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    Welcome to the MOOC-NPTEL course on Bioengineering an interface with biology and medicine.In our effort to have some clinician’s perspective, for biology for engineers, today we have invitedDr. Kunal Sehgal.Dr. Sehgal is Director of Sehgal Path Lab.He is MD Pathology from Post-Graduate Institute of Medical Education and Research, Chandigarh,India in 2007.He finished the MBBS from St. GS Medical College and KEM Hospital, Parel in Mumbai in 2003.Dr. Sehgal was awarded Kataria Gold Medal for the best overall student of PGIMER 2008.The award was presented by the Prime Minister of India in 2009.He was also awarded Silver Medal in recognition of merit during the period of studies forMD Pathology at PGIMER.He was awarded the International Union Against Cancer, International Cancer Technology TransferFellowship at John Hopkins Hospital in Baltimore, USA.Dr. Kunal Sehgal has published over 50 papers in national and international PA review journals.His research interest include flow cytometry – instrument setup and standardization,flow cytometry based minimal residual disease detection in ALL, high sensitivity PNH assayusing flare, research parameters on CBS analysers.It is our great pleasure to have Dr. Sehgal with us who is going to share you his clinicalperspective and several examples where he is going to illustrate you how engineeringdiscipline is so crucial for medicine and why clinicians still depend so much on variousengineering devices, the data analysis tools and there is so much still gaps and unmetneeds, which has to be fulfilled for the clinics.So let us welcome Dr. Sehgal for his lecture.It is a pleasure to come here.This is my first time talking to engineering students like you.I like to thank Dr. Sanjeeva for having me here today.I intend to talk pathology meets engineering on bridging the gap and the idea or whereit all began was when an engineer is working say in a lab or in a research setup tryingto build something, the ultimate aim is you wanted to be used.You wanted product.You want the technology output to be used massively by clients and in the medical fieldby doctors and by patients and when a doctor is looking at a technology product, he ismore interested at what is the output of a technology product.And he says how can I use this product for my patients.So the interface, which typically an engineer looks at is the interface between the machineand the output to how the output was generated and a doctors typically looking at the interfacefrom the output to the result.Can I just show you an example of how this works.For example, if you see this is a CBC machine.This is the technology and this is the output, which is a strip coming out from the CBC machine.Which tells your hemoglobin, WBC, and platelet count and the engineer wants to know how isthe output generated, how can I better it, what was used to generate this output andI as a doctor typically want to know what is the interpretation of this output, howcan I use it for the patient.Majority of us laboratorians do not care or do not understand and that is why we do notcare to how the instrument works or what the output is , what went wrong.And we call the service engineer, please do the needful.I want my reports today before the lab, the patient has to collect the report.So this is the typical attitude, which majority laboratorians always have and it is not outof lack of interest or lack of time and lack of understanding and the idea is can we bridgethis gap between the engineers and doctors and why am I talking about bridging becausethis is how I am here today possibly.I was at my previous place of work, which is Hinduja Hospital and I was there for fiveyears and while I was at Hinduja Hospital, we interacted casually with a few IIT facultiesand then we came to know that is health consortium in IIT Bombay, and Hinduja Hospital joinedthe consortium.The objective of me and Dr. Deshpande who were heading the hospital team at that timecan be partnered with the engineers and bridge the gap between the medicos and the engineers,can we look at indigenization of products for better and cheaper availability and canwe look at innovation in context to local needs.Because you know there is innovation, but you need to use it for the Indian needs andthe Indian patient’s purpose.So this is where we have to multiple on meetings we interacted, IT faculty presented certainpapers, then at one of the meetings, what we did is, we circulated to all the doctorsin the hospital.There were 100 of them and we said, just give us a wish list where you would want somebodyfrom IIT Bombay to work on, which would help you improve your patient diagnosis and Dr.Sanjeeva asked me to share a few examples from that presentation.So I am sharing that today just to give an idea what, you know how different can be aneed of a doctor and if you know the need of a doctor, you would love to work in thatarea potentially and that is why I am here today.So Dr. Balkrishnan was a rheumatologist, a joint who looks at joint problems, autoimmuneproblems, he sees these patients very often Sjogren's syndrome.Basically, a disease where you have dryness of mouth and dryness of eyes.If I ask you do you have dryness of eyes, maybe 5 of will tell me, but how do I