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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">742095</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2021.742095</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Omics Technologies to Enhance Plant Based Functional Foods: An Overview</article-title>
<alt-title alt-title-type="left-running-head">Nayak et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Enhancing Functional Foods in Plants</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Nayak</surname>
<given-names>Spurthi N.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/677848/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Aravind</surname>
<given-names>B.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/878731/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Malavalli</surname>
<given-names>Sachin S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/914622/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sukanth</surname>
<given-names>B. S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1435759/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Poornima</surname>
<given-names>R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1522913/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bharati</surname>
<given-names>Pushpa</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/936326/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hefferon</surname>
<given-names>Kathleen</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/109441/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kole</surname>
<given-names>Chittaranjan</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Puppala</surname>
<given-names>Naveen</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/635353/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Department of Biotechnology, University of Agricultural Sciences, <addr-line>Dharwad</addr-line>, <country>India</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Department of Food Science and Nutrition, University of Agricultural Sciences, <addr-line>Dharwad</addr-line>, <country>India</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Department of Microbiology, Cornell University, <addr-line>Ithaca</addr-line>, <addr-line>NY</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>President, International Phytomedomics and Nutriomics Consortium (ipnc.info), <addr-line>Daejeon</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>New Mexico State University-Agricultural Science Center at Clovis, <addr-line>New Mexico</addr-line>, <addr-line>NM</addr-line>, <country>United&#x20;States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/162223/overview">Reyazul Rouf Mir</ext-link>, Sher-e-Kashmir University of Agricultural Sciences and Technology, India</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/164737/overview">Mehanathan Muthamilarasan</ext-link>, University of Hyderabad, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1037493/overview">Seetha Anitha</ext-link>, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/349199/overview">Salej Sood</ext-link>, Indian Council of Agricultural Research (ICAR), India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Naveen Puppala, <email>npuppala@nmsu.edu</email>; Chittaranjan Kole, <email>ckoleorg@gmail.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Plant Genomics, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>742095</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Nayak, Aravind, Malavalli, Sukanth, Poornima, Bharati, Hefferon, Kole and Puppala.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Nayak, Aravind, Malavalli, Sukanth, Poornima, Bharati, Hefferon, Kole and Puppala</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Functional foods are natural products of plants that have health benefits beyond necessary nutrition. Functional foods are abundant in fruits, vegetables, spices, beverages and some are found in cereals, millets, pulses and oilseeds. Efforts to identify functional foods in our diet and their beneficial aspects are limited to few crops. Advances in sequencing and availability of different omics technologies have given opportunity to utilize these tools to enhance the functional components of the foods, thus ensuring the nutritional security. Integrated omics approaches including genomics, transcriptomics, proteomics, metabolomics coupled with artificial intelligence and machine learning approaches can be used to improve the crops. This review provides insights into omics studies that are carried out to find the active components and crop improvement by enhancing the functional compounds in different plants including cereals, millets, pulses, oilseeds, fruits, vegetables, spices, beverages and medicinal plants. There is a need to characterize functional foods that are being used in traditional medicines, as well as utilization of this knowledge to improve the staple foods in order to tackle malnutrition and hunger more effectively.</p>
</abstract>
<kwd-group>
<kwd>nutrition</kwd>
<kwd>genomics</kwd>
<kwd>transgene</kwd>
<kwd>functional foods</kwd>
<kwd>nutraceuticals</kwd>
</kwd-group>
