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biopractify · 6 months ago
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🐍 How to Learn Python for Bioinformatics? A Beginner’s Guide 🔬💻
Python is one of the most powerful and beginner-friendly programming languages for bioinformatics, making it essential for analyzing genomic data, automating workflows, and developing computational biology tools. If you're from a biotech or life sciences background and want to transition into bioinformatics, learning Python is the perfect first step!
Here’s a step-by-step guide to mastering Python for Bioinformatics from scratch. 🚀
📌 Step 1: Learn Python Basics
Before diving into bioinformatics-specific applications, build a strong foundation in Python programming. Start with:
✅ Basic Syntax – Variables, loops, conditionals ✅ Functions & Modules – Code reusability in Python ✅ Data Structures – Lists, dictionaries, tuples ✅ File Handling – Reading and writing biological data
📚 Best Free Courses to Start:
Python for Beginners – CS50 (Harvard) edX
Python Crash Course W3Schools
Automate the Boring Stuff with Python Udemy
📌 Step 2: Get Comfortable with Bioinformatics Libraries
Once you're comfortable with Python basics, start using bioinformatics-specific libraries to process biological data.
🔬 Key Libraries for Bioinformatics: ✅ Biopython – Sequence analysis, BLAST, FASTA/FASTQ file handling ✅ Pandas – Managing large biological datasets ✅ NumPy – Handling genetic sequence arrays ✅ Matplotlib & Seaborn – Data visualization for bioinformatics ✅ Scikit-learn – Machine learning for genomic analysis
🖥️ Try This Beginner Exercise: Download a FASTA file and use Biopython to parse and analyze a DNA sequence.
from Bio import SeqIO
# Read a FASTA file
for seq_record in SeqIO.parse("example.fasta", "fasta"): print(f"Sequence ID: {seq_record.id}")
print(f"Sequence: {seq_record.seq}")
print(f"Length: {len(seq_record.seq)}")
🔗 Best Resources for Learning BioPython:
Biopython Cookbook Official Docs
Intro to Biopython Course Datacamp
📌 Step 3: Work on Real Bioinformatics Projects
The best way to learn is through hands-on projects. Here are some beginner-friendly projects:
🧬 Project Ideas for Bioinformatics Beginners: ✅ DNA Sequence Analysis – Find GC content, transcription, and reverse complement. ✅ BLAST Automation – Write Python scripts to automate BLAST searches. ✅ Genome Data Visualization – Plot gene expression data using Matplotlib. ✅ Mutation Analysis – Identify and categorize SNPs in genomic sequences. ✅ Machine Learning in Bioinformatics – Train models for disease prediction.
📚 Practice with Real Datasets:
NCBI GenBank (ncbi.nlm.nih.gov)
ENSEMBL Genome Browser (ensembl.org)
Kaggle Bioinformatics Datasets (kaggle.com)
📌 Step 4: Join the Bioinformatics Community
Engaging with other bioinformatics learners and experts will keep you motivated and up to date.
🌎 Top Bioinformatics Communities: 💬 Biostars – biostars.org (Q&A forum for bioinformatics) 💻 Reddit – r/bioinformatics for discussions and resources 📢 Twitter/X – Follow researchers using #Bioinformatics #CompBio
📌 Step 5: Enroll in Online Courses & Certifications
Once you have some hands-on experience, take structured courses to solidify your knowledge.
📚 Best Courses for Python & Bioinformatics:
Bioinformatics Specialization – Coursera (UC San Diego)
Python for Genomic Data Science – Coursera (Johns Hopkins)
Bioinformatics with Python – BioPractify (biopractify.in)
🚀 Final Thoughts: Start Learning Today!
Python is revolutionizing bioinformatics, and learning it doesn’t require a programming background! Start with Python basics, explore bioinformatics libraries, work on real projects, and engage with the community. With consistent effort, you’ll be analyzing genomic data in no time!
