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prash@bioclues.org
@prashbio
Open Minds Bring Open
Collaborations
2
Grateful to four
Gs Galaxy ( James Taylor)
 Gandhiji

Genomes
 Gurus
Birla Institute of Scientific Research
1
3
Dr. Purnendu Ghosh, Executive Director
Dr. Krishna Mohan, Head, R & D
14 scientists
7 PhD fellows
2 Postdocs
Birla Institute of Scientific Research
1
4
5
Stories
How open are we? The making of three Cs
1
2 Systems Genomics meets Serendipity! Identifying lncRNAs
from exomes
3
SARS-CoV-2 hijacking of mitochondria and role of lncRNAs
6
7
PROBLEM
Increasing incidence rate of predatory
publishing!
8 in 10 student researchers do NOT know what
Committee On Publication Ethics (COPE) is1
2 Lack of STEM curriculum hinders students to take up Math
logic/bioinformatics
3 Women mentees needed the most attention
8
We love to talk about publications,
seldom do we discuss failures
80% of the reasons are just because of
Confidential
Do we engage the
scientific
community? Capacity building
mentor-
mentee
relationships
Monitoring
No: 20% No: 10% No: 40% No: 10%
Source [4, 5, 6]
Publish or Perish
Perform AND Publish
-
WHAT WE
NEEDED...
Collaborations
Diversity Inclusivene
ss
Convergenc
e
How good
listeners are
we?
Control over
mind
9
Over 4000 active members
2000 of them virtually mentored
Several Bioclues interest groups (BIG)
Women in Biology(WiB) forum
Over 25 publications
Thriving ‘Bio’community!
BIOinformatics CLUb for Experimenting Scientists
(BIOCLUES)
Pritish
Board
President: Narahari G Sastry, Director, CSIR-
NEIST.
Secretary: Devendra Biswal, NEHU Shillong.
Joint Secretary: Sugunakar Vuree
Immediate past president: Jayaraman K Valadi
Finance chairs: Harpreet Singh and Manuj
Agarwal
Women in Biology chairs: Sakshi Singh and
Aparna Banerjee
Outreach chairs: Hirakjyoti Das and Sujata Dhar
10
11
What we do?
Bridging mentor-mentee relationships
2. Connect a mentor and ideate a
project
Telephony Online
discussions/Ideati
on challenges
Discussing and
liaiosining with
industries
Milestone mapping!
Openness
1. Identify prospective mentee
Set the
timelines
Tasking!
12
Hippocratic Oath for scientists
1. Advocate for science, not (y)ourself
2. Focus on the merit of other publications, not self-approbating
(y)our
publications
3. Be creative and define success by practising introspection
4. Reconsider review of (y)our research
5. Persistence is the key: Pass on the baton to the next
generation
Aiming to keep the research vitality in the best interests of
I
Swea
r
First Do No Harm For Science
Image courtesy of
Hippocrates: Wikimedia
13
The current challenges in
Publishing/Peer-review
What is NOW! What OUGHT to be
Farce/Facade Publishing! Open Acess/Preprints
Diminishing fair peer-review Open up the peer-review policies
Self-citations “Sci”tations matter!
Flabbergasting h-index? h-index + Collaborative index (c-index)
14
1. James =115 co-authors
2. Ask how many of these
co-authors in turn has
co-authors including
James ( n!-1)
3. Sum the list
4. C-index ~= 87
Come C-index!
C=87
15
16
Part 1:
Conclusions
Launched
October 2, 2005
Mentorin
g 2006
Fellowshi
ps 2008
Women in Biology
APBioNet/ISCB
2009
BIRD
Awards
2010
IJCB
Journal
2011
Cloud based
Servers
2012
2016
Student
chapters
Bioinformatics
for schools
COMPLETED ON SCHEDULE PROPOSED
Founded
2019-Till end
Galaxy-Bioclues
2030
Bioclues
Vision Group
(BioVig)
transformed
17
18
Stories
How open are we? The making of three Cs
1
2 Systems Genomics meets Serendipity! Identifying LncRNAs
from Exomes
3
SARS-CoV-2 hijacking of mitochondria
and role of lncRNAs
- Screened and annotated HPs in human (7540). Now 1408..1012!
- Found one of the HPs similar to MLH1 [mismatch repair protein]
- Proposed 'hypothome' [collection of hypothetical interactions
of predicted proteins]
- Used whole genome to exome data
- Ain’t any ncRNAs?