<contract-sponsor id="cn001">Agricultural Experiment Station, New Mexico State University<named-content content-type="fundref-id">10.13039/100011499</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>To address global food and nutritional security, there is a need to increase the agricultural production and nutritive value of food. Assured access to nutritionally adequate and safe food is essential for attaining the nutritional security. With urbanization and changing food habits, &#x201c;smart foods with higher nutrition per bite&#x201d; is the need. The awareness of utilization of these foods for prevention and treatment of certain diseases prompted the researchers to discover active compounds that render health benefits. Foods that have an additional physiological benefits besides providing basic nutritional needs were first referred to as &#x201c;functional foods&#x201d; in Japan in the mid-1980s. Broadly, functional foods can be categorized according to the active components that have health benefits. Based on their origin, they can be classified as naturally derived products (plant or animal sources) or synthetic products (synbiotics, nutraceuticals) (<xref ref-type="bibr" rid="B149">Mohanty and Singhal, 2018</xref>). The functional products from plant origin include phytochemicals such as polyphenolic compounds, alkaloids, flavonoids, carotenoids, saponins, allyl sulfides, catechins, nutraceuticals, etc. (<xref ref-type="table" rid="T1">Table&#x20;1</xref>; <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). There are clear evidences from epidemiological studies and clinical trials that a plant-based diet can reduce the risk of chronic diseases and disorders such as cancer (<xref ref-type="bibr" rid="B225">Velmurugan et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B4">Aghajanpour et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B187">Sayeed et&#x20;al., 2017</xref>), diabetes (<xref ref-type="bibr" rid="B81">Hannan et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B19">Ballali and Lanciai, 2012</xref>; <xref ref-type="bibr" rid="B7">Alkhatib et&#x20;al., 2017</xref>), obesity (<xref ref-type="bibr" rid="B85">Hill and Peters, 2002</xref>; <xref ref-type="bibr" rid="B181">Riccardi et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B17">Baboota et&#x20;al., 2013</xref>), cardiovascular ailments (<xref ref-type="bibr" rid="B6">Alissa and Ferns, 2012</xref>; <xref ref-type="bibr" rid="B79">Hamid and Abd Hamid, 2019</xref>) and other effects on human health (<xref ref-type="bibr" rid="B132">Lobo et&#x20;al., 2010</xref>). Most of the functional foods with scientific supporting evidence are the native/familiar foods that were used in traditional medicine for generations (<xref ref-type="bibr" rid="B83">Hasler, 1998</xref>; <xref ref-type="bibr" rid="B61">Fokunang et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B2">Abbott, 2014</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Functional compounds and their health benefits.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Sl. No</th>
<th align="center">Compound</th>
<th align="center">Health benefits</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1</td>
<td align="left">Tocopherols, &#x3b2;-carotene</td>
<td align="left">Antioxidants, reduce the risk of heart diseases and few types of cancers and protect from age-related muscular degeneration</td>
<td align="left">
<xref ref-type="bibr" rid="B202">Sies and Stahl, 1995</xref>; <xref ref-type="bibr" rid="B77">Gul et&#x20;al., 2015</xref>, <xref ref-type="bibr" rid="B91">Jacobo- Valenzuela et&#x20;al., 2011</xref>
</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">&#x3b1;-linolenic acid</td>
<td align="left">Cardioprotective in nature, modulation of an inflammatory response, and improves central nervous system functions</td>
<td align="left">
<xref ref-type="bibr" rid="B206">Stark et&#x20;al. (2008)</xref>
</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">Astaxanthin</td>
<td align="left">Antioxidant and anti-inflammatory improves blood circulation and brain functions, promote an integrated immune response</td>
<td align="left">
<xref ref-type="bibr" rid="B107">Kidd, (2011)</xref>
</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">Anthocyanins</td>
<td align="left">Acts as dietary antioxidants helps to prevent neural diseases, cardiovascular problems, diabetes, inflammation and many other diseases</td>
<td align="left">
<xref ref-type="bibr" rid="B244">Yousuf et&#x20;al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">5</td>
<td align="left">Tannins</td>
<td align="left">Antioxidant, anti-inflammatory, anticancerous, antiallergic, antihelminthic and antimicrobial activities</td>
<td align="left">
<xref ref-type="bibr" rid="B194">Sharma et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">&#x3b2;-glucan</td>
<td align="left">Beneficial role in insulin resistance, dyslipidemia, hypertension, and obesity</td>
<td align="left">
<xref ref-type="bibr" rid="B55">El Khoury et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">7</td>
<td align="left">Lycopene</td>
<td align="left">Antioxidant, anticancer, protect against cardiovascular diseases, modulation of inflammatory responses, cholesterol reduction</td>
<td align="left">
<xref ref-type="bibr" rid="B212">Thies et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">8</td>
<td align="left">Flavonoids</td>
<td align="left">Antioxidant, prevention of coronary heart diseases, hepatoprotective and anti-cancer activity</td>
<td align="left">