📢 Are you learning Python for bioinformatics? Share your journey in the comments! 👇✨
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biotechscientist · 28 days ago
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Bioinformatics Insights in Thirty Seconds #sciencefather #Bioinformatics
Bioinformatics bridges biology and technology, empowering scientists to decode genes, proteins, and big data for breakthroughs in health, agriculture, and evolution. In just 30 seconds, discover how algorithms, machine learning, and genome sequencing are revolutionizing personalized medicine, disease prediction, and drug discovery—making biology smarter, faster, and data-driven. Visit Our Website : http://biotechnologyscientist.com Contact Us : [email protected] Nomination Link : https://biotechnologyscientist.com/award-nomination/?ecategory=Awards&rcategory=Awardee #Bioinformatics #Genomics #DataScience #ComputationalBiology #GenomeAnalysis #PrecisionMedicine #DrugDiscovery #BiotechInnovation #NextGenSequencing #MolecularBiology #Omics #AIinHealthcare #BigDataBiology #SystemsBiology #GeneticResearch #BiomedicalInformatics #CRISPRTech #PersonalizedMedicine #DNASequencing #BioTechRevolution
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gis56 · 5 months ago
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🔬 Bioinformatics Platforms: Big Data’s Role in Precision Medicine & Genomics 📊🧪
Advanced Bioinformatics Platforms Market is revolutionizing genomics, proteomics, and metabolomics research, enabling breakthroughs in personalized medicine, drug discovery, and biotechnology. With AI-driven analytics, cloud-based solutions, and high-performance computing, bioinformatics platforms are shaping the future of life sciences and healthcare.
To Request Sample Report: https://www.globalinsightservices.com/request-sample/?id=GIS32733 &utm_source=SnehaPatil&utm_medium=Article
🔬 Key Market Trends & Innovations
✅ Genomics & Proteomics Driving Growth: Unlocking precision medicine & targeted therapies. ✅ AI & Machine Learning Integration: Enhancing data mining, predictive modeling & diagnostics. ✅ Cloud-Based & Hybrid Solutions Rising: Enabling scalable, secure & real-time data analysis. ✅ Blockchain in Bioinformatics: Ensuring data integrity, security & collaboration. ✅ High-Performance Computing (HPC) Expansion: Processing massive biological datasets efficiently.
📊 Market Segmentation & Growth
🔹 Technology: AI, Cloud Computing, HPC, Blockchain, Data Visualization 🔹 Products: Software Platforms, Databases, Analytical Tools, Workflows 🔹 Services: Data Analysis, Consulting, Custom Development, Training & Support 🔹 Applications: Drug Discovery, Clinical Diagnostics, Forensic Science, Personalized Medicine 🔹 End Users: Biotech & Pharma Companies, Research Institutes, Healthcare Providers
🌍 Regional Market Insights
🇺🇸 North America dominates with cutting-edge genomic research & AI-powered bioinformatics. 🇩🇪 Europe follows closely, backed by government support for personalized medicine & biotech innovation. 🇨🇳 Asia-Pacific sees rapid growth, with China & India investing in bioinformatics & precision healthcare. 🇧🇷 Latin America adopts bioinformatics, with Brazil leading healthcare & biotech advancements. 🇦🇪 Middle East & Africa integrate bioinformatics, focusing on healthcare digitization & genomic medicine.
📈 Future Outlook
📊 With AI, HPC & blockchain transforming bioinformatics, the market is set for exponential growth! 🏆 Top Players: Illumina, Thermo Fisher Scientific, Qiagen, Agilent Technologies, IBM Watson Health, PerkinElmer.
The future of bioinformatics, genomics, and precision healthcare is here, powered by advanced computational platforms! 🧬🚀
#bioinformatics #genomics #precisionmedicine #drugdiscovery #artificialintelligence #machinelearning #proteomics #pharmacogenomics #healthcareinnovation #cloudcomputing #genomeanalysis #genetherapy #aiinhealthcare #hpc #computationalbiology #personalizedmedicine #nextgensequencing #clinicaldiagnostics #bigdata #biotechresearch #medicalai #datadrivenhealthcare #moleculardiagnostics #agriculturalbiotech #genomeediting #biotechstartups #forensicscience #lifesciences #genomeinformatics #blockchaininhealthcare
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pathologylab · 2 years ago
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#G2M brings you the newly launched, highly #automated & user friendly software and workstation which can ensure a streamlined and effortless #NGS library preparation. The workstation can construct 24 libraries in one run over a short span of time, thus providing you with a good library preparation experience.