comparethe dryness of eyes of patient A to patient B to patient C.There is no objective way of measuring it.Dryness of the mouth, can you study the deficiency of saliva, can the humidity analysis be done,can the chemical analysis be done.There is no test available today.Then I remembered somebody asked in the meeting, one of the IT faculty raised.Can we use a bubble gum or a chewing gum and give it some colour reaction, intensity ofcolour change and there was an idea right there.So you know it is just talking just producing an idea.So the idea was just to share our wish list, put this wish list on your common forum, theremight be somebody from one amongst you who would say this is an area, which I would liketo work.Another example from, if somebody has seen an MRI machine or gone under that, it is extremelyclaustrophobic, extremely alone.You are lying down with eyes closed in a dome, you cannot see anything, you are in loud sounds,can there be a silencer for the MRI machine, so why are we not building towards that andhow does it helps.Can there be a wireless ECG monitors?In movies, you would have seen or you would have seen ECG monitors, multiple wires throughyour chest, hands and legs.Why cannot in today’s , we have wireless monitors.This becomes very important because in surgeries, doctors use cautery.The frequency of a cautery mixes with the frequency of the leads causes artifacts, sothat is one of his wishes.Another anesthetist, Dr. D’Mello said many a times, the patient is admitted to a localnursing home ICU is on a ventilator.He wants to move to a higher institute, can we have transport ventilators.There might be some available, they are corporate, they are expensive, can we have indigenoussimpler ones.She said as the anesthetist, when the patient comes to the OT, other doctors for variousneeds had fired all the veins.You cannot even get intravenous access to blood or to give them blood.It is so difficult, so can we have an automated intravenous vein locator.This has been very difficult, very difficult on children, cancer patients or on chemotherapyand her third question was can we have a patient controlled analgesia pump.If I am having chronic pain because of cancer sitting at home, can I have a pump, whichcan modulate the dose of my drugs and I can pump myself in a regulated manner.So these are certain questions just to highlight.They are very simple, but currently we doctors do not have solutions for that and we needyou guys to help us, work towards these kinds of things.While I was going through this wish list and preparing it last week, I got this video onWhatsapp, which I would like to share.This is something called as Veebot venous blood collector, this is an US based company,which has produced this.I do not know if the video is playing.There it goes.So basically what it does and it will go into the site.I will not go into the whole thing detail.It uses technology very simple.There is a robotic arm.Like you see, it will go and the patient put his arm, it will do image analysis, highlightyour veins, it will also do ultrasound, it will see if the vein is big enough, it willput in the needle, the person is just collecting the blood sample at that vein.If you have a pediatric patient, if you have difficult veins, and this case is very often.This the most common thing done in every hospital laboratory.Just think about automating it and mass production of this technology every lab is going to do.Typically this is an US based technology, by the time it comes to India, it would be5 years, 10 years down the line, it will be very expensive.Can we look at indigenization or simpler things.This is just one example that I would like to share with you.What various doctors in every field is thinking.Today, I am here as a laboratorian, but every doctor would have his/her wish list.So I’m here to present my list in a way or share with you the areas I work in and2 areas I touch upon is, 1 is CBC, which is like a routine test, which we do day in andday out, many of you would have given blood sample and checked your hemoglobin.That is a CBC test.The other area is blood cancer, that is the main area I work on.Third area I just touch upon a little bit on data analysis from a laboratorian perspective.As I said the most common test that is the CBC.This CBC machine has been a forefront of technology change as far as laboratories are concerned.From manual methods from hemoglobin measurement if you have to do manually in 1980s and Ihave done it with my father in my dad’s lab.I have done the manual method when I was maybe 8 or 10 years old and then you had those floorbased machines, then came the bench tops, now we have almost desktop size machines.My dream would be having a portable machine maybe in your cellphone and that is the waywe are progressing.This has been forefront of technology and that is why said, let us start with this machine.Typically, this is a 3-part machine, what will able a simplest machine.This is very popular in India.This is like a 5-part machine.Typically from an engineering aspect it will do the simple electrical impedance in typicalcell count.Now the newer machines in addition to electrical impedance, fluorescent flow cytometry is used.They use flow cytometry light scatter, they use combination of laser light scatter