Literature DB >> 26557796

Undergraduate Biocuration: Developing Tomorrow's Researchers While Mining Today's Data.

Cassie S Mitchell1, Ashlyn Cates1, Renaid B Kim1, Sabrina K Hollinger1.   

Abstract

Biocuration is a time-intensive process that involves extraction, transcription, and organization of biological or clinical data from disjointed data sets into a user-friendly database. Curated data is subsequently used primarily for text mining or informatics analysis (bioinformatics, neuroinformatics, health informatics, etc.) and secondarily as a researcher resource. Biocuration is traditionally considered a Ph.D. level task, but a massive shortage of curators to consolidate the ever-mounting biomedical "big data" opens the possibility of utilizing biocuration as a means to mine today's data while teaching students skill sets they can utilize in any career. By developing a biocuration assembly line of simplified and compartmentalized tasks, we have enabled biocuration to be effectively performed by a hierarchy of undergraduate students. We summarize the necessary physical resources, process for establishing a data path, biocuration workflow, and undergraduate hierarchy of curation, technical, information technology (IT), quality control and managerial positions. We detail the undergraduate application and training processes and give detailed job descriptions for each position on the assembly line. We present case studies of neuropathology curation performed entirely by undergraduates, namely the construction of experimental databases of Amyotrophic Lateral Sclerosis (ALS) transgenic mouse models and clinical data from ALS patient records. Our results reveal undergraduate biocuration is scalable for a group of 8-50+ with relatively minimal required resources. Moreover, with average accuracy rates greater than 98.8%, undergraduate biocurators are equivalently accurate to their professional counterparts. Initial training to be completely proficient at the entry-level takes about five weeks with a minimal student time commitment of four hours/week.

Entities:  

Keywords:  big data; biocuration; bioinformatics; biomedical informatics; data science; database; health informatics; lab management; neuroinformatics; text mining; undergraduate research

Year:  2015        PMID: 26557796      PMCID: PMC4640483     

Source DB:  PubMed          Journal:  J Undergrad Neurosci Educ        ISSN: 1544-2896


  12 in total

1.  Pathology dynamics predict spinal cord injury therapeutic success.

Authors:  Cassie S Mitchell; Robert H Lee
Journal:  J Neurotrauma       Date:  2008-12       Impact factor: 5.269

2.  An Assessment of Possible Neuropathology and Clinical Relationships in 46 Sporadic Amyotrophic Lateral Sclerosis Patient Autopsies.

Authors:  Grant Coan; Cassie S Mitchell
Journal:  Neurodegener Dis       Date:  2015-07-16       Impact factor: 2.977

3.  EcoCyc: fusing model organism databases with systems biology.

Authors:  Ingrid M Keseler; Amanda Mackie; Martin Peralta-Gil; Alberto Santos-Zavaleta; Socorro Gama-Castro; César Bonavides-Martínez; Carol Fulcher; Araceli M Huerta; Anamika Kothari; Markus Krummenacker; Mario Latendresse; Luis Muñiz-Rascado; Quang Ong; Suzanne Paley; Imke Schröder; Alexander G Shearer; Pallavi Subhraveti; Mike Travers; Deepika Weerasinghe; Verena Weiss; Julio Collado-Vides; Robert P Gunsalus; Ian Paulsen; Peter D Karp
Journal:  Nucleic Acids Res       Date:  2012-11-09       Impact factor: 16.971

4.  Biocurators and biocuration: surveying the 21st century challenges.

Authors:  Sarah Burge; Teresa K Attwood; Alex Bateman; Tanya Z Berardini; Michael Cherry; Claire O'Donovan; Loannis Xenarios; Pascale Gaudet
Journal:  Database (Oxford)       Date:  2012-03-20       Impact factor: 3.451

5.  Seeking homeostasis: temporal trends in respiration, oxidation, and calcium in SOD1 G93A Amyotrophic Lateral Sclerosis mice.

Authors:  Cameron W Irvin; Renaid B Kim; Cassie S Mitchell
Journal:  Front Cell Neurosci       Date:  2015-07-01       Impact factor: 5.505

Review 6.  Systematic review of the relationship between amyloid-β levels and measures of transgenic mouse cognitive deficit in Alzheimer's disease.

Authors:  Avery M Foley; Zeena M Ammar; Robert H Lee; Cassie S Mitchell
Journal:  J Alzheimers Dis       Date:  2015       Impact factor: 4.472

7.  Curation accuracy of model organism databases.

Authors:  Ingrid M Keseler; Marek Skrzypek; Deepika Weerasinghe; Albert Y Chen; Carol Fulcher; Gene-Wei Li; Kimberly C Lemmer; Katherine M Mladinich; Edmond D Chow; Gavin Sherlock; Peter D Karp
Journal:  Database (Oxford)       Date:  2014-06-12       Impact factor: 3.451

Review 8.  State of the field: An informatics-based systematic review of the SOD1-G93A amyotrophic lateral sclerosis transgenic mouse model.