Contact us at [email protected] or +91 8800821778 to know more about this revolutionary NGS #solution.
#nextgenerationsequencing #bioinformatics #genomics #ngspanels #panels #analysis #software #sequencing #research #liquidbiopsy #ngsanalysis #genomics #biotech #biotechnology #bioinformatics #yearsofexcellence #data #bioindia #dna #rna #genetics #liquidbiopsy #sequencing #genome #genomeanalysis #molecularbiology #genes2me
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biodiscovery-group · 4 years ago
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CERTIFICATE WORKSHOP in ANTIBODY SEQUENCING | FEE ₹ 350 & US $ 8 | FROM 8:30 PM IST (GMT +5:30) 🤳🤳 Recorded video session will be provided to the participants 🌐🌐👉👉Details & Registration https://www.bdglifesciences.com/courses #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #nextgenerationsequencing #functionalgenomics #genomeanalysis #transcriptome #transcriptomeanalysis #rna #protein #canceromics #omics #omicstechnology #repertoiresequencing #wholegenome #rnaseq #dnaseq #AbSequencing #immunerepseq #antibody https://www.instagram.com/p/CNJrXJRD36p/?igshid=6b4sm05gp1k2
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biopractify · 6 months ago
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"How to stay updated with the latest research in bioinformatics?
Bioinformatics is evolving rapidly, with new discoveries, algorithms, and datasets emerging every day. Whether you're a student, researcher, or professional, staying updated is crucial for growth in this interdisciplinary field. But with the overwhelming amount of information out there, how can you keep track of the latest research?
Here’s a step-by-step guide to staying informed about bioinformatics advancements:
📚 1. Follow Peer-Reviewed Journals
Leading journals publish cutting-edge bioinformatics research. Consider subscribing to:
Bioinformatics (Oxford Journals)
BMC Bioinformatics
Nucleic Acids Research (NAR)
Genome Biology
PLoS Computational Biology
Nature Biotechnology
📝 Pro Tip: Set up Google Scholar alerts for specific keywords like "machine learning in bioinformatics" or "single-cell RNA sequencing" to receive relevant papers directly in your inbox.
📰 2. Leverage Preprint Servers
Not all groundbreaking research is published in journals immediately. Many researchers upload their work to preprint servers:
bioRxiv (Preprints in biology and bioinformatics)
arXiv (Computational biology & AI in bioinformatics)
🧠 Why use preprints? They help you access fresh research before peer review, giving you a competitive edge.
💻 3. Follow Top Bioinformatics Blogs & Websites
Several platforms curate the latest developments in bioinformatics:
OMGenomics (Personal insights from bioinformatics professionals)
Bits of DNA (Exploring genomics and computational biology)
Biostars (Community-driven discussions on bioinformatics challenges)
SEQC Blog (Sequencing and bioinformatics trends)
🎙️ 4. Listen to Bioinformatics Podcasts
If you prefer learning on the go, podcasts are a great way to absorb new knowledge: 🎧 Best Bioinformatics Podcasts:
The Bioinformatics Chat
Genomics in 5 Minutes
The OmicsCast
🧑‍🤝‍🧑 5. Engage with the Bioinformatics Community
Joining discussions and interacting with experts helps you stay informed: 🔹 Reddit: r/bioinformatics, r/genomics 🔹 Twitter/X: Follow researchers and hashtags like #Bioinformatics, #ComputationalBiology 🔹 LinkedIn Groups: Bioinformatics Discussion Forum, AI in Bioinformatics 🔹 Slack & Discord: Join bioinformatics-specific communities for direct interaction
🎓 6. Take Online Courses & Webinars
Platforms like Coursera, edX, and BioPractify frequently update their courses to reflect the latest techniques in bioinformatics. Also, keep an eye out for:
Workshops by EMBL-EBI
Online tutorials from Galaxy Project & Bioconductor
📅 Tip: Many universities and conferences offer free webinars. Sign up for event notifications!
