DEEP LEARNING SERIES- PART 3

The previous article gave some introduction to the networks used in deep learning. This article provides more information on the different types of neural networks.

In a feed-forward neural network (FFN) all the neurons in one layer are connected to the next layer. The advantage is that all the information processed from the previous neurons is fed to the next layer hence getting clarity in the process. But the number of weights and biases significantly increases when there is a large number of input. This method is best used for text data.

In a convolutional neural network (CNN), some of the neurons are only connected to the next layer i.e. connection is partial. Batch-wise information is fed into the next layer. The advantage is that the number of parameters significantly reduces when compared to FFN. This method is best used for image data since there will be thousands of inputs.

In recurrent neural networks, the output of one neuron is fed back as an input to the neuron in the previous layer. A feed-forward and a feedback connection are established between the neurons. The advantage is that the neuron in the previous layer can perform efficiently and can update based on the output from the next neuron. This concept is similar to reinforcement learning in the brain. The brain learns an action based on punishment or reward given as feedback to the neuron corresponding to that action.

Once the final output is computed by the network, it is then compared with the original value, and their difference is taken in different forms like the difference of squares, etc. this term is known as loss function.

It will be better to explain the role of the learning algorithms here. The learning algorithm is the one that tries to find the relation between the input and output. In the case of neural networks, the output is indirectly related to input since there are some hidden layers in between them. This learning algorithm works in such a way so as to find the optimum w and b values for the loss function is minimum or ideally zero.

The algorithm in neural networks do this using a method called backpropagation. In this method, the algorithm starts tracing from the output. It then computes the values for the parameters corresponding to the neuron in that layer. It then goes back to the previous layer does the computations for the parameters of the neurons in that layer. This procedure is done till it encounters the inputs. In this way, we can find the optimum values for the parameters.

The computations made by the algorithm are based on the type of the algorithm. Most of the algorithms find the derivative of a parameter in one layer with respect to the loss function using backpropagation. This derivative is then subtracted from the original value.

Where lr is the learning rate; provided by the user. The lesser the learning rate, the better will be the results but more the time is taken. The starting value for w and b is determined using the initialization.

MethodMeaning
ZeroW and b are set to zero
Xavierw and b indirectly proportional to root n
He w and b indirectly proportional to root n/2

 Where n; refers to the number of neurons in a layer. These depend on the activation function used.

The derivative of the loss function determines the updating of the parameters.

Value of derivativeConsequence
-veIncreases
0No change
+veDecreases

The derivative of the loss function with respect to the weight or bias in a particular layer can be determined using the chain rule used in calculus.

HAPPY READING!!

DEEP LEARNING- PART 2

This image has an empty alt attribute; its file name is deep-learning-logo-picture-id871793108

The previous article gave a brief introduction to deep learning. This article deals with the networks used in deep learning. This network is known as a neural network. As the name suggests the network is made up of neurons

The networks used in artificial intelligence are a combination of blocks arranged in layers. These blocks are called an artificial neurons. They mimic the properties of a natural neuron. One of the neurons is the sigmoid neuron.

This is in general the formula for the sigmoid function. Every neural network consists of weights and biases.

Weights- The scalar quantities which get multiplied to the input

Biases- the threshold quantity above which a neuron fires

NotationMeaning
XInput
YOutput
WWeight
BBias

Working of a neuron

This is the simple representation of a neuron. This is similar to the biological neuron. In this neuron, the inputs are given along with some priority known as weights. The higher the value of the weights, the more prioritized is that input. This is the reason for our brain to choose one activity over the other. Activity is done only if the neuron fires. A similar situation is seen here. The particular activity is forwarded to the next layer only if this particular neuron fires. That is the output must be produced from the neuron.

Condition for the neuron to fire

The neuron will produce an output only if the inputs follow the condition.

As mentioned before, the bias is the threshold value and the neuron will fire only when the value crosses this bias. Thus the weighted sum for all the inputs must be greater than the bias in order to produce an output.

Classification of networks

Every neural network consists of three layers majorly: –

  1. Input layer
    1. Hidden layer
    1. Output layer

Input layer

The input layer consists of inputs in the form of vectors. Images are converted into 1-D vectors. Input can be of any form like audio, text, video, image, etc. which get converted into vectors.

Hidden layer

This is the layer in which all the computations occur. This is generally not visible to the user hence termed as a hidden layer. This layer may be single or multiple based on the complexity of the task to be performed. Each layer processes a part of the task and it is sent to the next layer. Vectors get multiplied with the weight matrix of correct dimensions and this vector gets passed onto the next layer.

Output layer

The output layer gets information from the last layer of the hidden layer. This is the last stage in the network. This stage depends upon the task given by the user. The output will be a 1-D vector. In the case of classification, the vector will have a value high for a particular class. In the case of regression, the output vector will have numbers representing the answer to those questions posed by the user.

The next article is about the feed-forward neural network.

HAPPY LEARNING!!

DEEP LEARNING SERIES- PART 1

Have you ever wondered how the brain works? One way of understanding it is by cutting open the brain and analyzing the structures present inside it. This however can be done by researchers and doctors. Another method is by using electricity to stimulate several regions of the brain. But what if I say that it is possible to analyze and mimic the brain in our computers? Sounds quite interesting right! This particular technology is known as deep learning.

Deep learning is the technique of producing networks that process unstructured data and gives output. With the help of deep learning, it is possible to produce and use brain-like networks for various tasks in our systems. It is like using the brain without taking it out.  Deep learning is advanced than machine learning and imitates the brain better than machine learning and also the networks built using deep learning consists of parts known as neurons which is similar to biological neurons. Artificial intelligence has attracted researchers in every domain for the past two decades especially in the medical field; AI is used to detect several diseases in healthcare.