orradiofrequency, conductivity.Look at cell population and differentiate from each other to give us a WBC count.They also look at specific dyes.So you have certain dyes binding with certain cells, it will say, this is this cell andthis is some other cell based on a protein or a diet, which it binds to.It is continuously evolving.So if you see, this 1 gave us numbers and some graphs; this gives the same numbers andgraphs.In addition, what it does is automatic analysis of these graphs and give us some plats andsaid, okay the RBC are at normal distribution.There are dimorphic population, 2 sizes of red blood cells.I can see there are 2 populations over here, two peaks.An experienced person or a technician who is never trained for doing graphs cannot seeit.So the company had automated the interpretation over here and giving you this is dimorphicproperty.So there is more the software is doing, a better result, a better data for better use.So what we have done in a lab is since last year on this machine, it is a very small machine,very robust.It is a 5-part, 6-part cell counter.It does a lot of tests, gives 100s of research parameters.So people keep labeling them as research parameters, because they go to the research labs and neverget used any.So I like the term advanced clinical parameters and my passion for the last 4-5 years hasbeen to put them into clinical use.How can I put these parameters into clinical use and take them forward.So this is the test which has started and what all does it do?That in addition to giving you a routine report, which every lab in Mumbai or rather Indiadoes, I give an additional 1 page report, which has a fewer new parameters.We have introduced interpretation.We started using these parameters.We made normal reference like this and started using them.The other thing which we personally do in this machine is, this is just to highlightwhat more you can do from a single sample, we do thalassemia screening.Some of you have not heard about thalassemia or genetic disease where if a father and motherare thalassemia carriers and a carrier is almost 5% of our population in Mumbai, whichis huge.There is 50% chance that a baby will be born, will have thalassemia disease.This baby beyond 6 months of life is dependent on blood transfusion and does not lead a completelife.So very common disease in our country is still extremely, easily preventable.We think it is very common in Gujaratis, Muslims, Boras, Sidhis, Punjabis, Eastern parts ofIndia, and in India, we still have caste based system and caste based barriers.If somebody asks me before marriage, ), I said no thalassemia ka screening karo.Okay, because that is far more important for you and your family then have a but you getdistressed down and you will see people say I wanted to do HIV and hepatitis B.Okay, I want to see hepatitis C for my partner or spouse.Whereas first set of thing you should do is get thalassemia screening done.So idea is why get it done, can we predict that this patient requires a testing, thisis what you have done.Based on thalassemic carriers having small RBC size and higher volume, then numerousformula is available in literature and around 4 years ago, I published this Sehgal indexand you will find it extremely sensitive and specific to our needs.So what we have done is, we have taken use of the technology in this machine, where Ican put in my own formula into the software of the machine, it does the calculation.The patient walks in while technician runs the sample.Everything is normal.There are no flags, clear.There is something positive sign coming here for my technician, says read what it is.Goes to the next screen, it says BTD Sehgal index positive.The technician knows without any calculation, this is a thalassemia suspect patient.When that flags come to me, I write in the report, it goes off, the patient gets evaluatedfor thalassemia and 85% of them based on the sensitivity of this, actually turns out tobe thalassemia carrier.So we are helping in screening disease.What did I use, I use the MIS or the information system technology available in the machine,the software, put the 2 together and I am helping the patient off.This is one example that is currently available and we are doing it.There is another example malaria, extremely common, somebody in your family or somebodyyou know has to have had malaria, especially in the monsoon epidemic, almost everyone inMumbai has it.How do you detect, doctors, if you go to a doctor, he will say, okay, do a CBC and malariaparasite test, we will screen this line.This particular machine model screens for malaria automatically.So you see there is a flag, which comes here which is called as a PRBC flag and you havethere some purple dots, which are parasitized RBC.This machine has a fluorescent dye.It can bind to the parasites.It is based on the light scatter property.It comes in a particular region, then it is there for certain number, the machine flagsit.Currently we do it only for only 1 type of parasite that is vivax, which is more common.As you speak, I am currently working with the company on a project for falciparum.So 3 years back, we evaluated this flag and we found it to be sensitive 84%, specificity99%.In practice, what happens in the monsoon season, when the patient walks into me; they