Biology in silico online tools for omics 7 th august 2013
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Biology in silico : Online tools for “ omics ” 7 th August 2013. Ansuman Chattopadhyay , PhD Carrie L Iwema , PhD, MLS, AHIP Molecular Biology Information Services Health Sciences Library System University of Pittsburgh [email protected] [email protected]

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Biology in silico online tools for omics 7 th august 2013

Biology in silico: Online tools for “omics”7th August 2013

AnsumanChattopadhyay, PhD

Carrie L Iwema, PhD, MLS, AHIP

Molecular Biology Information Services

Health Sciences Library System

University of Pittsburgh

[email protected]@pitt.edu


Hsls molecular biology information service

HSLS Molecular Biology Information Service

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

AnsumanChattopadhyay, Ph.D.

[email protected]

  • 1990-1996

  • University of Nebraska-Lincoln

  • PhD. in Biochemistry

  • Protein synthesis initiation in eukaryotic system

  • 1997-2001

  • Vanderbilt University School of Medicine, Nashville

  • Research Fellow

  • Epidermal Growth Factor (EGF) mediated signal transduction

  • 2001-2002

  • Cellomics Inc., Pittsburgh

  • Knowledge Engineer

  • 2002- 2006

  • Information Specialist in Molecular Biology and Genetics

  • HSLS, University of Pittsburgh

  • 2006- Present

  • Head, Molecular Biology Information Service

  • HSLS, University of Pittsburgh

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Carrie L Iwema, PhD, MLS, AHIP

[email protected]

  • 1993-2001

  • SUNY Upstate Medical University, Syracuse

  • PhD in Neuroscience

  • Specificity of connectivity in the mammalian olfactory system

  • 2001-2005

  • Yale University School of Medicine, New Haven

  • Postdoctoral Fellow

  • Development & regeneration in the mammalian olfactory system

  • 2004-2006

  • Southern Connecticut State University, New Haven

  • Masters in Library Science

  • 2006- 2007

  • Johns Hopkins Medical Institutions, Welch Medical Library, Baltimore

  • Basic Science Librarian

  • 2007- Present

  • University of Pittsburgh, Health Sciences Library System, Pittsburgh

  • Information Specialist in Molecular Biology

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Topics

Literature Informatics

Bioinformatics Databases & Software

HSLS MolBio Services

http://www.hsls.pitt.edu/molbio


In silico support

In silico Support

http://www.hsls.pitt.edu/molbio


Topics

Topics

  • Literature Informatics

    • Comprehensive search:

      • MESH term based PubMed Search

      • PubMed special topics query

    • Next-generation literature search tools:

      • GoPubMed, eTBlast

      • GLAD4U, Quertle

      • HuGE Navigator

http://www.hsls.pitt.edu/molbio


Growth of pubmed citations

Growth of PubMed Citations

. p53

Lu et al. Database (Oxford). 2011: baq036

Aug 5th 2013

http://www.hsls.pitt.edu/molbio


Literature informatics

Literature Informatics

  • What genes are reported to be associated with the disease SCHIZOPHRENIA?

    • Find published literature with statistical and numerical data on DENGUE OUTBREAKS in India.

http://www.hsls.pitt.edu/molbio


Literature informatics1

Literature Informatics

Schizophrenia: 104,388

Schizophrenia gene: 8,459

Citations: 22 million

Journals: >5600

Dengue outbreaks in India: 394

Dengue outbreaks statistics India: 29

http://www.hsls.pitt.edu/molbio


Challenges

Challenges

  • Am I getting everything / the right things?

  • How to digest this?

http://www.hsls.pitt.edu/molbio


Pubmed search

PubMed Search

  • Am I getting the right things?