Sl.noNameDescriptionExamples
1DataType of data provided to inputBinary(0,1) Real
2TaskThe operation required to do on the inputClassification(binary or multi) Regression(prediction)
3ModelThe mathematical relation between input and output. This varies based on the task and complexityMP neuron(Y=x+b) Perceptron(Y=wx+b) Sigmoid or logistic(Y=1/1+exp(wx+b)) *w and b are parameters corresponding to the model
4Loss functionKind of a compiler that finds errors between the output and input (how much the o/p leads or lags the i/p).Square error= square of the difference between the predicted and actual output.  
5AlgorithmA kind of learning procedure that tries to reduce the error computed beforeGradient descent
NAG
AdaGrad
Adam
RMSProp
6EvaluationFinding how good the model has performedAccuracy
Mean accuracy

Every model in this deep learning can be easily understood through these six domains. Or in other words, these six domains play an important role in the construction of any model. As we require cement, sand, pebbles, and bricks to construct a house we require these six domains to construct a network.

 Now it will be more understandable to tell about the general procedure for networks.

  1. Take in the data (inputs and their corresponding outputs) from the user.
  2. Perform the task as mentioned by the user.
  3. Apply the specific relation to the input to compute the predicted output as declared by the user in the form of model by assigning values to parameters in the model.
  4.  Find the loss the model has made through computing the difference between the predicted and actual output.
  5. Use a suitable learning algorithm so as to minimize the loss by finding the optimum value for parameters in the network
  6. Run the model and evaluate its performance in order to find its efficiency and enhance it if found less.

By following these steps correctly, one can develop their own machine. In order to learn better on this, pursuing AI either through courses or opting as a major is highly recommended. The reason is that understanding those concepts requires various divisions in mathematics like statistics, probability, calculus, vectors, and matrices apart from programming. 

       

HAPPY READING!!

Internship & The Role of an Intern

What is an internship? An internship is a period of work experience offered by an organization for a limited period of time. They are typically undertaken by students and graduates looking to gain relevant skills and experience in a particular field. An internship consists of an exchange of services for experience between the intern and the organization. Internships are used to determine whether the intern still has an interest in that field after the real-life experience. Internships provide current college students with the ability to participate in a field of their choice to receive hands-on learning about a particular future career, preparing them for full-time work following graduation.

Internships are usually short-term. They’re smaller investments in time and energy than full-time jobs. But they are certainly without a doubt a great investment of your time. Consequently, they’re perfect opportunities to explore your options. You deserve work that’s fulfilling. If necessary, you can sign up for a different but related internship role elsewhere to see if you’re happier there.

Your internship is going to shape the course of your career. It’ll assist you in acquiring the skills you need to perform up-to-par when you’re hired full-time. It’s essential you use your internship as the training opportunity it represents.

You’re sure to have a bright future if you work hard, build positive relationships, and use the skills you develop in your internship to your advantage.

Who is an intern?

An intern is a trainee who has signed on with an organisation for a brief period. An intern’s goal is to gain work experience, occasionally some university credit, and always an overall feel for the industry they’re interning in.

An intern is primarily a support role at least in the beginning. When you join up, your main job will be to assist, learn, and grow. After you’ve settled in, you’ll be expected to pull your own weight.

What does an intern do?

So, what does an intern do exactly? That depends on the industry in question and the kind of internship you’ve signed up for.

Here’s a general overview of the work you can expect to do as an intern:    

1. Assist and contribute to the team

In the beginning of your internship, you may your time simply trying to learn how the company works. You may shadow an employee to get an understanding of their role. After few days of learning the ins-and-outs of the company, you’ll start to assist and contribute more to the team. 

Here are some day-to-day intern roles and their responsibilities :  

  • Performing clerical duties
  • Managing social media and emails
  • Event handling
  • Research

2. Learn and gain experience

You’ll be expected to learn as much as you possibly can while you work, regardless of the kind of internship you’ve signed up for.

What kind of learning will you be doing? It can be broken down into two main areas :

  • Picking up hard skills : Hard skills are the technical skills you need to carry out your intern responsibilities, and eventually job duties, successfully.
  • Brushing up on your soft skills : Soft skills are as important as hard skills. Soft skills are all about your ability to relate to people and building mutually-beneficial relationships.

3. Job shadow

Job shadowing has become the norm recently. As the name suggests, the practice involves “shadowing” someone as they perform their daily duties, observing their activities, and learning what the role entails via indirect experience.

How does this work exactly? When you join the organisation, you may be assigned a mentor. The first few weeks, you may be tasked with following them around. Once you’ve shadowed for a while, you may be asked to help your mentor on projects or eventually take over some of their tasks.

4. Take on an increasing amount of responsibility

As time goes by, expect to shoulder an increasing amount of responsibility. Initially, they’ll gauge your current skill set and reliability with your initial workload. As you prove yourself to your colleagues and bosses, you’ll be entrusted with more crucial tasks. The better you perform, the more the responsibilities you’ll be given. Employers prefer quality over quantity – don’t afraid to ask for help if you need it. 

5. Make a career call 

Finally, usually at the tail-end of your internship, you have to make a career-defining decision: continue in the field you interned in or try your hand at something else entirely. You got a taste of what working in your industry full-time would be like. That’s the beauty of an internship you can always go into another field you would like. 

Why internships are beneficial?

Here are some reasons that expand on why an internship is essential to your personal and professional development:

  • Tests industry knowledge
  • Helps you figure out your interests
  • Creates new interests
  • Connects you to industry professionals
  • Allows you to learn in a safe environment
  • allows you to get paid to learn
  • Provides possible credit for your college degree
  • Allows you to potentially gain more internship opportunities
  • Creates a unique travel experience
  • Inspires you to learn more about an industry
  • Teaches you about the importance of work-life balance
  • Introduces you to office politics

IMMUNOLOGY SERIES- PART 9- VACCINES

The previous article was all about the process of inflammation. This article is about vaccines.