Authors:  Renaid B Kim; Cameron W Irvin; Keval R Tilva; Cassie S Mitchell
Journal:  Amyotroph Lateral Scler Frontotemporal Degener       Date:  2015-05-22       Impact factor: 4.092

9.  A framework for organizing cancer-related variations from existing databases, publications and NGS data using a High-performance Integrated Virtual Environment (HIVE).

Authors:  Tsung-Jung Wu; Amirhossein Shamsaddini; Yang Pan; Krista Smith; Daniel J Crichton; Vahan Simonyan; Raja Mazumder
Journal:  Database (Oxford)       Date:  2014-03-25       Impact factor: 3.451

10.  Characterization of the Contribution of Genetic Background and Gender to Disease Progression in the SOD1 G93A Mouse Model of Amyotrophic Lateral Sclerosis: A Meta-Analysis.

Authors:  Stephen R Pfohl; Martin T Halicek; Cassie S Mitchell
Journal:  J Neuromuscul Dis       Date:  2015-06-04
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  16 in total

1.  Candles in the Dark.

Authors:  Bruce R Johnson
Journal:  J Undergrad Neurosci Educ       Date:  2016-04-15

2.  Teaching with Big Data: Report from the 2016 Society for Neuroscience Teaching Workshop.

Authors:  William Grisham; Joshua C Brumberg; Terri Gilbert; Linda Lanyon; Robert W Williams; Richard Olivo
Journal:  J Undergrad Neurosci Educ       Date:  2017-11-15

3.  Type I Vs. Type II Cytokine Levels as a Function of SOD1 G93A Mouse Amyotrophic Lateral Sclerosis Disease Progression.

Authors:  Amilia Jeyachandran; Benjamin Mertens; Eric A McKissick; Cassie S Mitchell
Journal:  Front Cell Neurosci       Date:  2015-12-01       Impact factor: 5.505

4.  A Metadata Analysis of Oxidative Stress Etiology in Preclinical Amyotrophic Lateral Sclerosis: Benefits of Antioxidant Therapy.

Authors:  Leila Bond; Kamren Bernhardt; Priyank Madria; Katherine Sorrentino; Hailee Scelsi; Cassie S Mitchell
Journal:  Front Neurosci       Date:  2018-01-24       Impact factor: 4.677

5.  Associative Increases in Amyotrophic Lateral Sclerosis Survival Duration With Non-invasive Ventilation Initiation and Usage Protocols.

Authors:  Nishad Khamankar; Grant Coan; Barry Weaver; Cassie S Mitchell
Journal:  Front Neurol       Date:  2018-07-12       Impact factor: 4.003

6.  A quick guide for student-driven community genome annotation.

Authors:  Prashant S Hosmani; Teresa Shippy; Sherry Miller; Joshua B Benoit; Monica Munoz-Torres; Mirella Flores-Gonzalez; Lukas A Mueller; Helen Wiersma-Koch; Tom D'Elia; Susan J Brown; Surya Saha
Journal:  PLoS Comput Biol       Date:  2019-04-03       Impact factor: 4.475

7.  A Comprehensive Examination of Percutaneous Endoscopic Gastrostomy and Its Association with Amyotrophic Lateral Sclerosis Patient Outcomes.

Authors:  Leila Bond; Paulamy Ganguly; Nishad Khamankar; Nolan Mallet; Gloria Bowen; Braden Green; Cassie S Mitchell
Journal:  Brain Sci       Date:  2019-09-04

8.  Antecedent Disease and Amyotrophic Lateral Sclerosis: What Is Protecting Whom?

Authors:  Sabrina K Hollinger; Ike S Okosun; Cassie S Mitchell
Journal:  Front Neurol       Date:  2016-03-29       Impact factor: 4.003

Review 9.  Cognitive Decline in Preclinical Alzheimer's Disease: Amyloid-Beta versus Tauopathy.

Authors:  Colin M Huber; Connor Yee; Taylor May; Apoorva Dhanala; Cassie S Mitchell
Journal:  J Alzheimers Dis       Date:  2018       Impact factor: 4.472

10.  Unraveling the Complexity of Amyotrophic Lateral Sclerosis Survival Prediction.

Authors:  Stephen R Pfohl; Renaid B Kim; Grant S Coan; Cassie S Mitchell
Journal:  Front Neuroinform       Date:  2018-06-14       Impact factor: 4.081

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