🔬 7. Attend Conferences & Hackathons
Networking at events helps you learn from researchers and industry leaders. Some key conferences include:
ISMB (Intelligent Systems for Molecular Biology)
RECOMB (Research in Computational Molecular Biology)
Genome Informatics Conference
BioHackathons (Hands-on experience with the latest tools)
🌍 Virtual & Hybrid Options: Many conferences now offer remote participation—take advantage of them!
🚀 8. Stay Hands-On with Open-Source Projects
Following GitHub repositories for bioinformatics tools and frameworks keeps you engaged with real-world applications. Some trending repositories:
Bioconductor (for R-based bioinformatics analysis)
Nextflow (for scalable data analysis workflows)
DeepVariant (AI-powered genome sequencing analysis by Google)
💡 Bonus: Contributing to open-source projects is a great way to learn while building your portfolio.
🔎 Final Thoughts
Bioinformatics is a dynamic field that blends biology, data science, and AI. Staying updated requires a multi-pronged approach—reading journals, engaging in online discussions, participating in hackathons, and continuously learning. By following these strategies, you’ll remain ahead in this ever-evolving domain.
📢 What’s your go-to method for staying updated in bioinformatics? Share your insights below! ⬇️✨
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gis56 · 5 months ago
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🧬 High-Throughput DNA Synthesis: The $12.8B Breakthrough Powering Biotech 🚀💉
High-Throughput DNA Synthesis Market is revolutionizing synthetic biology, drug discovery, and personalized medicine. With automated platforms, gene editing advancements, and cutting-edge sequencing techniques, this market is set to reach $12.8 billion by 2034 at a CAGR of 11%.
To Request Sample Report: https://www.globalinsightservices.com/request-sample/?id=GIS10977 &utm_source=SnehaPatil&utm_medium=Article
🔬 Key Market Trends & Innovations
✅ Oligonucleotide Synthesis Leads: Crucial for genetic research, diagnostics, and therapeutic applications. ✅ Gene Synthesis Expansion: Powering precision medicine and synthetic biology breakthroughs. ✅ Automated Synthesis Growth: AI-driven DNA synthesizers streamline large-scale production. ✅ Chip-Based & Enzymatic Synthesis: Faster, cost-effective alternatives to traditional methods. ✅ CRISPR & Gene Editing Integration: Enhancing precision in genetic modifications.
📊 Market Segmentation & Growth
🔹 Technology: Solid-Phase Synthesis, Chip-Based Synthesis, Enzymatic DNA Synthesis 🔹 Products: Synthesizers, Reagents, Buffers, Nucleotides, Consumables 🔹 Services: Gene Editing, Cloning, Molecular Diagnostics, Custom DNA Synthesis 🔹 Applications: Synthetic Biology, Drug Discovery, Agricultural Biotechnology, Genetic Engineering 🔹 End Users: Biotech & Pharma Companies, Research Institutions, Academic Labs
🌍 Regional Market Insights
🇺🇸 North America leads due to strong R&D investments, synthetic biology advancements & biotech startups. 🇩🇪 Europe follows closely, driven by collaborations in genetic research & regulatory support. 🇨🇳 Asia-Pacific sees fastest growth, as China & India invest heavily in DNA synthesis for healthcare & agriculture. 🇧🇷 Latin America gradually adopts DNA synthesis, led by Brazil’s emerging biotech sector. 🇦🇪 Middle East & Africa embrace biotech innovation, with UAE investing in genetic research.
📈 Future Outlook
📊 With AI-powered automation & CRISPR revolutionizing genomics, high-throughput DNA synthesis is set to redefine healthcare, agriculture, & pharmaceuticals. 🏆 Top Players: Thermo Fisher Scientific, Twist Bioscience, GenScript, Agilent Technologies, IDT, Eurofins Genomics.