Bioinformation 2007
BMC Bioinformatics 2009
Int J Bioinform Res Appl. 2014
Syst Synth Biol. 2014
Protein and Peptide Letters,
2018.
So far experiments
haven’t led to
confirmation
of computational
predictions
http://www.pdra.org/wp-content/uploads/2015/10/102815-Failure-21.jpg
Q: What is the function of hypothetical
proteins?
Known knowns Unknown
knowns
Knowns unknowns Unknown
unknowns
TP: FN
TN: FN
There are ….. in the genomes
as well!
key outcome : Hypo2 server
1015 manually
curated records
integrated search
tools BLAST and
Performance Vector
through Decision
Trees
selection of DB
[UniProt/
TrEMBL/Swiss-Prot]
Potential biomarkers
http://www.bioclues.org/hypo2/
The known unknowns could be “noncoding RNAs”
The ncRNAs could have coding potential
The lncRNAs have special place for regulation and non-conservation makes them to serve as
effective biomarkers
The coding potential of ncRNAs could play a role in interaction studies
Hypothetical proteins as predecessors of lncRNAs
The interaction studies pave way for understanding regulation
Why not ncRNA-DNA/gene interactions?
Quick summary
Our problem with a rare phenotype
Congenital pouch colon (CPC) is a rare anorectal malformation in which
the colon ends in a pouch-like dilatation, which communicates with the
genitourinary system through a large fistula.
Number of candidate variants in the form of (a) coding sequences and (b) “heterozygous” mutations filtered against variati
Mathur et al. 2018. Scientific Reports
gupta.sonal1990@gmail.com
Case B: lnc-EPB41-Protein Interactions in
Congenital Pouch Colon
PROTEIN NAME MOLECULAR
WEIGHT
ACCESSION ID
interleukin-33 isoform a precursor 33 KDa NP_001300973.1
zinc finger protein 346 isoform b 35 KDa NP_001295142.1
butyrophilin subfamily 1 member
A1 precursor
57 KDa NP_001723.2
kinesin-like protein KIF13A
isoform d
202.3 KDa NP_001099038.1 
PAN2-PAN3 deadenylation complex
catalytic subunit PAN2 isoform 2
135 KDa25 NP_001159751.1
pikachurin isoform 2 85 KDa  NP_877950.1
PROTEINS INTERACTING WITH lncRNA
25
Identifying mutations in silico
NGS DOWNSTREAM FILE (vcf)
lncRNA-protein Interactions using
RPI-Pred and lncPro
(Suresh et al. 2015; Lu et al., 2013)
Find lncRNA (lnc-EPB41-1)
Gupta S et al. Biomolecules 2018
Smith-waterman algorithm, BBH
KIF13A
lnc-EPB41
lnc-EPB41-PROTEIN (KIF13A) INFERRED IN AFFECTED TISSUE COMPARED TO WILD TYPE USING MICROSCALE THERMOPHORESIS!
Gupta S et al. (2018). Biomolecules.
(a) Affected lnc-EPB41-protein interaction showing Kd obtained as 30nM±11.6nM with S/N ratio:10
(b) Wild type lnc-EPB41-protein interaction showing weak/no interaction
LncRNAs from exomes are a reality ( Myth busted! )
Due to the interactions in affected samples, there is a possibility that the pathways could be
altered in CPC.
lnc-EPB41-1-1 are known to be largely expressed in prostate and non-functional pituitary
adenomas (NFPA) supporting its regulatory role in urological/colonic tissues.
The lnc-EPB41-1-1 harbors two potential open chromatin elements OCE, viz.
ENSR00000003936 and ENSR00000003937 (E74-like factor 1, Ets family members respectively)
linking it with a regulatory role.
Conclusions of Part 2: LncRNAs from Exomes
5
Stories
How open are we? The making of three Cs
1
2 Systems Genomics meets Serendipity! Identifying LncRNAs from
Exomes
3
SARS-CoV-2 hijacking of mitochondria and role of
lncRNAs
Target the non-structural proteins,
not just
Structural!