mighthave walked into me with a letter from a doctor saying CBC and urine test.When I ran the CBC, it showed me the flag, I call up the doctor, after having seen theslide and confirming it is malaria, the doctor and the patient are both very happy.Because he did not even ask for malaria and in the monsoon season, 1 out of every 100patients, who walks in with fever unsuspected, the machine fix it up for us.Now rather me picking it up, my staff comes running to me, I have screened it in the machine,confirmed it with the slide, I just need to look at it for 10 seconds and normally I wouldhave wasted around 5-10 minutes, not wasted but spend that amount of time.So again, automation, use of technology something to our local needs nowhere in the world, andthis company states it has maximum machines in Japan, Japanese based company Sysmex andthe other end is in US, none of them have malaria.They do not use it over there.The technology is there.This is in local needs.So we have been working with them because now it is big business for them, but we needto initiate that technology and take the need of doing these kind of things.Future of CBC and this is where you guys come in that what more information can I get froma single sample.That is always my dream.I run 1 sample it should tell me the infection I have, it should tell me whether I am thalassemic,confirm it for me, okay.Do everything, can it be portable, can I pick up other disease like malaria, can I pickup dengue, can I pick up typhoid from the same machine and we already have non-invasivehemoglobin measurements now.Can we have non-invasive cell measurements?Those are the kind of dreams, which a patient would love to have, walk in, scan in, getyour CBC report.So here are some questions which I just raised the potential looking at we can do.So next topic I go to is blood cancer diagnostics.How many of you know of flow cytometer or heard of flow cytometric technology.You guys are in the engineering field.So I am sure you would have, most of you are aware of flow cytometry technology, the basicprinciples.Not all of you.So I recommend if you are interested, there is a Thermo Fisher Company, very popular company.This is the website, the link is there.This talk will be available for all of you at anytime, go to this link basics of flowcytometry are given beautifully, there is use tutorial, introduction to flow, what itdoes, what are lasers, what are fluorescents, fluorochromes, what are optics, much easierfor you guys to understand and us biologist to understand and that is this.What do we do with flow in a lab?Looking here, which is blood cancer, we try to diagnose leukemia, we try to subtype it,we try to look at certain markers, which would help us say, this is a good leukemia, intermediate,or bad leukemia, which will help us in treatment.We look at minimal risk disease, which is looking at 1 in million abnormal cells aftera cancer patient has been treated.We pick that cell up and say this patient is going to relapse.The relapse will happen after 3-6 months.Can you take some action today?Because we have picked 1 in million cells and do, give some extra therapy or changethe modality of treatment to prevent the relapse of cancer.So these are the kind of chains the machine does.And typically we use what we call CD markers or proteins of different cell lines.So you know WBCs are white blood cells typically basic biology, T cells, T lymphocytes, B lymphocytes.There is a neutrophils or myeloid CD cells and every cell has your own markers.We combine these markers into 1 panel, so there is 1 tube which would have T cell markers,1 tube which will have B cell markers, the third tube will have myeloid cell markers.Run it through a flow machine, then you do some data analysis, okay, these cells, thegreen ones are CD3 positive.These are T cells, these are positive so I know these are B cells.This is simply looking at lymphocytes, subsets, then you look at few more cells, and we sayokay, these tumor cells are of B type.These tumor cells are of T type and these are all myeloid type.Because every type has a different treatment or different prognosis.So this is in just what we do.See instead of going into flow cytometry, I thought for you guys, let us look at thefrom the data analysis perspective because that would interest you more.Typically when you are looking at flow cytometry data or any data if you look at, you can seea histogram.Very simple, single parameter, so we are evaluating the intensity of CD45 in the blue space, whichis more than that in pink and orange or you can look at a 2 parameter plot.We take 1 protein CD45 and you will get side scatter, which is nothing but the clarityin the cell and you are comparing two parameters within separate populations.When we had 1 colour, 2 colour, 3 colour machine, the life was simple and I remember in 2008,we were using 3 colour machine.There was this advent of this 3D plot, okay and I said wow, in which you are looking 2antibodies, like I look at all 3 together and this is just 2008, when I just thoughtit doing flow cytometry.In the period of time, the flow cytometry have gone from 3 colour to what you clinicallyuse now 8 and 10 colour and research lab you have 15 and 17 colour.The problem is for a simple 9 colour flow cytometer, if you look at different