1. This study examined how lipid nanoparticle (LNP) formulation and mRNA modifications impact delivery efficiency in normal versus Niemann-Pick C1 (NPC1)-deficient cells.
2. The results showed that an optimized LNP for mRNA delivery was less effective in NPC1-deficient cells, while the original LNP used for siRNA had higher efficacy in NPC1-deficient cells. This suggests the formulations impact trafficking pathways.
3. Modifying LNP composition, such as reducing PEG percentage or changing phospholipid, reversed the efficacy pattern by formulation. mRNA modifications also impacted trafficking.
Sequencing based approaches for profiling dna methylationsciencelearning123
DNA methylation, one of the most studied epigenetic modifications, refers to the addition of a methyl group to the fifth carbon of cytosine (C) catalyzed by DNA methyltransferases (Dnmts), forming 5-methylcytosine (5mC). DNA methylation predominantly occurs in CpGs but is also found in non-CpG contexts.
Direct Lineage Reprogramming: Novel Factors involved in Lineage ReprogrammingAhmed Madni
Direct linage reprogramming has got a major focus in biomedical field. The production of specific functional cell type from totally different cell lineage is called lineage reprogramming. In other words, it is induction of functional cell type from another linage without passing through intermediate stage of pluripotent.
New progress in lipid nanoparticles technologyDoriaFang
Researchers have developed LNPs that can precisely deliver mRNA to lung tissue. The therapy of mRNA delivered by LNPs significantly reduced the disease burden of lymphangioleiomyomatosis in animal models.
Sequencing based approaches for profiling dna methylationsciencelearning123
DNA methylation, one of the most studied epigenetic modifications, refers to the addition of a methyl group to the fifth carbon of cytosine (C) catalyzed by DNA methyltransferases (Dnmts), forming 5-methylcytosine (5mC). DNA methylation predominantly occurs in CpGs but is also found in non-CpG contexts.
Direct Lineage Reprogramming: Novel Factors involved in Lineage ReprogrammingAhmed Madni
Direct linage reprogramming has got a major focus in biomedical field. The production of specific functional cell type from totally different cell lineage is called lineage reprogramming. In other words, it is induction of functional cell type from another linage without passing through intermediate stage of pluripotent.
New progress in lipid nanoparticles technologyDoriaFang
Researchers have developed LNPs that can precisely deliver mRNA to lung tissue. The therapy of mRNA delivered by LNPs significantly reduced the disease burden of lymphangioleiomyomatosis in animal models.
Abstract
Objective(s):
Lipid-based nanoparticles (NLP) are PEGylated carriers composed of lipids and encapsulated nucleic acids with a diameter less than 100 nm. The presence of PEG in the NLP formulation improves the particle pharmacokinetic behavior. The purpose of this study was to prepare and characterize NLPs containing MDR1 siRNA and evaluate their cytotoxicity and cellular uptake. MDR1 siRNA could be used in multidrug resistance reversal in cancer therapy.
Materials and Methods:
siRNAs were encapsulated into NLPs consisted of mPEG-DSPE/DOTAP/DOPE (10:50:40 molar ratio) by the detergent dialysis method. The particle diameters of NLPs and their surface charge were measured using dynamic light scattering. siRNA encapsulation efficiency was determined by an indirect method via filtration and free siRNA concentration determination. NLPs cytotoxicity was investigated by MTT assay. The ability of NLPs for siRNA delivery checked in two human cell lines (MCF-7/ADR and EPP85-181/RDB) by fluorescence microscopy and compared with oligofectamine.
Results:
NLPs containing MDR1 siRNA were prepared with the stable size of 80-90 nm and the zeta potential near to neutral. The siRNA encapsulation efficacy was more than 80%. These properties are suitable for in vivo siRNA delivery. NLPs cytotoxicity studies demonstrated they were non-toxic at the doses used. NLPs improved siRNA localization in both cell lines.
