Integrating bioinformatics into senior high school: design principles and implications
B RIEFINGS IN BIOINF ORMATICS . VOL 14. NO 5. 648 ^ 660
Advance Access published on 10 May 2013
doi:10.1093/bib/bbt030
Integrating bioinformatics into senior
high school: design principles and
implications
Yossy Machluf and Anat Yarden
Submitted: 5th February 2013; Received (in revised form) : 4th April 2013
Abstract
Keywords: bioinformatics education; high school; authenticity; learning environment; domain-specific knowledge; revised
Bloom’s taxonomy
INTRODUCTION
Dramatic progress in biological understanding,
coupled with major advances in experimental techniques, novel approaches and computational analyses,
are transforming the sciences of biology, biotechnology and medicine. Yet, these exciting new fields and
areas of science are rarely integrated into science classrooms or textbooks. This pattern leaves high school
science education lagging behind cutting-edge scientific discoveries, which hold great potential for
supporting students’ understanding and eliciting
their interest and motivation to learn science.
Biology in the 21st century is expanding from a
purely laboratory-based science to an informationaided one [1]. Massive growth in information, due
to experimental and technological advances, has led
to ‘an absolute requirement for computerized databases to store, organize, and index the data and for
specialized tools to view and analyze the data’ [2].
Bioinformatics, an emerging interdisciplinary field,
Corresponding author. Yossy Machluf, Department of Science Teaching, Weizmann Institute of Science, P.O. Box 26, Rehovot
76100, Israel. Tel.: þ972-8-9342273; Fax: þ972-8-9342279; E-mail: .
Yossy Machluf is a Senior Intern in the Department of Science Teaching, Weizmann Institute of Science. He is a researcher, science
educator and curriculum developer in the fields of biotechnology and bioinformatics.
Anat Yarden is an Associate Professor and head of the Life Sciences Group at the Department of Science Teaching, Weizmann
Institute of Science.
ß The Author 2013. Published by Oxford University Press. For Permissions, please email:
Bioinformatics is an integral part of modern life sciences. It has revolutionized and redefined how research is carried
out and has had an enormous impact on biotechnology, medicine, agriculture and related areas. Yet, it is
only rarely integrated into high school teaching and learning programs, playing almost no role in preparing the
next generation of information-oriented citizens. Here, we describe the design principles of bioinformatics learning
environments, including our own, that are aimed at introducing bioinformatics into senior high school curricula
through engaging learners in scientifically authentic inquiry activities. We discuss the bioinformatics-related benefits
and challenges that high school teachers and students face in the course of the implementation process, in light
of previous studies and our own experience. Based on these lessons, we present a new approach for characterizing
the questions embedded in bioinformatics teaching and learning units, based on three criteria: the type of domainspecific knowledge required to answer each question (declarative knowledge, procedural knowledge, strategic
knowledge, situational knowledge), the scientific approach from which each question stems (biological, bioinformatics, a combination of the two) and the associated cognitive process dimension (remember, understand, apply,
analyze, evaluate, create). We demonstrate the feasibility of this approach using a learning environment, which
we developed for the high school level, and suggest some of its implications. This review sheds light on unique and
critical characteristics related to broader integration of bioinformatics in secondary education, which are also relevant to the undergraduate level, and especially on curriculum design, development of suitable learning environments
and teaching and learning processes.
Integrating bioinformatics into senior high school
BIOINFORMATICS EDUCATIONç
AN OVERVIEW
Despite the tremendous growth in the number of
bioinformatics tools and databases to empower scientific research, only minor increase have been seen
in the number of educational resources [7, 8].
Donovan [9] claimed that ‘given the growing disparity between the rapidly evolving world of research
and an entrenched culture of science education, the
future of science depends on our commitment to
preparing future scientists to work with ‘‘big data’’’.
The origin of bioinformatics education lies in
self-teaching and apprenticeship-like models, where
pioneers in the field taught themselves and each
other, relying on personal experience and key articles
(e.g. [10]). Today, training programs are being established for bioinformatics services and faculties
[11–16]. The need to prepare 21st-century scientists
has led to a paradigm shift in biology and bioinformatics education [17–23], striving to mirror today’s
research trends and keeping science curricula current.
Initially, efforts were invested in developing structured certificate and degree programs to teach
bioinformatics at the graduate [24–27] and undergraduate [14, 28–32] levels. However, the challenge
of bringing the complex and contemporary science
of bioinformatics to the high school classroom is only
now being addressed (see further on).
A key question is ‘what are the standards of bioinformatics education at each educational level (from
high school to secondary and tertiary levels)?’ The
standards, in turn, should be integrated into policy,
curriculum, instruction and assessment to support
meaningful learning. Standards can be defined in
terms of scientific practices, unifying cross-cutting
concepts, and discipline-related core ideas [33].
Key themes to foster students’ realization of the
real-life contribution of bioinformatics, to promote
their understanding and to increase their interest are
‘integration’ and ‘context’ [18, 23, 29]. The term
‘integration’ means that fundamental concepts and
ideas (or knowledge) as well as competencies (or
practices) of each discipline (biology, computer sciences, mathematics, etc.) should be connected and
integrated, rather than presented as separate discipline-specific units. The term ‘context’ means that the
concepts, ideas and practices should be taught in
relevant scientific contexts, using a problem-based
approach [34–36], rather than as a collection of instructions in a recipe book. Of note, although the
graduate-level programs are mainly designed to teach
the fundamentals of bioinformatics, focusing on
sophisticated computation, mathematics and informatics [27, 29], at the high school level, curricula usually use ‘simple’ bioinformatics as a teaching tool and
provide students with a toolbox of technical skills
and thinking abilities in bioinformatics [37].
Standards and objectives of bioinformatics education
should be consistent with the educational framework
(university versus high school, formal versus nonformal), targ (...truncated)