The future of genomics, synthetic biology, and precision medicine is here, powered by high-throughput DNA synthesis! 🧬🚀
#dnasynthetics #biotechinnovation #syntheticbiology #genetherapy #crispr #genomeediting #oligonucleotides #precisionmedicine #moleculardiagnostics #biotechnology #drugdiscovery #genetics #pharmatech #dnaengineering #cloning #healthcarebiotech #genomicsresearch #aiinbiotech #genomeanalysis #nextgensequencing #personalizedmedicine #dnasequencing #automationinbiotech #biotechstartups #agriculturalbiotechnology #futureofmedicine #biopharma #geneticengineering #healthtech #lifesciences
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pathologylab · 2 years ago
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Genetics is the new frontier of healthcare, and #Genes2Me is your one-stop solution for next generation sequencing tools. We provide a whole range of focused 27+ CE-IVD marked #NGS Clinical Panels compatible with #Illumina, Thermofisher and MGI platforms. The panels are designed for accurate #diagnosis of a variety of #genetic and somatic #cancers, cardiovascular, respiratory and neurological disorders which aid in the prevention as well as timely treatment of the patient. Our NGS clinical #panels are complemented with cloud-based automated data analysis #software called #CliSeq Interpreter.
#nextgenerationsequencing #bioinformatics #genomics #ngspanels #analysis #sequencing #research #liquidbiopsy #ngsanalysis #genomics #biotech #biotechnology #bioinformatics #yearsofexcellence #data #bioindia #dna #rna #liquidbiopsy #sequencing #genome #genomeanalysis #molecularbiology #g2m
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biodiscovery-group · 4 years ago
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CERTIFICATE WORKSHOP in ANTIBODY SEQUENCING | FEE ₹ 350 & US $ 8 | FROM 8:30 PM IST (GMT +5:30) 🤳🤳 Recorded video session will be provided to the participants 🌐🌐👉👉Details & Registration https://www.bdglifesciences.com/courses #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #nextgenerationsequencing #functionalgenomics #genomeanalysis #transcriptome #transcriptomeanalysis #rna #protein #canceromics #omics #omicstechnology #repertoiresequencing #wholegenome #rnaseq #dnaseq #AbSequencing #immunerepseq #antibody https://www.instagram.com/p/CNB_zT5js70/?igshid=17hxpmnqoxdvw
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biodiscovery-group · 4 years ago
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TODAY’S CERTIFICATE WORKSHOP in GENETIC COUNSELLING & ETHICAL ISSUES | FEE ₹ 500 & US $ 10 | FROM 8:30 PM IST (GMT +5:30) 🤳🤳 Recorded video session will be provided to the participants Details & Registration https://www.bdglifesciences.com/courses #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #nextgenerationsequencing #functionalgenomics #genomeanalysis #transcriptome #transcriptomeanalysis #rna #protein #canceromics #omics #omicstechnology #repertoiresequencing #wholegenome #rnaseq #dnaseq #geneticcounseling https://www.instagram.com/p/CM3pkncDd2e/?igshid=g1dty3k0d94e
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biodiscovery-group · 4 years ago
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CERTIFICATE WORKSHOP in Exome Sequencing Analysis | FEE ₹ 320 & US $ 7 | FROM 8:30 PM IST (GMT +5:30) 🤳🤳 Recorded video session will be provided to the participants 👉 Register from here https://www.townscript.com/e/exome-sequencing-online-workshop 🌐 Check out https://www.bdglifesciences.com/ for other programs like Courses, Workshops & Research Projects #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #NGSDataAnalysis #nextgenerationsequencing #metagenomics #metagenome #functionalgenomics #genomeanalysis #transcriptome #transcriptomeanalysis #rna #protein #repertoiresequencing #wholegenome #rnaseq #dnaseq #exomeseq #exome #exomesequencing https://www.instagram.com/p/CMlpc9LDeNe/?igshid=19l87axofrpez
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biodiscovery-group · 4 years ago