    • Construct PubMed queries with MeSH terms using MeSH browser

http://www.hsls.pitt.edu/molbio


Medical subject headings mesh

Medical Subject Headings (MeSH)

http://www.hsls.pitt.edu/molbio


Mesh vocabulary

MeSH Vocabulary

  • Headings

    • 26,853 concepts found in the biomedical literature (Body Weight, Kidney, Radioactive Waste)

  • Subheadings

    • attached to headings to describe a specific aspect of a concept (adverse effects, metabolism, diagnosis, therapy)

  • Supplementary Concept Records

    • over 214,000 terms in a separate chemical thesaurus -updated weekly (cordycepin , valspodar , tacrolimus binding protein 4)

  • Publication Types

    • (Letter, Review, Randomized Controlled Trial)

http://www.hsls.pitt.edu/molbio


Mesh tree structure

MeSH Tree Structure

  • A. AnatomyB. OrganismsC. DiseasesD. Chemicals and DrugsE. Analytical, Diagnostic and Therapeutic Techniques and EquipmentF. Psychiatry and PsychologyG. Phenomena and ProcessesH. Disciplines and OccupationsI. Anthropology, Education, Sociology and Social PhenomenaJ. Technology, Industry, AgricultureK. Humanities L. Information Science M. Named Groups N. Health CareV. Publication Characteristics Z. Geographicals

http://www.hsls.pitt.edu/molbio


Mesh indexing

MeSH Indexing

Source: NLM

http://www.hsls.pitt.edu/molbio


Mesh indexing1

MeSH Indexing

PMD: 18045777

http://www.hsls.pitt.edu/molbio


Medical subject heading mesh

Medical Subject Heading (MeSH)

http://www.hsls.pitt.edu/molbio


Mesh indexing2

MeSH Indexing

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

PubMed Search


Pubmed search1

PubMed Search

  • Retrieve published articles on

    • Dengue outbreaks in India

      Including

    • Statistical and numerical data

http://www.hsls.pitt.edu/molbio


Pubmed query using mesh

PubMed Query Using MeSH

http://www.ncbi.nlm.nih.gov/mesh

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Find articles on “Dengue outbreaks

in India” by searching PubMed

using MeSH terms

  • Resources

  • Mesh Browser : http://www.ncbi.nlm.nih.gov/mesh

  • PubMed: http://www.ncbi.nlm.nih.gov/pubmed

Link to the video tutorial:

http://media.hsls.pitt.edu/media/clres2705/mesh.swf

http://www.hsls.pitt.edu/molbio


Pubmed query using mesh1

PubMed Query Using MeSH

http://www.hsls.pitt.edu/molbio


Pubmed query using mesh2

PubMed Query Using MeSH

http://www.hsls.pitt.edu/molbio


Building a pubmed query

Building a PubMed Query

http://www.hsls.pitt.edu/molbio


Building a pubmed query1

Building a PubMed Query

http://www.hsls.pitt.edu/molbio


Building a pubmed query2

Building a PubMed Query

145

http://www.hsls.pitt.edu/molbio


Building a pubmed query3

Building a PubMed Query

http://www.hsls.pitt.edu/molbio


Building a pubmed query4

Building a PubMed Query

9

http://www.hsls.pitt.edu/molbio


Building pubmed queries

Building PubMed Queries

http://www.hsls.pitt.edu/molbio


Useful links for mesh

Useful Links for MeSH

  • MeSH Browser: http://www.ncbi.nlm.nih.gov/mesh

  • 18 ways to improve your Pubmed searches by Carrie Iwema

    • http://goo.gl/B8rFf

  • Searching by using the MeSH Database. NCBI Handbook :

    • http://goo.gl/X4UAe

http://www.hsls.pitt.edu/molbio


Pubmed query

PubMed Query

  • What genes are reported to be associated with the disease SCHIZOPHRENIA ?

    • Topic-Specific PubMed Queries

http://www.hsls.pitt.edu/molbio


Topic specific pubmed queries

Topic-Specific PubMed Queries

http://www.nlm.nih.gov/bsd/special_queries.html

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Find genes that are reported to be

associated with the disease

SCHIZOPHRENIA by searching PubMed

  • Resources

  • PubMed Clinical Queries: http://www.ncbi.nlm.nih.gov/pubmed/clinical

Link to the video tutorial:

http://media.hsls.pitt.edu/media/clres2705/scz.swf

http://www.hsls.pitt.edu/molbio


Pubmed special topic queries

PubMed Special Topic Queries

http://www.hsls.pitt.edu/molbio


Search filters

Search Filters

http://www.hsls.pitt.edu/molbio


Pubmed search filter medical genetics

PubMed Search Filter: Medical Genetics

  • ("schizophrenia"[MeSH Terms] OR "schizophrenia"[All Fields]) AND (("genetics, medical"[MeSH Terms] OR ("genetics"[All Fields] AND "medical"[All Fields]) OR "medical genetics"[All Fields] OR ("medical"[All Fields] AND "genetics"[All Fields])) OR ("genotype"[MeSH Terms] OR "genotype"[All Fields]) OR "genetics"[Subheading] AND ("genetics"[Subheading] OR "genetics"[All Fields] OR "genetics"[MeSH Terms]))

http://www.hsls.pitt.edu/molbio


Pubmed search result display

PubMed Search Result Display

How to digest

this?

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Next-Generation Literature Search Tools


Latest innovations in literature searching

Latest Innovations in Literature Searching

  • GoPubMed

Display search results

sorted into meaningful

topics and subtopics

http://www.hsls.pitt.edu/molbio


Gopubmed

GoPubMed

www.gopubmed.com

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Find genes that are reported to be

associated with the disease

SCHIZOPHRENIA by using GoPubMed

  • Resources

  • GoPubMed: http://www.gopubmed.org/web/gopubmed/2?WEB10O00h00100090000

Link to the video tutorial:

http://media.hsls.pitt.edu/media/clres2705/gopubmed.swf

http://www.hsls.pitt.edu/molbio


Gopubmed search result

GoPubMed Search Result

http://www.hsls.pitt.edu/molbio


Gopubmed search result analysis

GoPubMed Search Result Analysis

http://www.hsls.pitt.edu/molbio


Gopubmed search result analysis1

GoPubMed Search Result Analysis

http://www.hsls.pitt.edu/molbio


Latest innovations in literature searching1

Latest Innovations in Literature Searching

http://www.hsls.pitt.edu/molbio


Gopubmed1

GoPubMed

  • Noteworthy links

    GoPubMed: exploring PubMed with the Gene Ontology. DomsA,Schroeder M., Nucleic Acids Res. 2005 Jul 1; 33 (Web Server issue):W783-6. http://www.ncbi.nlm.nih.gov/pubmed/15980585

http://www.hsls.pitt.edu/molbio


Pubmed driven web tools

PubMed driven Web Tools

http://www.ncbi.nlm.nih.gov/CBBresearch/Lu/search/

http://www.hsls.pitt.edu/molbio


Pubmed based tools

PubMed based Tools

http://www.ncbi.nlm.nih.gov/CBBresearch/Lu/search/

Lu et al. Database (Oxford). 2011; 2011: baq036

http://www.hsls.pitt.edu/molbio


Extract gene list from literature

Extract gene list from Literature

http://www.quertle.info/

http://www.hsls.pitt.edu/molbio


Questions for quertle

Questions for Quertle

  • What genes cause Asthma?

  • What cell lines are used in diabetes research?

  • Which cell types are known to express EGFR?

  • What animals are used in studies for diabetes?

  • Which protein kinases activate TP53?

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

A short video on Quertle

  • Resources

  • Quertle: www.quertle.info

Link to the video tutorial:

http://media.hsls.pitt.edu/media/molbiovideos/quertle-ac0212.swf

http://www.hsls.pitt.edu/molbio


Literature to gene list

Literature to gene list

  • GLAD4U

    • http://bioinfo.vanderbilt.edu/glad4u/

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Search Engine for finding Disease Causing Genes