The vaccines fall under the type of artificial active acquired immunity. This is artificial because we are giving the vaccine externally and this is active because the body is generating the antibodies/response and it is acquired because we are getting the immunity and it is not present by birth. You must have known what immunity is at least by now.

A vaccine is a biological preparation that provides active acquired immunity to a particular infectious disease. A vaccine typically contains an agent that resembles a disease-causing microorganism and is often made from weakened or killed forms of the microbe, its toxins, or one of its surface proteins (antigens). So these vaccines are nothing but the pathogen itself but it cannot cause any disease, instead, it triggers the immune system.

This is a quick recap of the principle of working on vaccines. The vaccine contains the pathogens as a whole or the surface antigens only. These antigens stimulate the immune system. If the immune system had a memory about this antigen, then it would immediately produce an antibody, and phagocytosis of the antigen occurs by the macrophage aided by the antibody. In this scenario, the antigen is new and there is no memory, therefore the immune system struggles and takes time to produce the antibody.

So the antigen reign over the body and this can lead to inflammation. As a result, some of the symptoms of inflammation like fever, heat, pain in the area of application, and swelling may appear. The chances of them are rare and also severity is less (last for a few hours/days) since the pathogen is attenuated.

Once the immune system produces the correct antibody, phagocytosis of the antigen occurs and hence the causative agent is eliminated from the body (primary response). So if the same or similar pathogen which has disease-causing ability enters into the body, the memory triggers the immune system to produce the correct antibody. So a heightened and rapid response is generated in order to kick away the pathogen quickly (secondary response).

There are three types of vaccines:-

Live- infection is caused without any harm – measles & polio

Dead- doesn’t last long, requires booster dose- cholera

Microbial products- involves non-infectious pathogen, capsule and toxoid- anthrax, diptheria

Hence using the vaccine as a stimulus, the body is able to generate a response that is stored and can be useful for preventing the disease caused by the pathogen.

There might be an idea to generate vaccines for all diseases so that all humans are protected. But there are some difficulties in this which are listed below:-

There are new microbes being discovered every day and no one knows which microbe can cause disease. There can be multiple microbes causing the same or similar disease. So being immune to one microbe doesn’t mean being immune to the disease

The disease-causing microbe can undergo mutation meaning that there can be changes in the genetic material and hence the antigen can change. In this case, the antibody which was stimulated by the vaccine won’t work. A suitable example is a common cold, it is impossible to produce a vaccine that covers all mutants of viruses

The pathogen has to be genetically modified so as to remove its disease-causing ability which is easy to say but difficult to implement

Also, it is important that the antigen chose for the vaccine must be close to that of the original causative agent of the disease. If the original pathogen is not so close to that of the vaccine, then it will not work

Hence all these above points explain the difficulties in producing a vaccine. Despite these many research organizations in many countries have produced vaccines especially for the pandemic and dreadful diseases like the COVID-19, hepatitis, polio, etc. in which some vaccines provide lifetime immunity to some of the diseases. We must take a minute to appreciate those who have done immense work and their contribution is stopping some of the dreadful diseases.

With this, we come to the end of the series. I hope that all the concepts explained in this were simple and clear and also would have inculcated an interest in immunology. By now, it would be clear how the immune system protects us from several microbes and diseases.

HAPPY LEARNING!!

IMMUNOLOGY SERIES- PART 8- INFLAMMATION

The previous article dealt with the types and functions of immunoglobulin. This article provides a complete explanation of the process of inflammation.

Inflammation is the process of protection which was seen as one of the six mechanisms of innate immunity.

Inflammation is one of the body’s responses to the invasion of foreign particles. This is an important process in the human body that occurs to drive away from the pathogen. Inflammation is one of the stages seen in healing. Some of the changes that can be seen in the target site are:-

  • Changes in blood flow (mostly blood loss)
  • Increase in platelets (to plug the damaged vessel)
  • Increase in immune cells
  • Supply of nutrients

The word inflammation refers to a burning sensation. Hence there are five cardinal signs in inflammation namely:-

  • Rubor (redness)
  • Tumor (swelling)
  • Calor (heat)
  • Dolor (pain)
  • Functioleasia (loss of function)

These cardinal signs as well as the changes occur due to some mediators which are basically chemicals and also due to the action of various immune cells.

Mediator nameIt’s effect
Bradykinin, histamine, serotoninIncrease permeability
ProstaglandinDecreases blood pressure
CytokinesProduce fever
Toxic metabolitesDamage tissue

This inflammation can be either acute or chronic. As seen earlier, acute stays for a shorter time but produces more vigorous pain whereas chronic stays for a longer time with less vigorous pain. If the causative agent has been driven away then healing occurs either by complete restoration or scar formation. There are chances that the acute inflammation can become chronic which can be worse. It can lead to several diseases and complications.

The pathogen in order to establish its supremacy in the human body, it has to pass through the epidermis which is the outermost layer of the human body. This is known as SALT skin-associated lymphoid tissues. Hence T and B lymphocytes are prominent in the skin. Most of the pathogens get destroyed in this stage. Let us assume that our pathogen is strong and it had passed through it. The next layer it encounters is the dermis. As we go deep inside the skin, more and more immune cells get involved. In the dermis the following immune cells are seen:-

immunity in the skin
  • Macrophage
  • NK cells
  • Mast cell – produce histamine and serotonin
  • T helper cells – it provides help to other immune cells

The next stage is the hypodermis which has a large number of macrophages and neutrophils that phagocytosis the pathogen. Hence these following processes help in defending against the pathogens.

