemi No-Sql e Object-Relational nella gestione dei dati geografici 30 Sett...CRS4 Research Center in Sardinia
 
Elementi di sismica a riflessione e Georadar (Gian Piero Deidda, UNICA)
Elementi di sismica a riflessione e Georadar (Gian Piero Deidda, UNICA)Elementi di sismica a riflessione e Georadar (Gian Piero Deidda, UNICA)
Elementi di sismica a riflessione e Georadar (Gian Piero Deidda, UNICA)CRS4 Research Center in Sardinia
 
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...CRS4 Research Center in Sardinia
 
Luigi Atzori Metabolomica: Introduzione e review di alcune applicazioni in am...
Luigi Atzori Metabolomica: Introduzione e review di alcune applicazioni in am...Luigi Atzori Metabolomica: Introduzione e review di alcune applicazioni in am...
Luigi Atzori Metabolomica: Introduzione e review di alcune applicazioni in am...CRS4 Research Center in Sardinia
 

More from CRS4 Research Center in Sardinia (20)

The future is close
The future is closeThe future is close
The future is close
 
The future is close
The future is closeThe future is close
The future is close
 
Presentazione Linea B2 progetto Tutti a Iscol@ 2017
Presentazione Linea B2 progetto Tutti a Iscol@ 2017Presentazione Linea B2 progetto Tutti a Iscol@ 2017
Presentazione Linea B2 progetto Tutti a Iscol@ 2017
 
Iscola linea B 2016
Iscola linea B 2016Iscola linea B 2016
Iscola linea B 2016
 
Sequenziamento Esomico. Maria Valentini (CRS4), Cagliari, 18 Novembre 2015
Sequenziamento Esomico. Maria Valentini (CRS4), Cagliari, 18 Novembre 2015Sequenziamento Esomico. Maria Valentini (CRS4), Cagliari, 18 Novembre 2015
Sequenziamento Esomico. Maria Valentini (CRS4), Cagliari, 18 Novembre 2015
 
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
 
GIS partecipativo. Laura Muscas e Valentina Spanu (CRS4), Cagliari, 21 Ottobr...
GIS partecipativo. Laura Muscas e Valentina Spanu (CRS4), Cagliari, 21 Ottobr...GIS partecipativo. Laura Muscas e Valentina Spanu (CRS4), Cagliari, 21 Ottobr...
GIS partecipativo. Laura Muscas e Valentina Spanu (CRS4), Cagliari, 21 Ottobr...
 
Alfonso Damiano (Università di Cagliari) ICT per Smart Grid
Alfonso Damiano (Università di Cagliari) ICT per Smart Grid Alfonso Damiano (Università di Cagliari) ICT per Smart Grid
Alfonso Damiano (Università di Cagliari) ICT per Smart Grid
 
Big Data Infrastructures - Hadoop ecosystem, M. E. Piras
Big Data Infrastructures - Hadoop ecosystem, M. E. PirasBig Data Infrastructures - Hadoop ecosystem, M. E. Piras
Big Data Infrastructures - Hadoop ecosystem, M. E. Piras
 
Dinamica Molecolare e Modellistica dell'interazione di lipidi col recettore P...
Dinamica Molecolare e Modellistica dell'interazione di lipidi col recettore P...Dinamica Molecolare e Modellistica dell'interazione di lipidi col recettore P...
Dinamica Molecolare e Modellistica dell'interazione di lipidi col recettore P...
 
Innovazione e infrastrutture cloud per lo sviluppo di applicativi web e mobil...
Innovazione e infrastrutture cloud per lo sviluppo di applicativi web e mobil...Innovazione e infrastrutture cloud per lo sviluppo di applicativi web e mobil...
Innovazione e infrastrutture cloud per lo sviluppo di applicativi web e mobil...
 
ORDBMS e NoSQL nel trattamento dei dati geografici parte seconda. 30 Sett. 2015
ORDBMS e NoSQL nel trattamento dei dati geografici parte seconda. 30 Sett. 2015ORDBMS e NoSQL nel trattamento dei dati geografici parte seconda. 30 Sett. 2015
ORDBMS e NoSQL nel trattamento dei dati geografici parte seconda. 30 Sett. 2015
 
Sistemi No-Sql e Object-Relational nella gestione dei dati geografici 30 Sett...
Sistemi No-Sql e Object-Relational nella gestione dei dati geografici 30 Sett...Sistemi No-Sql e Object-Relational nella gestione dei dati geografici 30 Sett...
Sistemi No-Sql e Object-Relational nella gestione dei dati geografici 30 Sett...
 