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CERTIFICATE WORKSHOP in Next Generation Sequencing Analysis | FEE ₹ 250 & US $ 8 | FROM 8:30 PM IST (GMT +5:30) 🤳🤳 Recorded video session will be provided to the participants Register from here https://www.townscript.com/e/ngs-course Check out https://www.bdglifesciences.com/ for other programs like Courses, Workshops & Research Projects #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #NGSDataAnalysis #nextgenerationsequencing #metagenomics #metagenome #functionalgenomics #genomeanalysis #transcriptome #transcriptomeanalysis #rna #protein #canceromics #multiomics #omics #omicstechnology #Absequencing #immunerepseq #repertoiresequencing #wholegenome #rnaseq #dnaseq https://www.instagram.com/p/CMbghr-Dz-k/?igshid=17f2xg0qn07di
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biodiscovery-group · 4 years ago
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CERTIFICATE WORKSHOP in Ab Sequencing Analysis | FEE ₹ 350 & US $ 8 | FROM 8:30 PM IST (GMT +5:30) 🤳🤳 Recorded video session will be provided to the participants Register from here https://www.townscript.com/e/ab-sequencing-analysis-workshop Check out https://www.bdglifesciences.com/ for other programs like Courses, Workshops & Research Projects #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #NGSDataAnalysis #nextgenerationsequencing #metagenomics #metagenome #functionalgenomics #genomeanalysis #transcriptome #transcriptomeanalysis #rna #protein #canceromics #multiomics #omics #omicstechnology #Absequencing #immunerepseq #repertoiresequencing https://www.instagram.com/p/CMRUiLLD-jD/?igshid=16ftdlqfb05fl
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biodiscovery-group · 4 years ago
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TODAY'S CERTIFICATE WORKSHOP in CANCER OMICS | FEE ₹ 250 & US $ 5 | FROM 8 PM IST (GMT +5:30) 🤳🤳 Recorded video session will be provided to the participants Register from here https://www.townscript.com/e/cancer-omics-course Check out https://www.bdglifesciences.com/ for other programs like Courses, Workshops & Research Projects #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #NGSDataAnalysis #nextgenerationsequencing #metagenomics #metagenome #functionalgenomics #genomeanalysis #transcriptome #transcriptomeanalysis #rna #protein #canceromics #multiomics #omics #omicstechnology https://www.instagram.com/p/CMHBm3KDGUi/?igshid=1xiwz4iv91ib3
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biodiscovery-group · 4 years ago
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CERTIFICATE WORKSHOP in TRANSCRIPTOME ANALYSIS | Only in ₹ 320 & US $ 7 | FROM 8 PM IST (GMT +5:30) 🤳🤳Video of the session will be recorded and shared with the registered participants. Register from here https://www.townscript.com/e/transcriptome-analysis-workshop Check out https://www.bdglifesciences.com/ for other programs like Courses, Workshops & Research Projects #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #NGSDataAnalysis #nextgenerationsequencing #metagenomics #metagenome #functionalgenomics #genomeanalysis #transcriptome #transcriptomeanalysis #rna #protein https://www.instagram.com/p/CLtf1BLjPor/?igshid=nhezhracglfp
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biodiscovery-group · 4 years ago
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CERTIFICATE WORKSHOP in NEXT GENERATION SEQUENCING | Live session | Only in ₹ 250 & US $ 5 🤳🤳 Video of the session will be recorded and shared with the registered participants. Register from here https://www.townscript.com/e/ngs-course Check out https://www.bdglifesciences.com/ for other programs like Courses, Workshops & Research Projects #envisionwithbdg #itsdifferentbybiodiscovery #bdglifesciences #bioinformatics #biotechnology #bioinformaticscompany #10yearsofexcellence #biodiscoverygroup #onlineteaching #onlinelearning #NGSDataAnalysis #nextgenerationsequencing #functionalgenomics #genomeanalysis #rna #rnaseq #WholeGenome #DNAseq https://www.instagram.com/p/CLmgMUujaAX/?igshid=dgejnjn9hdxz
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