When a particular pathogen say a virus enters the cell, the immune system will get alerted through signals and they immediately send the correct immune cell to the target site. This occurs since either the immune system gets information naturally or artificially through previous infection or vaccine. This leads to the classification of immunity in humans.

So now we will consider a new and strong pathogen that has not been recognized by the immune system and has dodged those barriers and has entered inside the skin. Now it multiplies at a rapid rate and colonizes that particular area. Hence the cells in that area start to die and they release several signals like TNF, cytokines, interleukins. This gets combined with other signals like histamine, serotonin released from immune cells. Some of these signals produce direct effects on the target site as seen in the table.

An array of these signals triggers the immune system and it, in turn, starts the inflammation process and the cardinal signs are observed. This process lasts for some time and as it occurs; the pathogens decrease in number through phagocytosis and subsequently vanishes from the body. This can be observed by a decrease in the signs. After this process, the targeted site starts to heal and the immune system learns how to defend the pathogen when it enters the next time.

Now the damage caused by the pathogen has to be repaired by the process of healing.

  1. Haemostasis
  2. Inflammation
  3. Proliferation
  4. Maturation/Remodelling

The pathogen will rupture and damage the outer layer of blood vessels known as endothelium resulting in blood loss. Hence the blood vessels start to contract to prevent further loss. Also, a plug is formed at the site of leakage by the platelets. Then the process of inflammation occurs; clearing out the dead cells and the pathogen. In the proliferative stage, new blood cells are formed by a process known as neovascularisation and the new epithelium is formed. In the last phase, the newly formed cells become stronger and flexible. Hence the combination of these steps brings the affected area back to normal.

Hence the inflammation is an essential process in the immune system and it has to occur to prevent the conspiracy of the microbes. The next article is about vaccines and their principle of working.

HAPPY READING!!!

ARE COMPUTERS REALLY INTELLIGENT?

When it comes to the possibilities and possible perils of artificial intelligence (AI), learning and reasoning by machines without the intervention of humans, there are lots of opinions out there. Only time will tell which one of these quotes will be the closest to our future reality. Until we get there, it’s interesting to contemplate who might be the one who predicts our reality the best.

“The development of full artificial intelligence could spell the end of the human race. It would take off on its own, and re-design itself at an ever-increasing rate. Humans, who are limited by slow biological evolution, couldn’t compete, and would be superseded.”— Stephen Hawking

Will computers eventually be smarter than humans? 
 
Everyone is talking about artificial intelligence (AI) – in the media, at conferences and in product brochures. Yet the technology is still in its infancy. Applications that would have been dismissed as science fiction not long ago could become reality within a few years. With its specialty materials, the Electronics business sector of Merck is contributing to the development of AI. 

HOW SMART ARE YOU?

Who’s smarter — you, or the computer or mobile device on which you’re reading this article? The answer is increasingly complex, and depends on definitions in flux. Computers are certainly more adept at solving quandaries that benefit from their unique skill set, but humans hold the edge on tasks that machines simply can’t perform. Not yet, anyway.

Computers can take in and process certain kinds of information much faster than we can. They can swirl that data around in their “brains,” made of processors, and perform calculations to conjure multiple scenarios at superhuman speeds. For example, the best chess-trained computers can at this point strategize many moves ahead, problem-solving far more deftly than can the best chess-playing humans. Computers learn much more quickly, too, narrowing complex choices to the most optimal ones. Yes, humans also learn from mistakes, but when it comes to tackling the kinds of puzzles computers excel at, we’re far more fallible.

Computers enjoy other advantages over people. They have better memories, so they can be fed a large amount of information, and can tap into all of it almost instantaneously. Computers don’t require sleep the way humans do, so they can calculate, analyze and perform tasks tirelessly and round the clock. On the other hand, humans are still superior to computers in many ways. We perform tasks, make decisions, and solve problems based not just on our intelligence but on our massively parallel processing wetware — in abstract, what we like to call our instincts, our common sense, and perhaps most importantly, our life experiences. Computers can be programmed with vast libraries of information, but they can’t experience life the way we do.

Some of that’s rethinking how we approach these questions. Rather than obsessing over who’s smarter or irrationally fearing the technology, we need to remember that computers and machines are designed to improve our lives, just as IBM’s Watson computer is helping us in the fight against deadly diseases. The trick, as computers become better and better at these and any number of other tasks, is ensuring that “helping us” remains their prime directive.

The important thing to keep in mind is that it is not man versus machine. “It is not a competition. It is a collaboration.”

IMMUNOLOGY SERIES- PART 7- TYPES OF IMMUNOGLOBULIN

The previous article dealt in detail with immunoglobulin and how they help in phagocytosis. This article is about the types of immunoglobulins, their functions.

The types of immunoglobulins are based on the types of light and heavy chains. There are two types of light chains namely the kappa and the lambda. An immunoglobulin contains either kappa (K-K) or lambda (L-L) but does not have a mixture of both (K-L not possible). About 60% of the immunoglobulins in humans have kappa chains.