(M-E-N-S)
Epitopes
Ag determining sites
Targeting Abs/Aptamers
Overview of genes present in CoV-1 and Cov-2. Orf3b is one such gene
absent in Cov-2
Orf1ab
SARS-Cov-1
SARS-Cov-2
S 3a
3
b E 6
8
a NM
7
a
7
b
8
b
9b
Orf1ab S 3a E 6
8
a NM
7
a
7
b
8
b
9b
Mt image courtesy: https://www.pinterest.com/pin/342132902
916380956/
(a): Characteristic LXXC motif seen in Orf3a from multiple sequence alignment of various strains. The LWLC is known to be associated
with viral expression while CWLC is the motif seen in CoV-1. (b). Conserved CoV-1 sequences of Orf3b. The header of alignment shows
the amino acid positions highlighting non-consensus sequences.
(b). Orf3b
(a). Orf3a
240
: Characteristic ADNK motif exchange seen in Orf7a, highly conserved among COV-1 and CoV-2. (b) Orf7b with
characteristic LEXQDXX motif with good epitope sites. The header of alignment shows the amino acid positions highlighting
non-consensus sequences.
Orf7a
Orf7b
Figure 4 : Orf8 with characteristic CXXE motif for good epitope sites. The header of alignment shows
the amino acid positions highlighting non-consensus sequences.
Orf8
: Orf9b with characteristic DAXX motif for good epitope sites. The header of alignment shows the
amino acid positions highlighting non-consensus sequences.
Orf9b
NONHSAT239888. Highly expressed in Prostate
NONHSAT257828, NONHSAT257829, and NONHSAT257830.
5
The diagnosis could be as simple as a
Pregnancy Test
Non-invasive test
Visual result within minutes
Simple and easy to perform
Prostate Cancer
detection
Conclusions for Part 3
Sequence variability could be questioned as many sequences keep arising i
Need for bringing the challenge of understanding epitopes and antigenic de
 Annotation and Curation for better Antibody/Aptamers (nsp10)
 LncRNAs as keyplayers showing association with Mitochondrial hijack of Co
We need raw sequences/meta data from the genomes and there aren’t man
IL-17a in addition to ACE-2 could be a master receptor. It’s association with
Overall
conclusions
Manuel et al. 2020
https://www.sciencedirect.c
om/science/article/pii/S004
8969720323305
Let's strive for cleaner environment, from #home to #office.
#NoToPlastic #SaveEnergy #SwitchoffTheVehicle at the red light
#traffic zone etc. Let's keep our #Lab and #WorkingSpace clean.
Small things would make immense difference! Most importantly,
let's clean our phone and computer by removing unused apps
and files. #BigDataChallenge
Where is COVID19 taking us as researchers?
What advice would you give as a researcher for someone treated/affected "with
virus" and "from virus“ Let’s make a good habit to live with it
Galaxy, BoF India
BoF India talk by Anshu and
Harpreet in
ca. 10 hrs from now ( 1830 hrs IST)
Kiran-Pratik-Sonika as our international
advisors
Anshu Bharadwaj,
IMTECH
BoF India leader
GN Sastry, Director, NEIST and President,
Bioclues
Harpreet Singh, HMV,
Jalandhar
Coordinator, Galaxy India
and Finance Secretary,
Bioclues
Devendra K Biswal,
NEHU, Shillong and
Secretary, Bioclues
Rep, NE India
Sangram Sahu
Rep, South India
Thank you Asif , Dave, Gareth, and Team
BCC/Galaxy
Looking forward to Converge
Group page:  http://www.bioinformatics.org/wiki/Prash 
prash@bisr.res.in or prash@bioclues.org
Functional/Structural Biology
•PB Kavi Kishor, Vignan, Guntur
•Ratnagiri Polavarapu, Genomix CARL
•G Padmanabhan, IISc, Bengaluru
•VA Nagaraj, ILS, Bhubaneshwar
•Abhinav Parashar, Vignan, Guntur
•Renuka Suravajhala, MUJ, Jaipur
Medical Genomics
•Keshav K Singh, UAB, USA
•Gyaneshwar Chaubey, BHU, Varanasi
•Uma Kanga, AIIMS, Delhi
•Praveen Mathur, SMSMC, Jaipur
•Krishna Mohan Medicherla, BISR,
Jaipur
PhD fellows and Postdoc
Sonal Gupta ( PhD), Postdoc
Ayam Gupta, PhD fellow
Nidhi Shukla, PhD fellow
Anchita Prasad, Phd fellow
Harshita Bhargava, PhD fellow
Purva Bhalothia, PhD. Postdoc
Machine Learning Heuristics
PritishVaradwaj, PhD,IIIT Allahabad
Jayaraman K Valadi, PhD, FLAME
University
Jeff W Bizzar, Bioinformatics.org
Open Source community
Brainpain.co ( Saurabh and Amrit)
Family
Near and dear

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Open Minds Bring Open Collaborations

