Comparative Study in Functional Food Technology: A Bibliometric
Analysis
Ria Hardiyati
1
, Indah Purwaningsih
1
, Muhammad Zulhamdani
1
, Chichi Sintia Laksani
1
and Yan
Rianto
1
1
Indonesian Institute of Sciences, Gatot Subroto Street No. 10, South Jakarta, Jakarta, Indonesia
Keywords: Functional Food; Research and Development; Bibliometric; Co-word Analysis.
Abstract: Growth in the global food and beverage industry continues driven by health and wellness. So society has
high expectations for companies in this industry that products can meet the demand of consumers for a
healthy lifestyle. From that situation, functional food has a specific role. Data from Grand View Research
Report shows that the global Functional Foods market is valued at 153,600 million US$ in 2018 and is
expected to reach 260,400 million US$ by the end of 2025. The functional food and nutraceutical market in
the USA currently the most massive and most rapidly expanding in the world with supports major imports
from Japan, North and South Korea, China, India, Brazil, the European Union, Australia, New Zealand and
other parts of the world. If Indonesia wants to take part in the functional food market, it is necessary to
advance research and development (R&D) in functional food. So it is necessary to study the development of
functional food R&D from several leading countries. This study sought to examine the development of
functional food R&D in Brazil, India, China, and Germany, based on scientific publications in Scopus. The
analysis was carried out using a bibliometric approach and co-word analysis. The results of this study
provide an overview of the development of functional food R&D, especially technologies in Indonesia and
4 other countries.
1 INTRODUCTION
Growth in the global food and beverage industry
continues driven by health and wellness. So society
has high expectations for companies in this industry
that products can meet the demand of consumers for
a healthy lifestyle. From that situation, functional
food has a specific role. Data from Grand View
Research Report shows that the global Functional
Foods market is valued at 153,600 million US$ in
2018 and is expected to reach 260,400 million US$
by the end of 2025. The functional food and
nutraceutical market in the USA currently the most
massive and most rapidly expanding in the world
with supports major imports from Japan, North and
South Korea, China, India, Brazil, the European
Union, Australia, New Zealand and other parts of
the world (Vergari, Tibuzzi and Basile, 2010). The
process development of new functional food is
expensive. The requirement to develop a functional
food product is detailed knowledge of the products
and the customers. The food industry takes into
consideration many variables to develop or re-
engineer functional products in order to meet needs
and expectancies in the area of functional foods
(Betoret et al., 2011). Food companies are
developing technologies for processing health and
wellness products that will improve the efficacy of
these products, maximize the potential benefits to
consumers, and be cost-effective for the industry’s
survival in a competitive marketplace (Aryee and
Boye, 2015). That is why we need to know the
development of functional food research, especially
regarding developing technologies and compare with
countries whose functional food industries have
developed.
Bibliometric analysis is commonly applied to
track the developing research trends, or finding out
the influences of publications, also to compare the
academic performance among regions in a certain
research field. This bibliometric technique has been
applied in the domain of obesity using data from
PubMed (Vioque et al., 2010), and another study
76
Hardiyati, R., Purwaningsih, I., Zulhamdani, M., Laksani, C. and Rianto, Y.
Comparative Study in Functional Food Technology: A Bibliometric Analysis.
DOI: 10.5220/0009985800002964
In Proceedings of the 16th ASEAN Food Conference (16th AFC 2019) - Outlook and Opportunities of Food Technology and Culinary for Tourism Industry, pages 76-82
ISBN: 978-989-758-467-1
Copyright
c
2022 by SCITEPRESS Science and Technology Publications, Lda. All rights reserved
analyzed research trends from 1993 to 2012 with
Scopus as the data source (Khan et al., 2016).
Quantitative approaches, such as computer-based
methods and bibliometrics, can provide a
complementary result to handle massive data for
exploring promising technologies (Ciarli, Coad and
Rafols, 2015). In particular, bibliometrics has been
widely used as a powerful and helpful tool for
monitoring research trends (Soranzo, Nosella and
Filippini, 2016) or technological trajectories
(Roepke and Moehrle, 2014; Chen et al., 2015; Zhou
et al., 2015; Marvin et al., 2017; Park and Magee,
2017) or analyzing technological changes (Cho and
Kim, 2014; Lee, Lee and Sohn, 2016) using various
data, such as publications, patents, and other.
However, the assessment of research output for food
science and technology, in general, and for
functional food, in particular, are scarce in the
literature.
This study aimed to examine the development of
functional food research, especially regarding
developing technologies in Indonesia and compare it
with Brazil, India, China, and Germany, based on
scientific publications in Scopus. We investigated
the research trends through a bibliometric analysis.