Conclusion:
NLPs containing MDR1 siRNA can be a good candidate for in vivo siRNA delivery studies.
pharmacogenomics helps to improve healthcare sector by providing information about variability among genes for a particular class of drug hence reduces adverse drug reactions.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
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Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
1. 1Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge MA, 2Koch Institute
for Integrative Cancer Research, Cambridge MA, 3Department Of Pharmaceutical Sciences, College of
Pharmacy, Oregon State Univ. Portland OR
Niemann-Pick C1 impact on mRNA-containing lipid nanoparticle endocytosis
Anastasia N. Neuman1,2, James C. Kaczmarek1,2, Gaurav Sahay3
Daniel G. Anderson1,2
Lipid Nucleic Acid Delivery
Numerous diseases, including cancer, heart disease, diabetes, and the
common cold, are brought on by aberrant protein expression. Delivery of
nucleic acids to control such aberrant protein expression represents a
promising therapeutic strategy to treat disease at its source, but nucleic
acids typically require the use of delivery vehicles to be useful in a
therapeutic context. Lipid nanoparticles (LNPs), in particular, have been
shown to effectively deliver nucleic acids such as siRNA and mRNA both
in vivo and in vitro1. Highly potent materials have been developed
through the use of high throughput screening techniques; however the
cellular processes that determine their effectiveness remain unclear2.
mRNA Delivery with LNPs
REFERENCES
Approach
This work was supported by Shire
Pharmaceuticals, the MIT
Koch Institute for Integrative Cancer
Research, and the C. Michael Mohr
Scholarship for Undergraduate
Research.
siRNA Delivery with LNPs3
mRNA Modification Impact on Efficacy
Conclusions
Potential for Future Studies
ACKNOWLEDGMENTS
Fig. 1: Nucleic acids encapsulated by a stable lipid
nanoparticle (LNP) formulated with a cationic lipid,
phospholipid, PEG, and cholesterol1.
NPC1 Facilitated Endocytic Recycling
When delivered with an LNP optimized for mRNA delivery, a lower efficacy
was observed in NPC1-deficient cells than normal cells. Upon delivery with the
original LNP used in the study involving siRNA, the original pattern was
observed, with higher efficacy in NPC1-deficient cells than normal cells. This
pattern suggests that the formulation changes impact the subcellular trafficking
of the LNPs, with the original particle likely endocytosed through
macropinocytosis and the optimized particle using an NPC1-dependent
pathway.
Formulation Modification Impact on Efficacy
Changing the PEG percentage from 2.5% to 1.5% results in the particles
being most effective in NPC1-/- cells, as observed with the original
formulation. PEG reduces LNP aggregation and prevents nonspecific
endocytosis by immune cells1. Reducing the PEG percentage may allow the
particle to use multiple endocytotic pathways, and reduce reliance on NPC1
for cell entry.
Changing the phospholipid from DOPE to DSPC also reversed the pattern.
DOPE has a primary amine headgroup and and a tail with one degree of
unsaturation while DSPC has a quaternary amine headgroup and fully
saturated tail2. Conical phospholipids like DOPE adopt a hexagonal phase
with lower stability while cylindrical phospholipids like DSPC adopt a more
stable lamellar phase2. The unstable hexagonal phase of DOPE may
promote endosomal escape. The more stable lamellar phase of DSPC
inhibits endosomal escape and would depend on NPC1 deficiency to allow
more LNPs to accumulate in the endosomes.
Unlike the luciferase
mRNA provided by Shire
Pharmaceuticals used in
the prior experiments,
unmodified luciferase
mRNA, luciferase mRNA
5-methylcytosine (5mc)
and luciferase mRNA
purchased from Tri-Link
with both and 5-
methylcytosine and
psuedouridine (5mc psu)
show higher efficacy in
NPC1- deficient cells than
normal cells in both the
original and the optimized
LNP. This could be due to
differences in mRNA
folding driven by these
modifications.
1. K. J. Kauffman, M. J. Webber, D. G.
Anderson, Journal of Controlled Release,
2016, 240, 227-234.
2. K. J. Kauffman, J. R. Dorkin, J. H. Yang, M.
W. Heartlein, F. DeRosa, F. F. Mir, O. S.
Fenton, D. G. Anderson, Nano Lett. 2015, 15,
7300–7306.
3. G. Sahay, W. Querbes, C. Alabi, A. Eltoukhy,
S. Sarkar, C. Zurenko, E. Karagiannis, K.
Love, D. Chen, R. Zoncu, Y. Buganim, A.