So, the classes of immunoglobulins are based on the heavy chain. So based on this condition, there are five classes of immunoglobulins namely:-

  • Immunoglobulin G (IgG) – gamma
  • Immunoglobulin M (IgM) – mu
  • Immunoglobulin A (IgA) – alpha
  • Immunoglobulin D (IgD) – delta
  • Immunoglobulin E (IgE) – epsilon

These immunoglobulins have certain configurations and play different roles in the human body. The immunoglobulin G is present the most. It constitutes about 80% of the total immunoglobulin. These are mostly present in the blood, plasma, and other body fluids. This immunoglobulin has the lowest carbohydrate content when compared to the rest. This immunoglobulin has a half-life of 23 days which is the longest of all. Some of the unique features and functions of this immunoglobulin:-

  • This is the only immunoglobulin which can cross the placenta (this is a unique feature because this immunoglobulin provides immunity to the foetus inside the womb and also after birth for some months. Presence of others may indicate infection)
  • This helps in killing bacteria and viruses by opsonisation (the process of covering the pathogen with a protein coat such that the pathogens become more presentable to the immune cells)
  • Neutralize toxins
  • Activate complement by classical pathway (The complement system, also known as complement cascade, is a part of the immune system that enhances the ability of antibodies and phagocytic cells to clear microbes and damaged cells from an organism, promote inflammation, and attack the pathogen’s cell membrane)
  • Unique catabolism (breaking down of molecules) based on concentration
  • There are four sub classes (G1, G2, G3 and G4) out of which 1,3 and 4 cross the placenta and offer immunity
  • Also involves in the Rh immunization (there are two types’ Rh+ve and Rh-ve based on the presence of Rh factor in blood). The mother being Rh+ve and child the opposite is not a problem in the first pregnancy but can be fatal in second, killing the foetus.

The immunoglobulin M constitutes about 5-10% of total proteins. This is a pentamer structure with a J chain. This weighs about 900000-1000000 and is the heaviest of all. They have 5 days of half-life. Some of its features-

  • Presence in newborn indicate congenital infection as they don’t cross placenta
  • Short lived, so their presence indicates recent infection
  • First Ig to participate in primary response
  • Opsonisation
  • classical pathway
  • bacteria agglutination
  • Play an important role in ABO blood grouping (discovered by Landsteiner). There are 8 types of blood groups based on antigen, antibody and Rh factor

Immunoglobulin A is also known as the secretory immunoglobulin and is mostly present in body secretions (tear, saliva, sebum, mucous, and milk) in which they are dimer and are monomer in blood. They constitute 10-15% of the proteins. They also have a J chain and secretory piece. Their half-life is 6-8 days.

  • The secretory piece protects the Ig from enzymes and juices
  • Complement activation by alternate pathway
  • Promote phagocytosis
  • Intracellular microorganism killing
  • First line of defense against some microbes

Immunoglobulin E is a dimer similar to IgG. This is present in low concentrations (about 0.3) and has the weight of about 1,90,000. These have a half-life of about 2 days and can become inactivated at 56 C.

  • Present extra-cellularly
  • Associated with allergic reactions like asthma, hay fever and anaphylactic shock
  • Bind with the Fc of mast cells and basophils resulting in degranulation and release histamine which causes allergy
  • Mediate the some immunity reactions
  • No complement activation
  • Provide immunity against helminthes

The last is immunoglobulin D.  It is present in low concentrations and on the surface of B lymphocytes. They constitute 0.2% of proteins. They have a half-life of 3 days. The IgM and IgD bind on the B lymphocyte to help in antigen identification.

Hence these were the different types of immunoglobulins and the mechanisms by which they help with immunity. The next article is about the process of inflammation.

HAPPY READING!!

IMMUNOLOGY SERIES- PART 6- IMMUNOGLOBULIN

The previous article was about the different types of immune cells. This article is about a special molecule in immunity known as immunoglobulin.

There might be a question that what is so special about this immunoglobulin. There is a reason for this. These molecules play an important and inevitable role in the phagocytosis of pathogens. To understand this, it is essential to know about immunoglobulins.

The immunoglobulin is a gamma globulin, a specialized group of proteins (glycoprotein) produced in response to pathogens. It is produced by the plasma cells (a globulin protein present in the plasma). These constitute 25-30% of the blood proteins.

There are two important terms that are more commonly known by the most, they are the antigen and the antibody. The antigen is the molecule present on the surface of the pathogen and can stimulate an immune response. There is a small part of the antigen called the epitope which interacts with the antibody.  The epitope is known as the antigen determinant site. An antigen can have unlimited epitopes.

On the contrary, the antibody is the molecule produced in response to the antigen in order to kick it away. The part of the antibody which interacts with the antigen is called a paratope. An antibody must have at least 2 paratopes. These antibodies belong to the immunoglobulins. All antibodies are immunoglobulins but not immunoglobulins are antibodies. To understand how the antibody helps in immunity, it is essential to understand the structure of an antibody/immunoglobulin. The image below shows the general structure of an immunoglobulin:-

There are two chains in an immunoglobulin namely the light chain and heavy chain. The light chain has 212 amino acids (the building block of protein) and the heavy chain has 450 amino acids. Each chain has two types namely the constant and variable. These regions are based on the amino acid sequences. Half of the light chain (1 out of 2) is constant and the rest is variable. A quarter of the heavy chain (1 out of 4) is variable and the rest is constant. These are linked by two types of sulfide bonds namely the intra (H-H AND L-L) and inter (H-L). These molecules contain carbohydrates (CHO) hence these are called as glycoproteins.

The tip of the variable regions of the heavy and light chain is hypervariable in nature and these constitute the antigen-binding site (Fab). These are hyper-variable because they have to produce amino acid sequences complementary to that of the antigen so that they can interact together. The other site is called a crystallizable region (Fc).

Having known all this, now it will be convenient to explain the process by which the antibody plays in the prevention of infections.

There are millions of substances that pass through the blood every day. So there must be a criterion/substance to identify them whether they are pathogenic. This is where antigen comes to play. These antigens present on the surface of the pathogens alert the immune system which then identifies this as a pathogen. So in response to the antigen, a suitable antibody is secreted and deployed to the target site. On reaching the antigen, the Fab region binds with the antigen.