2 MATERIALS AND METHODS
2.1 Search strategy
Bibliometric data can be acquired through various
search engines, one of them is the Scopus. This
database was selected to collect for as much as
possible published articles on functional food. The
justification we use Scopus as our data source to
retrieve bibliometric data given is because it has
broader resources and is consistently more accurate
than other alternatives such as PubMed, Web of
Science and Google Scholar (Falagas et al., 2008;
Kulkarni et al., 2009; Khan et al., 2016).
Researchers in several domains have applied the
bibliometric analysis. Recently, the research scope
expands constantly, and people use it for reference
management or literature study. Co-word analysis,
proposed in the late 70s in the 20th century by the
French bibliometric scientists. The summarize of its
principle is when two or more keywords
representing a special research topic appeared in the
same dissertation have essential relationships (Chen
et al., 2016). The more co-occurrence between two
keywords, it means the closer their relationship is.
This method is helpful for researchers to learn an
overview of a field. So it plays an essential role in
identifying the value of academic discipline
(Musgrove et al., 2003; Zong et al., 2013).
The Scopus database was searched from its
inception until July 25, 2019 with limitation in
affiliation country. The keywords pertaining to
functional food were: functional beverage,
functional food, and functional drink. The keywords
regarding function of bioactive compound in food
were: anti diabetic, antioxidant activity, prebiotic,
anti-aging, anti-cholesterol, anti-cancer, oxidative
stress, antihypertensive, cardiovascular drug,
antibacterial activity, anti diarrhea, immunology,
probiotic, anti-obesity, noncommunicable disease,
anti-allergic. The two sets of keywords were
searched and combining with the AND logic in
the “Article title/Abstract/Keywords fields. The
final search query was built like this:
((TITLE-ABS-KEY("functional beverage") OR
TITLE-ABS-KEY("functional food") OR TITLE-
ABS-KEY("functional drink")) AND
AFFILCOUNTRY(Indonesia)) OR ( TITLE-ABS-
KEY ( "food" ) OR TITLE-ABS-KEY ( "bioactive
compound" ) AND ( TITLE-ABS-KEY ( "anti
diabetic" ) OR TITLE-ABS-KEY ( "Antioxidant
Activity" ) OR TITLE-ABS-KEY ( prebiotic ) OR
TITLE-ABS-KEY ( "anti aging" ) OR TITLE-
ABS-KEY ( “anti cholesterol” ) OR TITLE-ABS-
KEY ( “anti cancer” ) OR TITLE-ABS-KEY (
"Oxidative Stress" ) OR TITLE-ABS-KEY (
"antihypertensive" ) OR TITLE-ABS-KEY (
"cardiovascular drug" ) OR TITLE-ABS-KEY (
"Antibacterial Activity" ) OR TITLE-ABS-KEY (
"anti diarhea" ) OR TITLE-ABS-KEY (
"immunology" ) OR TITLE-ABS-KEY ( probiotic )
OR TITLE-ABS-KEY ( "anti obesity" ) OR
TITLE-ABS-KEY (“non communicable disease” )
OR TITLE-ABS-KEY (“anti allergic” )) AND
AFFILCOUNTRY ( indonesia ) ).
All of the bibliographical information, citation
information, abstract and keywords, funding details
and other information of the retrieved publications
were exported with CSV format, for further data
processing.
2.2 Data analysis
All bibliometric information exported into CSV
format from the Scopus database. Data visualization
and analysis were conducted using the VOSviewer
technique to create co-word networks based on title
(van Eck and Waltman, 2010).
Co-Word Network Analysis was carried out to
examine the co-word network in functional foods
research. Co-Word Analysis also called co-
Comparative Study in Functional Food Technology: A Bibliometric Analysis
77
occurrance map in Library and Information Science.
It is one of the quantitative methods for analyzing
scientific publications. In general, this method is
used to understand current conditions of the research
theme in certain fields, and sometimes it used to
examine the evolution of the theme that has
occurred. Co-Word Analysis is performed by
looking at the occurence of a term in a set of
documents, then linking the terms that appear on the
same document. The form of document can be a
book, journal, abstract, or title. Data mapping and
term of technologies in functional food extracted
from VOSviewer.
3 RESULTS
3.1 Number of publications
Research on functional foods in Indonesia yielded a
total of 568 publications. The first article on
functional foods published in 1990, and the annual
publication numbers were increased in the following
nearly 10 years till 2019. A dramatic growth
observed in the last 5 years from 2015 to 2019. The
highest number of annual publications was seen in
2018, totaling 171 publications. In terms of
document type, the majority were research articles
(n=368, 64.79%), followed by conference paper
(n=157, 27.64%) and review articles (n=27, 4.75%).