Schroeder, R. Langer, D. G. Anderson, Nature
Biotechnology, 2013, 31, 653-658.
4. E. Lloyd-Evans, A. J. Morgan, X. He, D. A.
Smith, E. Elliot-Smith, D. J. Sillence, G. C.
Churchill, E. H. Schuchman, A. Galione, F. M.
Platt, Nature Medicine, 2008, 14, 1247- 1255.
In conclusion, our work has demonstrated the following:
• The PEG percentage and phospholipid of mRNA-loaded LNPs may
impact the trafficking method.
• Modifications in mRNA may impact trafficking of mRNA-loaded
particles.
• Use imaging to observe how changes in LNP formulation and mRNA
modifications affect the trafficking of particles.
• Optimize an mRNA-loaded LNP for treatment of Neimann Pick Type I
Disease, the disease after which NPC1 is named.
We hypothesize that differences in subcellular trafficking may account for
some of the observed differences in efficacy between different nanoparticle
formulations and nucleic acid cargos. As such, the two main goals of this
project are as follows:
1) Observe the effect of LNP formulation differences on mRNA trafficking
and delivery
2) Observe the effect of mRNA modifications on trafficking and delivery
These experiments were conducted using luciferase mRNA. 24 hours
following in vitro transfection of wild-type and NPC1 knockout mouse
embryonic fibroblast (MEF) cells (100 ng mRNA/well), the cells were lysed
and luciferase expression was quantified using luminescence.
Fig. 2: LNP trafficking in i) NPC1+/+ cells and ii) NPC1-/- cells3.
One cellular process known to impact the effectiveness of siRNA-loaded
LNPs is endocytic recycling. siRNA-loaded LNPs often enter cells through
macropinocytosis and the majority are directed to late endosomes. The
siRNA must escape these endosomes for gene silencing to occur. In
normal cells, most particles are recycled through either transport to the
ER-Golgi route or direct fusion by the endosome to the plasma
membrane3. In NPC1-deficient cells the LNPs are not recycled and
accumulate in the late endosomes, allowing siRNA to continuously
escape3. Thus, NPC1-deficient cells show increased gene silencing of the
target gene3.
Original
formulation
Optimized
formulation
C12:200:mRNA
weight ratio
5:1 10:1
phospholipid DSPC DOPE
C12-200 molar
composition
50% 35%
phospholipid
molar
composition
10% 16%
cholesterol
molar
composition
38.5% 46.5%
C14 PEG 2000
molar
composition
1.5% 2.5%
Table 1: Original and Optimized LNP Formulations2
Previous work has shown that siRNA-loaded lipid nanoparticles are
recycled back out of a cell following endocytosis, rendering a large
proportion of the delivered dose ineffective3. This recycling is dependent
on the presence of Niemann-Pick type C1 (NPC1), a protein involved in
cellular cholesterol trafficking4. Without NPC1, the recycling pathways of
the late endosomes are largely inhibited. Here, we see that AF647
siRNA delivery and gene silencing in NPC1-deficient cells is increased
over that in wild-type cells3.
These siRNA experiments were done using a C12-200 based lipid
formulation, which is here referred to as the “original particle”.
Experimental design has resulted in a particle optimized for mRNA
delivery, here referred to as the “optimized particle” (Table 1). The
optimized particle was found to perform no better for delivery of siRNA2,
and the physical basis for the difference in efficacy is unknown.
cationic lipid
phospholipid
polyethylene glycol (PEG)
cholesterol
Fig. 3: Gene silencing in wild-type and NPC1
deficient cells3.
Uridine Pseudouridine
e
Cytidine 5-methylcytidine
Fig. 7: mRNA base modifications.
i) ii)
Fig. 4: luciferase mRNA delivery by LNPs in wild-type
and NPC1 deficient cells.
Fig. 5: Impact of formulation changes on luciferase
mRNA delivery in wild-type and NPC1-deficient cells.
The formulation of the
LNPs was modified by one
factor at a time from the
optimized formulation to
the original formulation.
The optimized and original
formulations can be found
in Table 12.
Fig. 6: mRNA modification impact on luciferase mRNA
delivery in wild-type and NPC1-deficient cells.