The ultimate aim of the immune system is to abolish the pathogen and one way is by phagocytosing them. This is done by the macrophages. But it is essential for them to identify the substance before engulfing it. This is where the antibody comes to play. The Fc region of the antibody combines with the receptor of the macrophage. This facilitates the process of phagocytosis.

Hence the antibody acts like a bridge between the source (antigen) and the destination (macrophage) aiding in phagocytosis. This is essential because in most of the cases the macrophages, it is difficult to identify the non-self-objects and this is where antibody helps.

In the case of the new pathogen, the antigen is new, and therefore their might not be a suitable antibody. In that case, the macrophage cannot phagocytocise the pathogen and it reigns in the body causing infection and disease.

The next article is about the types of immunoglobulins.

HAPPY LEARNING!!

IMMUNOLOGY SERIES-PART 5- INTRODUCTION TO THE IMMUNE CELLS

The previous article was about the acquired immunity. This article is all about the immune cells, the warriors of the human body.

These cells play a major role in protecting the body from infections. Some of them contribute directly and some contribute indirectly. Despite the methods, all of them are required in optimum amounts so as to live a healthy life.

All of these cells are derived from a specific type of cell found in the blood. The blood is a freely flowing interstitial fluid that transports oxygen, nutrients, etc. to the cells of the body. There are two components in the blood in which the first one is called plasma. The plasma is the liquid carrying water, salts, enzymes, and proteins. There are three specialized proteins in the plasma-

Albumin- to maintain water balance

Globulin- for immunity (it is a part of immunoglobulin)

Fibrinogen- for clotting

Hence the plasma also contributes to immunity. This plasma constitutes about 55% of the blood. The rest 45% of the blood is constituted by the formed elements or corpuscles. There are three elements in it namely-

Erythrocyte or Red Blood Corpuscle- transport of oxygen

Leucocyte or White Blood Corpuscle- fight infections

Thrombocyte or platelets- for clotting

Out of these, the WBC is the one primarily contributing to immunity. A healthy person must have a WBC count from 4000-11000. Count less than 4000 means leukopenia meaning that the immune system is weak. If the count is more than 11000 then it means the condition of autoimmunity known as leucocytosis. There are some further classifications in the WBC which are displayed through the flowchart below.

There are two types of cells in the WBC namely the granulocytes and agranulocytes.

The granulocytes, as the name specifies have granules in their cytoplasm. There are three different cells in this.

The neutrophil constitutes to about 55-70% of the total WBC and they are ones involved in most of the fights against the infections. These defend against bacterial and fungal infections. These cells are mostly found in the epidermal regions and are in the first line of defense.  These cells engulf the pathogens by the process of phagocytosis. These cells have multiple nuclei hence these are also known as PMN (Poly Morpho Neutrophils). Neutrophils help prevent infections by blocking, disabling, and digesting off invading particles and microorganisms. They also communicate with other cells to help them repair cells and mount a proper immune response. The death of these cells often results in the formation of pus (suppuration).

neutrophil

The eosinophil constitutes about 2-4% of the total WBC. These cells are very little in the body but can increase in the case of allergic reactions, parasite infection, and so on. The functions of the eosinophil include movement to inflamed areas, trapping substances, killing cells, anti-parasitic and bactericidal activity, participating in immediate allergic reactions, and modulating inflammatory responses.

eosinophil

The basophil is present in the least concentration of all (0.2%) in total WBC. These cells play an important role in allergic reactions in which their count can increase. The basophil contains inflammatory mediators like histamine and heparin. The release of the compounds results in dilation of the blood vessels. Hence these cells regulate the inflammation process.

The agranulocytes are those which lack granules in their cytoplasm. There are two types in this. The lymphocyte can be called as the memory of the immune system. There are two types of lymphocytes namely T and B lymphocytes. These lymphocytes recognize the incoming pathogens and based on their memory it produces a suitable response in a short amount of time. These cells are involved in the secondary response in the acquired immunity.

B cells make antibodies that can bind to pathogens, block pathogen invasion, activate the complement system, and enhance pathogen destruction. The T cells mostly known as CD4+ T helper cells produce the cytokines (proteins in cell signaling) and coordinate with the immune system. There is another form called CD8+ cytotoxic T cells which is opposite to the previous type, they help in the destruction of tumors and pathogens.

The monocyte is the largest of all the cells in WBC. They function similarly to that of the neutrophils (phagocytosis of the pathogens). These cells present the pathogen to the memory cells upon which a response is generated. Once they leave the blood, they turn into macrophages which help in clearing cell debris and killing pathogens. These are known as the vacuum cleaners of immunity.

Hence all these cells work in different mechanisms and they coordinate together to make sure that we do not fall prey to the disease-causing microorganisms.

HAPPY LEARNING!!

DEBATE CONCEPTS IN OSTEOARTHRITIS

This article deals with some of the concepts related to the progression of osteoarthritis. These statements were given by prominent researchers and resulted in a debate between two prominent groups of researchers against each other. All of these took place actively in the 19th century where the publications of research scholars were opposed to that of the scholars in the other group.

William Bauer told that mechanical trauma can result in OA directly or indirectly. By the 20th century ideologies were majorly split into two ‘inflammation’ and ‘no inflammation’. Henry Fuller and Robert Todd suggested that OA occurred due to disruption to nutrients required for knee development and doesn’t occur through inflammation. On the other hand, Garrod and others stated that OA is partly degenerative and partly inflammative. Hence the study for OA continued under these two domains and each group of scientists trying to prove the other is false. But this situation can be compared to two sides of a coin where both the situations cannot be neglected. Hence both the domains of OA cannot be neglected.