The number of Indonesian publications in
functional food is still far behind when compared to
4 other countries, namely Brazil, China, India, and
Germany (see Figure 1). Even with India and Brazil
which have many similarities, both from the
potential of raw materials from nature and the
progress of their research, with Indonesia.
Figure 1: Indonesia's annual publication of functional food
compared to other countries for last 10 years.
In 2011, number of Indonesian publication in
functional food increase sharply, Brazil in 2004,
China in 2005, India in 2006, and Germany in 2007.
Also in 2011, Regulation of the head of The
National Agency of Drug & Food Control (BPOM)
regarding health claims in labels and processed food
advertising supervision is enacted. In this regulation,
claim must have scientific proof. This significant
augmentation of publication number on functional
foods has relation with needs of scientific proof for
health claim.
This condition also similar in Brazil, China,
India, and Germany. Brazil sharply increase in 2004,
where in the same year regulation about the
scientific proof of health claims was enacted. In
2004, ANVISA published Guidelines for the use, in
labels of food, of claims for nutrients with functions
widely recognized by the scientific community.
China in 2005 enacted The Administration
Regulation for Health Food, India in 2005 enacted
The Food Safety and Standards Act, and in 2007
Germany/EU enacted The Administration
Regulation for Health Food.
3.2 Co-Word Analysis
Figure 2(a) and 2(b) shows visualization of co-
word analysis based on document title of Indonesian
publication in functional foods. We can see that
prior to 2011, functional food research was still
partial and not yet focused on providing scientific
evidence of health claims. Starting in 2011,
functional food research has focused on providing
scientific evidence on health claims. This can be
seen from the terms that appear like "effect",
"characterization", "identification", and "bioactive
compound".
Figure 2(a): Network visualization of Indonesian
publication in 1990 2010.
16th AFC 2019 - ASEAN Food Conference
78
Figure 2(b): Network visualization of Indonesian
publication in 2011 2019.
Figure 3(a) and 3(b) shows visualization of co-
word analysis based on document title of Brazilian
publication in functional foods. We can see that
prior to 2004, functional food research was still
partial and not yet focused on providing scientific
evidence of health claims. Starting in 2004,
functional food research has focused on providing
scientific evidence on health claims. This can be
seen from the terms that appear like "effect", "rat",
"risk factor", and "bioactive compound".
Figure 3(a): Network visualization of Brazilian publication
in 1980 2003.
Figure 3(b): Network visualization of Brazilian
publication in 2004 2019.
Figure 3(a) and 3(b) shows visualization of co-
word analysis based on document title of Indian
publication in functional foods. We can see that even
prior to 2006, functional food research of India focus
on provides scientific evidience about effect
bioactive compound on health claims. This can be
seen from the terms that appear like "effect",
"mouse", "study", and "bioactive compound". But
starting in 2006, co-word network of functional food
publication is bigger and raw materials which are
examined for the effects of bioactive compounds are
increasing. Also the research more focus for
providing the scientific evidence for health claim.
There are specific term such as ‘immune response,
nutrition, diet”, “high fat diet, and food
industry”.
Figure 4(a): Network visualization of Indian publication in
1977 2005.
Figure 4(b): Network visualization of Indian publication in
2006 2019.
Research overview of India not much different from
the overview of Chinese and Germany research.
Comparative Study in Functional Food Technology: A Bibliometric Analysis
79
Figure 5(a): Network visualization of Chinese publication
in 1980 2004.
(b)
Figure 5(b): Network visualization of Chinese publication
in 2005 2019.
Figure 6(a): Network visualization of Germany
publication in 1974 2006.
Figure 6(b): Network visualization of Germany
publication in 2007 2019.
There is the fact that thousands of FDA regulations
impact the willingness of manufacturers to branch
outside their “safety-net” and develop new ideas,
technologies and products. The FDA outline and
propose the regulations through influence the
ingredients, technological processes, packaging, and
labeling involved in the development (Alicea A.
Glueck-Chaloupka, Capella and Coggins, 2005).
4 DISCUSSION
Indonesian technology capacity on functional food
development similar compare to Brazil, India,
China, and Germany. Technology capacity before
health claim regulation is enacted between
Indonesia, Brazil, India, China, and Germany there
is no too much significant difference (see Table 1).