combinationof antibodies, you will have minimum of 55 unique combinations.This is for one 9 colour tube and on average we run 3 9 colour tubes.So I have to go back to 165 plots, you can imagine the amount of human error I can makein interpreting these plots.Then look at normals and abnormal and then I am talking about detecting 1 in millioncells.Because there are million dots, I have to look for a needle in a haystack, okay.This is not going to work.So the field of software analysis is hugely expanding in all fields of science, flow,sequencing, proteomix.One of the software they will, for example, is using principle component analysis.I will not go into details.And this is a very beautiful related to flow which states end of gating and if you sayupper line shows you 1965 onwards the hardware progress.Beyond 2000, path breaking process has been less, software progress is all 2000 onwards.In every 2 years, you have something new path breaking coming up.These are some softwares, which are used in different modalities.Instead of looking dot plots, there is something called as spade, the names are confusing.It is called as stochastic neighbor embedding.The names are too complex for doctors like us, I have to really mug this up to even,you know, share it with you.So there are heat maps, there are phonographs, there are different kinds of software available,which are doing it.We doctors do not understand anything about it.We need help from data scientist to come and guide us to how to use it to make indigenoussoftwares to our needs again and that is where people like you guys can come in as data scientistfor helping us.Future of cytometry and I think my personal interest or interacting with the lab for solong, I get to learn a lot.I get to learn about fields, which I have never been exposed to.In the few projects, which I have shared, I had learnt a little bit about mass spectrometryand Maldi-Tof.I never knew a word about it.By the time in the last 5 years, I see the field of flow expanding, what is it doing?The latest instrument coming to the market or in the future will be combination of massspectrometry and flow cytometry.It is called as mass cytometry because the limitation of flow cytometry is this.every fluorochrome I use has an excitation wavelength.It overlaps with the next fluorochrome.For separating or the resolution has not yet done.I can use a maximum of 5, 6, 8 or 10.Now instead of labeling my cell proteins with fluorochromes, I am going to label it withheavy metal ions.So I can use 100 or 200 in separate demo, very simply put.And I do not know too much about it.If you have any questions Dr. Sanjeeva is the right guy to ask it about mass effect.The idea is once this comes into practice for our clinical, I stay in the cell surfaceor I stay in the cell cytoplasm, put it through mass effect.I will give me the data.What interests me even more the data, the data generated, I said I am more interestedin the data, the output is exactly similar, the same file called FCS 3.05, which is calledas the flow cytometry standard file, I can analyse it the same way I have been analyzingflow cytometry data, okay.So I have already used to analyzing the data, this is for my clinical needs, the technologyused is different where I get far more data.The software used will be different, so that is what excites me.So one example, which I had showed you in that T versus B plot, there were around 6bodies in that tube, okay.This is the simplest of CyTof data, it has 27 antibodies, simply doing only lymphocytesof 6, only cell surface antigens has in it for me at least.Because it is the way the technology is moving.So this is just to highlight it how fast things are moving and bioinformaticians, data scientistis going to be the key one and hence I wanted to put in laboratory data analytics.It is a nice article by Dr. Harvey, who is from Quest diagnostics USA and he says historicallywe laboratory people have been, you know, just transcription enterprise or translationenterprise.Somebody gives a sample, we collect it, we run the test, we report, full stop.We need to look beyond this traditional approach.We need to go and say, let us go back to my data and analyse what more can I get out ofit.And actually if you read a very good article from Harward Business Review.It says, data scientist as a sexiest job of the 21st century and I completely agree tohim.Because given the opportunity, I would go back and start looking at data from my ownlab.We generate billions of test results in our country, every single day.You can, if you guys know every new start up is behind collecting data, okay and I havebeen approached by 6 or 7 startups who are coming to me, can you share your patient data.Currently there are huge medico ethical problems because in India, we do not work with consent,with paper work.We do not work.So we do not know how somebody is going to use.So it is a problem, okay.But most of the medical startups, see I am saying in the pathology sector are all afterdata and I tell you the reason why.So when I first heard the term big data, it was in connection to next gen sequencing andsimply for me, as I said with most laboratorians, big data means big in size.Can we look at into it more preventive manner.So that is what data can do, okay.Thank you very much.