Some others say that OA is a neurogenic immune homeostatic disorder. Garrod in 1988 stated that OA is associated with lesions in CNS in a peculiar manner. CNS refers to the central nervous system which constitutes the brain and spinal cord. The brain is the mastermind of the body which generates electrochemical signals to simulate several neurons in the body. The spinal cord is known as a warehouse of reflexes. Reflex is an involuntary (cannot be controlled by conscience) rapid sequence of actions. Reflex can be best explained by several experiments.

When someone comes to hit you; you will either duck or catch his hand spontaneously and this is known as a reflex and the spinal cord or vertebral column is responsible for this.

The reflex of the knee is tested by the doctor who takes a rubber mallet and taps it on the knee and what interestingly happens is that the knee starts to retract and the patient can feel the pain. In case of OA or any knee-related diseases, the patient cannot experience any pain and hence the doctor understands that there is some abnormality in the knee. Hence we can understand that there is a connection between the knee’s ability and CNS and an interruption in this connection can lead to knee diseases.

We have to understand that this is a basic relation and there are other complex associations between them and require more complex methods like electrophysiology and pharmacology to understand them. Later it was proposed that changes in the sympathetic nervous system can also lead to OA.

The sympathetic nervous system is a part of the autonomic nervous system. This can be correlated to the word ‘increase’. The sympathetic nervous system works in response to stimuli like emotions and increases some parameters of the human body like heart rate, eye dilation, blood sugar, blood pressure, etc. this proposal paved the way for using micro-circuitry to correct it.

There is also another field on which the world is divided into two namely ‘nociceptive’ and ‘neuropathic’ where nociceptive refers to pain resulted due to receptors. These are present at target and send signals to the brain via the spine more or less like the reflex. On the other hand neuropathic refers to the condition where pain occurs due to nerves. The following table shows the difference between these two. 

NociceptiveNeuropathic
Receptor-mediated painNerve mediated pain
Doesn’t affect nervesAffects the nerves
Due to painful stimuliDue to inflammation

However, some of the debate topics have not been resolved even till now but a lot of research articles about the progression of the disease and its underlying phenomena have been published. This is one of the cases in which a debate has done some good to the field of science!

HAPPY READING!!

Time Management: Definition and Importance

For busy businesses, time management is critical so that they can prioritize all of their job responsibilities and reach their objectives more quickly. You’ll be able to take on new possibilities and build your business in a sustainable way if you properly manage your time.

In this article, let’s see the definition and importance of Time Management.

What is Time Management?

Time management is the process of planning out your available time and managing the amount of time you spend on various tasks in order to operate more efficiently. Some people find it easier to manage their time than others, but adopting routines can help anyone improve their time management skills. Your work and well-being may suffer as a result of poor time management, which can lead to:

  • Creating low-quality work
  • Failure to meet deadlines
  • Increasing your level of stress
  • Negatively affecting your work-life balance
  • Putting your professional reputation in jeopardy

Importance of Time Management

Time management is vital because it allows you to organize your workday so that you may grow your business while maintaining a healthy work-life balance. Here are seven advantages of effective time management:

1. In less time, accomplish more

One of the most significant benefits of time management is that it enables us to be more productive by allowing us to regulate how we spend our time. We can focus more effectively on vital tasks, resulting in enhanced efficiency. Consider a car being driven slowly by someone who is always staring out the window and talking on the phone. Consider another car being driven by someone who is focused on driving at the best possible speed to get to their destination as quickly as possible. That is what effective time management can accomplish.

2. Improve the quality of your job

You are required to offer work of a specific quality and standard as a dedicated employee. One can easily deliver a higher quality of work by properly utilizing time and prioritizing duties. Prioritization aids in focusing on critical tasks by placing them at the top of the priority list, allowing you to devote your whole attention and focus to them. As a result, the work’s quality has improved.

3. Reduce Your Anxiety

When you have a long list of duties to complete both at work and at home, it’s easy to grow nervous. Good time management may help you prioritize your to-do list and set aside the necessary time for your most important tasks, so you know exactly what you need to get done and how much time you have. Prioritizing your chores and allowing adequate time to complete them will help you feel less stressed.

4. A higher standard of living

Effective time management skills can improve your life outside of the office as well as your working life. When you have your business life under control, you have more time to focus on your personal life and relationships. Knowing that your responsibilities and activities are on schedule will help you relax in your personal life. Your quality of life increases instantly as you feel calmer and less worried.

5. Time to ponder

Time management tactics that work provide you extra time to think and plan. Planning your schedule allows you to devote more time to your most important tasks. You’ll have more time to strategize, which means you’ll have more time to focus on reaching your objectives. You won’t be able to make progress on your most important goals if you don’t manage your time well. It’s just as vital to take time to consider how to go forward with your goals as it is to take action.

Conclusion

Effective time management skills can benefit both your business and your personal life. You enhance your capacity to get things done, make better judgments, and, most importantly, obtain total control of your major priorities when you learn to manage your time on a regular basis.

How To Become A YouTuber

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YouTube’s popularity continues to grow, the reputation of its content creators grows with it. In August 2018, the status of its top stars reached a new high when KSI and Logan Paul faced off in a boxing match that generated around $13 million in pay-per-view revenue. Starting your own channel from scratch and growing it into something special isn’t just a pipe dream. Many YouTubers have done it and more will do it again in the future. One of those YouTubers could be you.

Make A Plan: How often do I want to upload videos? This is also very important because the more videos you want to upload, the harder it will be to create fresh content and keep up with your schedule. As a kid, you probably have school to take into consideration and other after school activities.]

Follow your passion: It is almost impossible to create a really engaging video without having a genuine passion for what you’re doing. If you pretend to be interested, it won’t be long before you get called out in the comments section! Passion is infectious. That’s why even potentially boring topics can prove to be extremely successful on YouTube.