  • 2. 2 Grateful to four Gs Galaxy ( James Taylor)  Gandhiji  Genomes  Gurus
  • 3. Birla Institute of Scientific Research 1 3
  • 4. Dr. Purnendu Ghosh, Executive Director Dr. Krishna Mohan, Head, R & D 14 scientists 7 PhD fellows 2 Postdocs Birla Institute of Scientific Research 1 4
  • 5. 5 Stories How open are we? The making of three Cs 1 2 Systems Genomics meets Serendipity! Identifying lncRNAs from exomes 3 SARS-CoV-2 hijacking of mitochondria and role of lncRNAs
  • 6. 6
  • 7. 7 PROBLEM Increasing incidence rate of predatory publishing! 8 in 10 student researchers do NOT know what Committee On Publication Ethics (COPE) is1 2 Lack of STEM curriculum hinders students to take up Math logic/bioinformatics 3 Women mentees needed the most attention
  • 8. 8 We love to talk about publications, seldom do we discuss failures 80% of the reasons are just because of Confidential Do we engage the scientific community? Capacity building mentor- mentee relationships Monitoring No: 20% No: 10% No: 40% No: 10% Source [4, 5, 6] Publish or Perish Perform AND Publish -
  • 10. Over 4000 active members 2000 of them virtually mentored Several Bioclues interest groups (BIG) Women in Biology(WiB) forum Over 25 publications Thriving ‘Bio’community! BIOinformatics CLUb for Experimenting Scientists (BIOCLUES) Pritish Board President: Narahari G Sastry, Director, CSIR- NEIST. Secretary: Devendra Biswal, NEHU Shillong. Joint Secretary: Sugunakar Vuree Immediate past president: Jayaraman K Valadi Finance chairs: Harpreet Singh and Manuj Agarwal Women in Biology chairs: Sakshi Singh and Aparna Banerjee Outreach chairs: Hirakjyoti Das and Sujata Dhar 10
  • 11. 11 What we do? Bridging mentor-mentee relationships 2. Connect a mentor and ideate a project Telephony Online discussions/Ideati on challenges Discussing and liaiosining with industries Milestone mapping! Openness 1. Identify prospective mentee Set the timelines Tasking!
  • 12. 12
  • 13. Hippocratic Oath for scientists 1. Advocate for science, not (y)ourself 2. Focus on the merit of other publications, not self-approbating (y)our publications 3. Be creative and define success by practising introspection 4. Reconsider review of (y)our research 5. Persistence is the key: Pass on the baton to the next generation Aiming to keep the research vitality in the best interests of I Swea r First Do No Harm For Science Image courtesy of Hippocrates: Wikimedia 13
  • 14. The current challenges in Publishing/Peer-review What is NOW! What OUGHT to be Farce/Facade Publishing! Open Acess/Preprints Diminishing fair peer-review Open up the peer-review policies Self-citations “Sci”tations matter! Flabbergasting h-index? h-index + Collaborative index (c-index) 14
  • 15. 1. James =115 co-authors 2. Ask how many of these co-authors in turn has co-authors including James ( n!-1) 3. Sum the list 4. C-index ~= 87 Come C-index! C=87 15
  • 16. 16
  • 17. Part 1: Conclusions Launched October 2, 2005 Mentorin g 2006 Fellowshi ps 2008 Women in Biology APBioNet/ISCB 2009 BIRD Awards 2010 IJCB Journal 2011 Cloud based Servers 2012 2016 Student chapters Bioinformatics for schools COMPLETED ON SCHEDULE PROPOSED Founded 2019-Till end Galaxy-Bioclues 2030 Bioclues Vision Group (BioVig) transformed 17
  • 18. 18 Stories How open are we? The making of three Cs 1 2 Systems Genomics meets Serendipity! Identifying LncRNAs from Exomes 3 SARS-CoV-2 hijacking of mitochondria and role of lncRNAs
  • 19. - Screened and annotated HPs in human (7540). Now 1408..1012! - Found one of the HPs similar to MLH1 [mismatch repair protein] - Proposed 'hypothome' [collection of hypothetical interactions of predicted proteins] - Used whole genome to exome data - Ain’t any ncRNAs? Bioinformation 2007 BMC Bioinformatics 2009 Int J Bioinform Res Appl. 2014 Syst Synth Biol. 2014 Protein and Peptide Letters, 2018. So far experiments haven’t led to confirmation of computational predictions http://www.pdra.org/wp-content/uploads/2015/10/102815-Failure-21.jpg Q: What is the function of hypothetical proteins? Known knowns Unknown knowns Knowns unknowns Unknown unknowns TP: FN TN: FN There are ….. in the genomes as well!