As well as after health claim regulation is
enacted. Indonesian researchers possess functional
food technology that is not much different from
researchers from Brazil, India, China, and Germany
(see Table 2). But why Indonesia's functional food
industry lags behind Brazil, India, China, and
Germany?
Table 1: Functional food technologies before health claim
regulation is enacted.
Indonesia
(1990-2010)
Brazil
(1979-
2003)
India
(1971-2005)
Germany
(1968-2006)
China
(1980-
2005)
extraction
extraction
fermentation
extraction
low feed
efficient
broiler
feed
biotechnology
characterization
enrichment
vacuum
impregnation
method
vapor contact
method
probiotic feed
additive
roasting
characterization
16th AFC 2019 - ASEAN Food Conference
80
Brazil
(1979-
2003)
India
(1971-2005)
Germany
(1968-2006)
China
(1980-
2005)
identification
Table 2: Functional food technologies after enact health
claim regulation.
Indonesia
(2011-2019)
Brazil
(2004-2019)
India
(2006-2019)
Germany
(2007-2019)
China
(2006-2019)
soxhlet
extraction
extraction,
ultrasound
assisted
extraction
extraction
solvent,
ultrasound
assisted
extraction
solvent
extract,
extraction
extraction
solvent,
ultrasound
assisted
extraction
fortification,
enriched
fortification,
enriched
fortification
enrichment
crossbreed
cultivation
feed additive
feed additive
roasting
roasting
freezing
gamma
irradiation
gamma
irradiation,
irradiation
irradiation
encapsulation,
microencapsula
tion,
microparticles
and
nanoparticles
encapsulation,
microencapsul
ation
encapsulation,
microencapsula
tion
microencapsu
lation
encapsulation,
microencapsu
lation
high pressure
high pressure
high pressure
high pressure
high
pressure
extrusion
extrusion
extrusion
hydrolysis
enzymatic
enzymatic
treatment,
enzymatic
hydrolysis
enzymatic
hydrolysis
enzymatic
treatment
fermentation
fermentation
fermentation
food
fermentation
fermentation
metabolic
engineering
edible films
and coatings
film and
coating
edible
coating
edible
coating
vacuum
impregnation
The trajectories of technological possibilities are
entirely foreseeable with an increased gain of
knowledge, insight and engineering capacities.
However, legal, economic, and societal aspects, as
well as public opinion, play a significant role in
determining whether new technologies and methods
may be applied or not.
5 CONCLUSIONS
Indonesian technology development before health
claim regulation is enacted similarly compared to
Brazil, China, India, and German. As well as after
health claim regulation is enacted. However, why
Indonesia's functional food industry lags behind
Brazil, India, China, and Germany? The trajectories
of technological possibilities are entirely foreseeable
with an increased gain of knowledge, insight and
engineering capacities. However, legal, economic,
and societal aspects, as well as public opinion, play a
significant role in determining whether new
technologies and methods may be applied or not..
ACKNOWLEDGEMENTS
The authors acknowledge the Ministry of Research,
Technology and Higher Education for funding this
research via Insinas Research Grant 2019, and
P2KMI LIPI for the support during the research.
REFERENCES
Alicea A. Glueck-Chaloupka, Capella, L. M. and
Coggins, P. C. (2005) ‘Food Product
Development , Food Regulations and Policies
Compatible or Not ? Food Product Development
, Food Regulations and Policies Compatible or
Not ?’, Journal of Nonprofit & Public Sector
Marketing, 13(12), pp. 199212. doi:
10.1300/J054v13n01.
Aryee, A. N. A. and Boye, J. I. (2015) ‘Current and
Emerging Trends in the Formulation and
Manufacture of Nutraceuticals and Functional
Food Products’, in Nutraceutical and Functional
Food Processing Technology. John Wiley &
Sons, Ltd, pp. 163. doi:
10.1002/9781118504956.ch1.
Betoret, E. et al. (2011) ‘Functional foods
development : Trends and technologies’, Trends
in Food Science & Technology. Elsevier Ltd,
22(9), pp. 498508. doi:
10.1016/j.tifs.2011.05.004.
Chen, N. et al. (2015) ‘Technology Resource,
Distribution, and Development Characteristics of
Global Influenza Virus Vaccine: A Patent
Bibliometric Analysis’, PLOS ONE. Public
Library of Science, 10(9), pp. 119. doi:
10.1371/journal.pone.0136953.
Comparative Study in Functional Food Technology: A Bibliometric Analysis
81
Chen, X. et al. (2016) Mapping the research trends
by co-word analysis based on keywords from
funded project’, Procedia - Procedia Computer
Science. The Author(s), 91(Itqm), pp. 547555.
doi: 10.1016/j.procs.2016.07.140.