Search engine just for human genetics

Search Engine Just for Human Genetics

CDC HuGENavigator : http://hugenavigator.net/

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

  • Find human genesreported to be associated with Asthma

  • Find human SNPsreported to be associated with Asthma

  • Resources

  • HugeNavigator: http://hugenavigator.net/HuGENavigator/home.do

Link to the video tutorial:

http://media.hsls.pitt.edu/media/clres2705/asthma.swf

http://www.hsls.pitt.edu/molbio


Search engine just for human genetics1

Search Engine Just for Human Genetics

http://www.hsls.pitt.edu/molbio


Search engine just for human genetics2

Search Engine Just for Human Genetics

CDC HuGENavigator : http://hugenavigator.net/

http://www.hsls.pitt.edu/molbio


Search engine just for human genetics3

Search Engine Just for Human Genetics

http://hugenavigator.net/HuGENavigator/huGEPedia.do

http://www.hsls.pitt.edu/molbio


Search engine just for human genetics4

Search Engine Just for Human Genetics

CDC HuGENavigator : http://hugenavigator.net/

http://www.hsls.pitt.edu/molbio


Gwas catalog

GWAS Catalog

  • http://www.genome.gov/multimedia/illustrations/GWAS_2010_2nd.pdf

http://www.hsls.pitt.edu/molbio


Gwa studies catalog

GWA Studies Catalog

http://www.genome.gov/gwastudies/

http://www.hsls.pitt.edu/molbio


Find disease causing snps

Find Disease Causing SNPs

http://hugenavigator.net/HuGENavigator/gWAHitStartPage.do

What SNPs are associated

  • with “Schizophrenia”?

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Software for Finding Similar Texts in Published Literature


Text based similarity search tools

Text-based Similarity Search Tools

Search Box:

http://www.hsls.pitt.edu/molbio


Text similarity search tools

Text Similarity Search Tools

  • eTBLAST

http://etest.vbi.vt.edu/etblast3/

http://www.hsls.pitt.edu/molbio


Text similarity search tools1

Text Similarity Search Tools

  • eTBLAST

http://www.hsls.pitt.edu/molbio


Text similarity search tools2

Text Similarity Search Tools

http://www.hsls.pitt.edu/molbio


D j vu a database of highly similar citations

Déjà Vu: a Database of Highly Similar Citations

http://dejavu.vbi.vt.edu/dejavu/duplicate/

http://www.hsls.pitt.edu/molbio


Journal author name estimator

Journal Author Name Estimator

http://www.biosemantics.org/jane/

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Online Reference Management Tools


Automated email notification tool

Automated email Notification Tool

http://www.ncbi.nlm.nih.gov/sites/myncbi/

Save your searches at My NCBI and set up an email notification on new publication based on your search query

http://www.hsls.pitt.edu/molbio


My ncbi

My NCBI

1

2

3

http://www.hsls.pitt.edu/molbio


My ncbi1

My NCBI

4

http://www.hsls.pitt.edu/molbio


My ncbi email notification

My NCBI email Notification

http://www.hsls.pitt.edu/molbio


Reference management tools

Reference Management Tools

Connotea

CiteULike

Mendeley

Zotero

Web pages

online

Scientific Research

Papers

downloadable

EndNote

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Post Publication Metrics


Post publications metrics

Post Publications Metrics

  • Journal level : Impact Factor

  • Author level: H-Index

  • Article level:

  • Article usage statistics: HTML pageviews, PDF downloads  and XML downloads

  • Citations from the scholarly literature: PubMed Central, Scopus and CrossRef

  • Social bookmarks: CiteULikeand Connotea

  • Comments: left by readers of each article

  • Notes: left by readers of each article

  • Blog posts: aggregated from Postgenomic, Nature Blogs, Bloglines, andResearch Blogging

  • Ratings: left by readers of each article

http://www.hsls.pitt.edu/molbio


Impact factor

Impact Factor

  • a measure reflecting the average number of citations to articles published in science and social science journals.

  • a proxy for the relative importance of a journal within its field

  • developed by Eugene Garfield, the founder of the Institute for Scientific Information (ISI)

    • A = the number of times articles published in 2006 and 2007 were cited by indexed journals during 2008

    • B = the total number of "citable items" published in 2006 and 2007. ("Citable items" are usually articles, reviews, proceedings, or notes; not editorials or Letters-to-the-Editor.)