Elementi di sismica a riflessione e Georadar (Gian Piero Deidda, UNICA)
Elementi di sismica a riflessione e Georadar (Gian Piero Deidda, UNICA)Elementi di sismica a riflessione e Georadar (Gian Piero Deidda, UNICA)
Elementi di sismica a riflessione e Georadar (Gian Piero Deidda, UNICA)
 
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
 
SmartGeo/Eiagrid portal (Guido Satta, CRS4)
SmartGeo/Eiagrid portal (Guido Satta, CRS4)SmartGeo/Eiagrid portal (Guido Satta, CRS4)
SmartGeo/Eiagrid portal (Guido Satta, CRS4)
 
Luigi Atzori Metabolomica: Introduzione e review di alcune applicazioni in am...
Luigi Atzori Metabolomica: Introduzione e review di alcune applicazioni in am...Luigi Atzori Metabolomica: Introduzione e review di alcune applicazioni in am...
Luigi Atzori Metabolomica: Introduzione e review di alcune applicazioni in am...
 
Mobile Graphics (part2)
Mobile Graphics (part2)Mobile Graphics (part2)
Mobile Graphics (part2)
 
Mobile Graphics (part1)
Mobile Graphics (part1)Mobile Graphics (part1)
Mobile Graphics (part1)
 
2015 crs4-seminar-massive-models-full
2015 crs4-seminar-massive-models-full2015 crs4-seminar-massive-models-full
2015 crs4-seminar-massive-models-full
 

Recently uploaded

POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.Silpa
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticssakshisoni2385
 
Dr. E. Muralinath_ Blood indices_clinical aspects
Dr. E. Muralinath_ Blood indices_clinical  aspectsDr. E. Muralinath_ Blood indices_clinical  aspects
Dr. E. Muralinath_ Blood indices_clinical aspectsmuralinath2
 
Exploring Criminology and Criminal Behaviour.pdf
Exploring Criminology and Criminal Behaviour.pdfExploring Criminology and Criminal Behaviour.pdf
Exploring Criminology and Criminal Behaviour.pdfrohankumarsinghrore1
 
FAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceFAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceAlex Henderson
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsSérgio Sacani
 
GBSN - Microbiology (Unit 3)
GBSN - Microbiology (Unit 3)GBSN - Microbiology (Unit 3)
GBSN - Microbiology (Unit 3)Areesha Ahmad
 
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bAsymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bSérgio Sacani
 
COMPUTING ANTI-DERIVATIVES (Integration by SUBSTITUTION)
COMPUTING ANTI-DERIVATIVES(Integration by SUBSTITUTION)COMPUTING ANTI-DERIVATIVES(Integration by SUBSTITUTION)
COMPUTING ANTI-DERIVATIVES (Integration by SUBSTITUTION)AkefAfaneh2
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Silpa
 
Stages in the normal growth curve
Stages in the normal growth curveStages in the normal growth curve
Stages in the normal growth curveAreesha Ahmad
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learninglevieagacer
 
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort ServiceCall Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort Serviceshivanisharma5244
 
Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxMohamedFarag457087
 
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...Monika Rani
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY1301aanya
 

Recently uploaded (20)

POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
 
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICEPATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
 
Clean In Place(CIP).pptx .
Clean In Place(CIP).pptx                 .Clean In Place(CIP).pptx                 .
Clean In Place(CIP).pptx .
 
Site Acceptance Test .
Site Acceptance Test                    .Site Acceptance Test                    .
Site Acceptance Test .
 
Dr. E. Muralinath_ Blood indices_clinical aspects
Dr. E. Muralinath_ Blood indices_clinical  aspectsDr. E. Muralinath_ Blood indices_clinical  aspects
Dr. E. Muralinath_ Blood indices_clinical aspects
 
Exploring Criminology and Criminal Behaviour.pdf
Exploring Criminology and Criminal Behaviour.pdfExploring Criminology and Criminal Behaviour.pdf
Exploring Criminology and Criminal Behaviour.pdf
 
FAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceFAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical Science
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
 
GBSN - Microbiology (Unit 3)
GBSN - Microbiology (Unit 3)GBSN - Microbiology (Unit 3)
GBSN - Microbiology (Unit 3)
 
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bAsymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
 
COMPUTING ANTI-DERIVATIVES (Integration by SUBSTITUTION)
COMPUTING ANTI-DERIVATIVES(Integration by SUBSTITUTION)COMPUTING ANTI-DERIVATIVES(Integration by SUBSTITUTION)
COMPUTING ANTI-DERIVATIVES (Integration by SUBSTITUTION)
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.
 
Stages in the normal growth curve
Stages in the normal growth curveStages in the normal growth curve
Stages in the normal growth curve
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learning
 
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort ServiceCall Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
 
Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptx
 
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY
 

Amit Kumar (CRS4, Università di Cagliari)