Make Your Content: Once you’ve decided what you want to create videos about, start thinking of how you can develop personal branding around that. Look for a unique selling point that’s related to the niche you’ve chosen and start owning it.

Choose your target audience: Just like you would if you were running an ad campaign, consider which demographic group your content would be most suited to. Think about factors like age, gender, and occupation when making your decision. It’s often best to target an audience that’s the same age and gender as you, as it’s easier to relate to them. Ask your friends what they’d be interested in watching and their answers could give you an insight into what your peers would like.

A ‘YouTube Influencer’ makes their money through sponsorships and ad revenue from other companies and brands as well as YouTube itself (if you become a ‘big’ YouTube influencer).

To monetize off of your YouTube channel you have to have at least 1,000 genuine (not bought or spam) subscribers and 4,000 watch hours in a year.

SEO: SEO is something that not everyone on YouTube will be doing, so it could be the secret weapon in your quest to become a top YouTuber. If you’re not familiar with it, it stands for search engine optimization and refers to the methods by which content is optimized to rank higher when someone searches for it. If you optimize your channels, videos, and playlists correctly, you’ll have a much better chance of being found on YouTube. The search ranking algorithm on YouTube will take into account how well your content, titles and video description matches the search intent of a viewer. If your content isn’t relevant, it won’t rank.

Once you’ve made it in, you can start making money from ads. The types of ads are: display ads, overlay ads, sponsored cards, skippable video ads and non-skippable video ads. Display ads appear to the right of your video, above suggestions, while overlay ads are semi-transparent and appear on the lower part of your video. The other ads appear at various points before, during, and after your video.

SHOULD TEACHERS BE TESTED JUST LIKE STUDENTS ?

Teachers take exams of students to test how good they are in studying so wouldn’t it be right to take exam of teachers to test how good are they at teaching ? When a student is not studying properly teachers often scold student or contact his/her parents. So, if a teacher is lacking somewhere in teaching shouldn’t students tell him so that he can change his method of teaching.

Students are future of a country and teachers have responsibilities to shape them so that they can have a better future. It is just like a potter gives shape to a clay. I’m not saying that students get a spotless chit for pinning everything on teachers in the event that they don’t get successful. The two of them are similarly responsible for student’s prosperity or disappointment.

Teaching is regularly a singular undertaking. More often than not the teacher is separated from everyone else before the students and he is considered as an insightful master. How an teacher can know how great he is at his specific employment ? How might he work on his courses ? That is the reason, an teacher needs the assistance of his students to land input about his position. He needs input to further develop his showing abilities and his instructing materials.

3 New Teaching Strategies for the Return to Classrooms | Elmhurst  University Blog

Those criticism are additionally an approach to make a discourse among teachers and students. Students ought to reserve the option to criticize both the substance and the techniques for educating. On one hand, the student might turn out to be more persuaded and afterward may connect with and listen all the more cautiously during the class. Then again, they can foster analysis which is today a fundamental ability in a world overpowered by data. Through this interaction of recognizing the failure of their teachers, students will deal with their own failure all the more without any problem.

Again, I am not encouraging the act of disrespect towards teacher. Teachers are incredible individuals who teach us however in case they are managing their work wrongly, they ought to be corrected by understudies. Actually like how teachers set students back on track way. This will be improvement for both teachers as well as students.

How to become A Leader

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Transformational leaders are positive, empowering, and inspiring. They value followers and inspire them to perform better. So what can you do to embrace these valued leadership qualities and become a stronger and more effective leader?

Understand Your Leadership Style: Understanding your current leadership style is essential. What are your strengths? Which areas need some improvement? One way to start assessing your skills is to take this leadership style quiz to get a general idea of how you lead.

Once you have completed the quiz, read about the major characteristics of your dominant style. Are these qualities helping or hindering your leadership? Once you’ve determined which areas need some work, you can begin looking for ways to improve your leadership abilities.

Encourage Creativity: One way to foster creativity is to offer challenges to group members, making sure that the goals are within the grasp of their abilities. The purpose of this type of exercise is to get people to stretch their limits but not become discouraged by barriers to success.

Show Passion: You can develop this leadership quality by thinking of different ways that you can express your zeal. Let people know that you care about their progress. When one person shares something with the rest of the group, be sure to tell them how much you appreciate such contributions.

Communicate Effectively: Another important quality of transformational leadership involves a focus on providing one-on-one communication with group members. Transformational leadership is effective when leaders are able to communicate their vision to followers, who then feel inspired and motivated by this vision.

Part of the trust-building process is creating an environment where it’s safe to take risks and allows you and your employees to comfortably exchange candid, honest and direct feedback without the fear of being punished.

It’s important you provide ample channels for two-way communication between employees and managers, and also solicit and reward them for their ideas and contributions. This facilitates progress toward reaching organizational goals. As a leader, you should foster trust and cooperation. Leaders can paint a vision of the future that inspires the team to do whatever it takes to get there.

And as a coach, you have to inspire action that will help execute that goal. Reinforce an honest and candid environment without taking information personally. Equally treat everyone like you would want to be treated.

Give credit where credit is due. Say “thank you,” be encouraging, and try to put yourself in their shoes to better understand their everyday challenges.

You have to support and assist your team. Give them the confidence to take risks and speak up without being punished.

When the mistake is yours, take ownership. Don’t try to blame someone else, the situation or a circumstance.

Be credible – people want to follow an honest leader. Be candid about why things didn’t work out, learn from the mistake and move on. People will trust someone who actively displays honesty. As you work toward developing some of these leadership qualities, don’t forget to look to your followers for feedback and inspiration. Pay attention to the things that have been effective in the past and always be on the lookout for new ways to inspire, motivate, and reward group members.