    • 2008 impact factor = A/BFrom Wikipedia

http://www.hsls.pitt.edu/molbio


Scopus journal analyzer

Scopus Journal Analyzer

http://www.hsls.pitt.edu/molbio


Isi journal impact factor

ISI Journal Impact Factor

http://www.hsls.pitt.edu/molbio


Journal impact factor

Journal Impact Factor

http://admin-apps.isiknowledge.com/JCR/JCR?RQ=RECORD&rank=1&journal=ACTA+CRYSTALLOGR+A

http://www.hsls.pitt.edu/molbio


H index

H Index

  • proposed by J.E. Hirsch of UCSD

  • an index to quantify an individual's scientific research output

  • provides a single-number metric of an academic's impact

  • combining quality with quantity

http://www.hsls.pitt.edu/molbio


Article level metrics

Article Level Metrics

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Retrieve Journal Impact Factor

by searching Scopus and

ISI Web of Science

  • Resources

  • Scopus: http://www.scopus.com/source/eval.url

  • ISI Web of Science: http://admin-apps.isiknowledge.com/JCR/JCR?RQ=HOME

Link to the video tutorial:

http://media.hsls.pitt.edu/media/clres2705/impact.swf

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Search Engines for Bioinformatics Resources


Molecular databases

Molecular Databases

  • Nucleic Acids Research : Annual databases Issue

  • NAR: Annual Web Server Issue

  • Oxford Journal : Bioinformatics

  • BioMedCentral: BMC Bioinformatics

http://www.hsls.pitt.edu/molbio


Biomedical life sciences search engines

Biomedical & Life Sciences Search Engines

  • OBRC : University of Pittsburgh

    http://www.hsls.pitt.edu/molbio/obrc

  • Vadlo

    http://vadlo.com/

  • OReFil : University of Tokyo

    http://orefil.dbcls.jp/

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Search for bioinformatics Resources

Locate online tools that predict phosphorylation sites

in a protein sequence.

  • Resources

  • Search.HSLS.MolBio :

Link to the video tutorial:

http://media.hsls.pitt.edu/media/Search%20Bioinfo%20Resoursec.swf

http://www.hsls.pitt.edu/molbio


Life sciences search engine

Life Sciences Search Engine

http://www.hsls.pitt.edu/obrc/

http://www.hsls.pitt.edu/molbio


Life sciences search engine1

Life Sciences Search Engine

http://www.hsls.pitt.edu/molbio


Hsls obrc

HSLS OBRC

http://www.hsls.pitt.edu/molbio


Molecular databases catalog

Molecular Databases Catalog

http://www.hsls.pitt.edu/molbio


Search hsls molbio

Search.HSLS.MolBio

http://www.hsls.pitt.edu/molbio/

http://www.hsls.pitt.edu/molbio


Search hsls molbio1

Search.HSLS.MolBio

  • Integrated search system

    • Databases & Software

    • Articles on Databases & Software

    • Genes/Proteins

    • Pathways

    • Protocols

    • Seminar/Talks Videos

    • Recommended Articles

  • Tabbed browsing

  • Clustered search results

http://www.hsls.pitt.edu/molbio


Search term phosphorylation

Search term: “phosphorylation”

http://www.hsls.pitt.edu/molbio


Molecular databases and software search term phosphorylation

Molecular Databases and Software:search term: “Phosphorylation”

http://www.hsls.pitt.edu/molbio


Search result page

Search Result Page

http://www.hsls.pitt.edu/molbio


Citation trackers

Citation Trackers

http://www.hsls.pitt.edu/molbio


Search pubmed articles on databases and software phosphorylation

Search PubMed Articles on Databases and Software : “phosphorylation”

http://www.hsls.pitt.edu/molbio


Articles on databases and software

Articles on Databases and Software

http://www.hsls.pitt.edu/molbio


Articles on prediction of phosphorylation sites

Articles on Prediction of Phosphorylation Sites

http://www.hsls.pitt.edu/molbio


Protocols

Protocols:

http://www.hsls.pitt.edu/molbio


Seminar talks video

Seminar Talks Video

http://www.hsls.pitt.edu/molbio


Seminar talks video1

Seminar Talks Video

http://www.hsls.pitt.edu/molbio


Recommended articles

Recommended Articles

Faculty of 1000 Biology: a literature awareness tool that

highlights and reviews the most interesting papers published

in the biological sciences, based on the recommendations of a

faculty of well over 2300 selected leading researchers.