  • 20. key outcome : Hypo2 server 1015 manually curated records integrated search tools BLAST and Performance Vector through Decision Trees selection of DB [UniProt/ TrEMBL/Swiss-Prot] Potential biomarkers http://www.bioclues.org/hypo2/
  • 21. The known unknowns could be “noncoding RNAs” The ncRNAs could have coding potential The lncRNAs have special place for regulation and non-conservation makes them to serve as effective biomarkers The coding potential of ncRNAs could play a role in interaction studies Hypothetical proteins as predecessors of lncRNAs The interaction studies pave way for understanding regulation Why not ncRNA-DNA/gene interactions? Quick summary
  • 22. Our problem with a rare phenotype Congenital pouch colon (CPC) is a rare anorectal malformation in which the colon ends in a pouch-like dilatation, which communicates with the genitourinary system through a large fistula.
  • 23. Number of candidate variants in the form of (a) coding sequences and (b) “heterozygous” mutations filtered against variati Mathur et al. 2018. Scientific Reports
  • 24.
  • 25. gupta.sonal1990@gmail.com Case B: lnc-EPB41-Protein Interactions in Congenital Pouch Colon PROTEIN NAME MOLECULAR WEIGHT ACCESSION ID interleukin-33 isoform a precursor 33 KDa NP_001300973.1 zinc finger protein 346 isoform b 35 KDa NP_001295142.1 butyrophilin subfamily 1 member A1 precursor 57 KDa NP_001723.2 kinesin-like protein KIF13A isoform d 202.3 KDa NP_001099038.1  PAN2-PAN3 deadenylation complex catalytic subunit PAN2 isoform 2 135 KDa25 NP_001159751.1 pikachurin isoform 2 85 KDa  NP_877950.1 PROTEINS INTERACTING WITH lncRNA 25 Identifying mutations in silico NGS DOWNSTREAM FILE (vcf) lncRNA-protein Interactions using RPI-Pred and lncPro (Suresh et al. 2015; Lu et al., 2013) Find lncRNA (lnc-EPB41-1) Gupta S et al. Biomolecules 2018 Smith-waterman algorithm, BBH KIF13A lnc-EPB41
  • 26. lnc-EPB41-PROTEIN (KIF13A) INFERRED IN AFFECTED TISSUE COMPARED TO WILD TYPE USING MICROSCALE THERMOPHORESIS! Gupta S et al. (2018). Biomolecules. (a) Affected lnc-EPB41-protein interaction showing Kd obtained as 30nM±11.6nM with S/N ratio:10 (b) Wild type lnc-EPB41-protein interaction showing weak/no interaction
  • 27.
  • 28. LncRNAs from exomes are a reality ( Myth busted! ) Due to the interactions in affected samples, there is a possibility that the pathways could be altered in CPC. lnc-EPB41-1-1 are known to be largely expressed in prostate and non-functional pituitary adenomas (NFPA) supporting its regulatory role in urological/colonic tissues. The lnc-EPB41-1-1 harbors two potential open chromatin elements OCE, viz. ENSR00000003936 and ENSR00000003937 (E74-like factor 1, Ets family members respectively) linking it with a regulatory role. Conclusions of Part 2: LncRNAs from Exomes
  • 29. 5 Stories How open are we? The making of three Cs 1 2 Systems Genomics meets Serendipity! Identifying LncRNAs from Exomes 3 SARS-CoV-2 hijacking of mitochondria and role of lncRNAs
  • 30.