Cho, Y. and Kim, M. (2014) ‘Entropy and Gravity
Concepts as New Methodological Indexes to
Investigate Technological Convergence: Patent
Network-Based Approach’, PLOS ONE. Public
Library of Science, 9(6), pp. 117. doi:
10.1371/journal.pone.0098009.
Ciarli, T., Coad, A. and Rafols, I. (2015)
‘Quantitative analysis of technology futures: A
review of techniques, uses and characteristics’,
Science and Public Policy, 43(5), pp. 630645.
doi: 10.1093/scipol/scv059.
van Eck, N. J. and Waltman, L. (2010) ‘Software
survey: VOSviewer, a computer program for
bibliometric mapping’, Scientometrics, 84(2), pp.
523538. doi: 10.1007/s11192-009-0146-3.
Falagas, M. E. et al. (2008) ‘Comparison of
PubMed, Scopus, Web of Science, and Google
Scholar: strengths and weaknesses’, The FASEB
Journal, 22(2), pp. 338342. doi: 10.1096/fj.07-
9492LSF.
Khan, A. et al. (2016) ‘Longitudinal trends in global
obesity research and collaboration: a review
using bibliometric metadata’, Obesity Reviews,
17(4), pp. 377385. doi: 10.1111/obr.12372.
Kulkarni, A. V et al. (2009) ‘Comparisons of
Citations in Web of Science, Scopus, and Google
Scholar for Articles Published in General
Medical Journals’, JAMA, 302(10), pp. 1092
1096. doi: 10.1001/jama.2009.1307.
Lee, W. J., Lee, W. K. and Sohn, S. Y. (2016)
‘Patent Network Analysis and Quadratic
Assignment Procedures to Identify the
Convergence of Robot Technologies’, PLOS
ONE. Public Library of Science, 11(10), pp. 1
16. doi: 10.1371/journal.pone.0165091.
Marvin, H. J. P. et al. (2017) ‘Big data in food
safety: An overview’, Critical Reviews in Food
Science and Nutrition. Taylor & Francis, 57(11),
pp. 22862295. doi:
10.1080/10408398.2016.1257481.
Musgrove, P. et al. (2003) ‘A method for identifying
clusters in sets of interlinking Web spaces’,
Scientometrics, 58(3), pp. 657672. doi:
10.1023/B:SCIE.0000006886.37828.4a.
Park, H. and Magee, C. L. (2017) ‘Tracing
Technological Development Trajectories: A
Genetic Knowledge Persistence-Based Main
Path Approach’, PLOS ONE. Public Library of
Science, 12(1), pp. 118. doi:
10.1371/journal.pone.0170895.
Roepke, S. and Moehrle, M. G. (2014) ‘Sequencing
the evolution of technologies in a system-
oriented way: The concept of technology-DNA’,
Journal of Engineering and Technology
Management, 32, pp. 110128. doi:
https://doi.org/10.1016/j.jengtecman.2013.08.005
.
Soranzo, B., Nosella, A. and Filippini, R. (2016)
‘Managing firm patents: A bibliometric
investigation into the state of the art’, Journal of
Engineering and Technology Management, 42,
pp. 1530. doi:
https://doi.org/10.1016/j.jengtecman.2016.08.002
.
Vergari, F., Tibuzzi, A. and Basile, G. (2010) An
Overview of the Functional Food Market : to
Future Demand from Life in Space’, in Giardi,
M. T., Rea, G., and Berra, B. (eds) Bio-farms for
Nutraceuticals: Functional Food and Safety
Control by Biosensors. Landes Bioscience /
Springer Science+Business Media, LLC, pp.
308322.
Vioque, J. et al. (2010) ‘A bibliometric study of
scientific literature on obesity research in
PubMed (1988–2007)’, Obesity Reviews, 11(8),
pp. 603611. doi: 10.1111/j.1467-
789X.2009.00647.x.
Zhou, Y. et al. (2015) ‘Comparing the knowledge
bases of wind turbine firms in Asia and Europe:
Patent trajectories, networks, and globalisation’,
Science and Public Policy, 43(4), pp. 476491.
doi: 10.1093/scipol/scv055.
Zong, Q.-J. et al. (2013) ‘Doctoral Dissertations of
Library and Information Science in China: A Co-
word Analysis’, Scientometrics. Secaucus, NJ,
USA: Springer-Verlag New York, Inc., 94(2),
pp. 781799. doi: 10.1007/s11192-012-0799-1.
16th AFC 2019 - ASEAN Food Conference
82