http://www.hsls.pitt.edu/molbio


Recommended articles1

Recommended Articles

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Licensed Tools


Microarray data analysis

Microarray Data Analysis

GeneSpring/Partek

Statistical packages

  • Ingenuity IPA

  • GeneGOMetacore

  • Explain

Literature findings

Biology

http://www.hsls.pitt.edu/molbio


Discovery step pathway analysis

Discovery Step: Pathway Analysis

Gene List

http://www.hsls.pitt.edu/molbio


Discovery step

Discovery Step

  • Gene List

    • Biological functions

    • Canonical Pathways

    • Interaction Networks

http://www.hsls.pitt.edu/molbio


Common functions and pathways ipa analysis

Common Functions and Pathways: IPA Analysis

http://www.hsls.pitt.edu/molbio


Common functions and pathways ipa analysis1

Common Functions and Pathways: IPA Analysis

http://www.hsls.pitt.edu/molbio


Common pathways ipa

Common Pathways: IPA

http://www.hsls.pitt.edu/molbio


Pathway map p53

Pathway Map: p53

Red:

Green:

http://www.hsls.pitt.edu/molbio


Pathway map nfkb and tgf beta

Pathway Map: NFkB and TGF beta

http://www.hsls.pitt.edu/molbio


Interaction network maps ipa

Interaction Network Maps: IPA

http://www.hsls.pitt.edu/molbio


Interaction map with data overlay ipa

Interaction Map with Data Overlay: IPA

http://www.hsls.pitt.edu/molbio


Pathway analysis genego metacore

Pathway Analysis: GeneGo Metacore

http://www.hsls.pitt.edu/molbio


Metacore analyze network receptors

Metacore: Analyze Network (receptors)

p53

C-Myc


Metacore transcription regulation

Metacore: Transcription Regulation

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

BioBase Explain: Key Molecules Prediction

Key Molecules

Over representation of

TF Binding site

Promoter

Microarray

http://www.hsls.pitt.edu/molbio


Biology in silico online tools for omics 7 th august 2013

Biobase Explain: Key Mols Prediction

Common:

KM:108

TF:4

Key Molecules :677

TF: 12

2072

32 >2 fold up

583: NC

Over representation of

TF Binding site

Promoter

Microarray

http://www.hsls.pitt.edu/molbio


Use of ingenuity genego and biobase

Use of Ingenuity, GeneGO and BioBase

  • DNA microarrays

  • Protein arrays

  • CHIP-chip

  • Search for

    • Gene/protein info (human, mouse, rat, yeast)

    • Drug/small molecule

    • Disease info

    • Promoter sequences

    • Transcription factors binding sites

http://www.hsls.pitt.edu/molbio


Finding disease causing genes

Finding Disease Causing Genes

http://www.hsls.pitt.edu/molbio


Most relevant disease networks for alzheimer genes

Most Relevant Disease Networks for Alzheimer Genes

http://www.hsls.pitt.edu/molbio


Metacore atherosclerosis core network

Metacore: Atherosclerosis (core network)

http://www.hsls.pitt.edu/molbio


Most relevant pathway maps for alzheimers genes

Most Relevant Pathway Maps for Alzheimers Genes

http://www.hsls.pitt.edu/molbio


Atherosclerosis and alzheimers

Atherosclerosis And Alzheimers

From Wikipedia, the free encyclopedia

http://www.hsls.pitt.edu/molbio


Pubmed search on atherosclerosis majr and alzheimer disease majr

PubMed Search on"Atherosclerosis"[Majr] AND "Alzheimer Disease"[Majr]

http://www.hsls.pitt.edu/molbio


Atherosclerosis and alzheimers1

Atherosclerosis And Alzheimers

http://www.hsls.pitt.edu/molbio


Hsls molecular biology information service1

HSLS Molecular Biology Information Service

http://www.hsls.pitt.edu/molbio


Thank you any questions

Thank you!Any questions?

Carrie IwemaAnsumanChattopadhyay

[email protected]@pitt.edu

412-383-6887412-648-1297

http://www.hsls.pitt.edu/molbio


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