  • 31. Target the non-structural proteins, not just Structural! (M-E-N-S) Epitopes Ag determining sites Targeting Abs/Aptamers
  • 32. Overview of genes present in CoV-1 and Cov-2. Orf3b is one such gene absent in Cov-2 Orf1ab SARS-Cov-1 SARS-Cov-2 S 3a 3 b E 6 8 a NM 7 a 7 b 8 b 9b Orf1ab S 3a E 6 8 a NM 7 a 7 b 8 b 9b Mt image courtesy: https://www.pinterest.com/pin/342132902 916380956/
  • 33. (a): Characteristic LXXC motif seen in Orf3a from multiple sequence alignment of various strains. The LWLC is known to be associated with viral expression while CWLC is the motif seen in CoV-1. (b). Conserved CoV-1 sequences of Orf3b. The header of alignment shows the amino acid positions highlighting non-consensus sequences. (b). Orf3b (a). Orf3a 240
  • 34. : Characteristic ADNK motif exchange seen in Orf7a, highly conserved among COV-1 and CoV-2. (b) Orf7b with characteristic LEXQDXX motif with good epitope sites. The header of alignment shows the amino acid positions highlighting non-consensus sequences. Orf7a Orf7b
  • 35. Figure 4 : Orf8 with characteristic CXXE motif for good epitope sites. The header of alignment shows the amino acid positions highlighting non-consensus sequences. Orf8
  • 36. : Orf9b with characteristic DAXX motif for good epitope sites. The header of alignment shows the amino acid positions highlighting non-consensus sequences. Orf9b
  • 37. NONHSAT239888. Highly expressed in Prostate NONHSAT257828, NONHSAT257829, and NONHSAT257830.
  • 38. 5 The diagnosis could be as simple as a Pregnancy Test Non-invasive test Visual result within minutes Simple and easy to perform Prostate Cancer detection
  • 39. Conclusions for Part 3 Sequence variability could be questioned as many sequences keep arising i Need for bringing the challenge of understanding epitopes and antigenic de  Annotation and Curation for better Antibody/Aptamers (nsp10)  LncRNAs as keyplayers showing association with Mitochondrial hijack of Co We need raw sequences/meta data from the genomes and there aren’t man IL-17a in addition to ACE-2 could be a master receptor. It’s association with
  • 41. Manuel et al. 2020 https://www.sciencedirect.c om/science/article/pii/S004 8969720323305 Let's strive for cleaner environment, from #home to #office. #NoToPlastic #SaveEnergy #SwitchoffTheVehicle at the red light #traffic zone etc. Let's keep our #Lab and #WorkingSpace clean. Small things would make immense difference! Most importantly, let's clean our phone and computer by removing unused apps and files. #BigDataChallenge Where is COVID19 taking us as researchers? What advice would you give as a researcher for someone treated/affected "with virus" and "from virus“ Let’s make a good habit to live with it
  • 42. Galaxy, BoF India BoF India talk by Anshu and Harpreet in ca. 10 hrs from now ( 1830 hrs IST) Kiran-Pratik-Sonika as our international advisors Anshu Bharadwaj, IMTECH BoF India leader GN Sastry, Director, NEIST and President, Bioclues Harpreet Singh, HMV, Jalandhar Coordinator, Galaxy India and Finance Secretary, Bioclues Devendra K Biswal, NEHU, Shillong and Secretary, Bioclues Rep, NE India Sangram Sahu Rep, South India
  • 43. Thank you Asif , Dave, Gareth, and Team BCC/Galaxy Looking forward to Converge Group page:  http://www.bioinformatics.org/wiki/Prash  prash@bisr.res.in or prash@bioclues.org Functional/Structural Biology •PB Kavi Kishor, Vignan, Guntur •Ratnagiri Polavarapu, Genomix CARL •G Padmanabhan, IISc, Bengaluru •VA Nagaraj, ILS, Bhubaneshwar •Abhinav Parashar, Vignan, Guntur •Renuka Suravajhala, MUJ, Jaipur Medical Genomics •Keshav K Singh, UAB, USA •Gyaneshwar Chaubey, BHU, Varanasi •Uma Kanga, AIIMS, Delhi •Praveen Mathur, SMSMC, Jaipur •Krishna Mohan Medicherla, BISR, Jaipur PhD fellows and Postdoc Sonal Gupta ( PhD), Postdoc Ayam Gupta, PhD fellow Nidhi Shukla, PhD fellow Anchita Prasad, Phd fellow Harshita Bhargava, PhD fellow Purva Bhalothia, PhD. Postdoc Machine Learning Heuristics PritishVaradwaj, PhD,IIIT Allahabad Jayaraman K Valadi, PhD, FLAME University Jeff W Bizzar, Bioinformatics.org Open Source community Brainpain.co ( Saurabh and Amrit) Family Near and dear