<xref ref-type="bibr" rid="B242">Yao et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B239">Yadav et&#x20;al., 2020</xref>, <xref ref-type="bibr" rid="B22">Basu et&#x20;al., 2018</xref>
</td>
</tr>
<tr>
<td align="left">9</td>
<td align="left">Vitamin C</td>
<td align="left">Prevent scurvy, coronary heart diseases stroke and cancer</td>
<td align="left">
<xref ref-type="bibr" rid="B257">Granger and Eck (2018)</xref>
</td>
</tr>
<tr>
<td align="left">10</td>
<td align="left">Alkaloids</td>
<td align="left">Analgesic, antipyretic, antioxidants, anti-inflammatory, improves brain functioning, antidiabetic and helps to treat gastroenteritis and chronic diseases</td>
<td align="left">
<xref ref-type="bibr" rid="B46">Derosa et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B207">Street et&#x20;al., 2017</xref>, <xref ref-type="bibr" rid="B3">Adams et&#x20;al., 2014</xref>
</td>
</tr>
<tr>
<td align="left">11</td>
<td align="left">Saponins</td>
<td align="left">Lowers blood lipids, lower blood glucose response and cholesterol levels, reduce cancer risks</td>
<td align="left">
<xref ref-type="bibr" rid="B199">Shi et&#x20;al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">12</td>
<td align="left">Eugenol</td>
<td align="left">Antioxidants, anti-inflammation, helps to control hyperglycemia, elevated cholesterol levels, neural disorders and cancer. Also, possess antimicrobial agent</td>
<td align="left">
<xref ref-type="bibr" rid="B104">Khalil et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">13</td>
<td align="left">Polyphenols</td>
<td align="left">Neuroprotectve, anti-aging, Antioxidant, anti-inflammatory</td>
<td align="left">
<xref ref-type="bibr" rid="B122">Lau et&#x20;al. (2005)</xref>
</td>
</tr>
<tr>
<td align="left">14</td>
<td align="left">Isothiocyanates</td>
<td align="left">Lowers the risk of liver, breast, lung cancers</td>
<td align="left">
<xref ref-type="bibr" rid="B4">Aghajanpour et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B149">Mohanty and Singhal, 2018</xref>; <xref ref-type="bibr" rid="B100">Kartikey et&#x20;al., 2019</xref>
</td>
</tr>
<tr>
<td align="left">15</td>
<td align="left">Phytosterols</td>
<td align="left">Anticancer, antibacterial, antiviral, and cholesterol-lowering activity</td>
<td align="left">
<xref ref-type="bibr" rid="B40">Chongtham et&#x20;al. (2011)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>An infographics showing the functional components of the food and their potential health benefits to human beings.</p>
</caption>
<graphic xlink:href="fgene-12-742095-g001.tif"/>
</fig>
<p>The scientific advances and next generation sequencing technologies available in recent years have impacted significantly on crop breeding and food science (<xref ref-type="bibr" rid="B222">Varshney et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B101">Kato et&#x20;al., 2011</xref>). There is a lot of scope to utilize these technologies to understand the functional compounds that have health benefits and to improve the crops with respect to its nutritional status along with productivity related traits. Utilization of different omics technologies in research related to food and nutrition with the objective of improving the human health and well-being is referred as foodomics (<xref ref-type="bibr" rid="B31">Capozzi and Bordoni, 2013</xref>). An integrated use of omics technologies approaches to increase the nutrient potential of any crop, further applications in food processing and formulations can influence the nutritional security to greater extent (<xref ref-type="bibr" rid="B18">Bagchi et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B213">Tian et&#x20;al., 2016</xref>).</p>
<p>The omics discipline comprises of four major broad areas like genomics, transcriptomics, proteomics and metabolomics. Integrated use of the omics technologies provides a holistic approach to study the systems biology (<xref ref-type="bibr" rid="B168">Pazhamala et&#x20;al., 2021</xref>). Genomics includes the sequencing of whole genomes, assembly and annotation of the sequences, study of the genes, identification and development of molecular markers and quantitative trait loci (QTLs) for target traits, genomics assisted breeding, genomic selection, etc. (<xref ref-type="bibr" rid="B221">Varshney et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B113">Kole et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B143">McGuire et&#x20;al., 2020</xref>). Transcriptomics deals with the dynamic expression of gene products in specific tissue at particular stage. The study of differential expression is quantified by using different molecular biology tools such as RNA sequencing, microarrays, Serial analysis of Gene Expression (SAGE), qRT-PCR, etc. While microarray, SAGE and qRT-PCR technologies determine the abundance of defined transcripts, the RNA-sequencing utilizes the advantage of high-throughput sequencing to identify the novel transcripts (<xref ref-type="bibr" rid="B133">Lowe et&#x20;al., 2017</xref>). Proteomics can be effectively used to study protein structure, function, and interaction with other proteins or ligands such as bioactive compounds. Advanced techniques like Matrix-assisted laser desorption/ionization Time of flight (MALDI-TOF) and Liquid chromatography coupled to mass spectrometry (LC-MS) are able to detect expression of specific proteins. Metabolomics identifies and quantifies specific metabolites present in a sample. Metabolomics can be beneficial for quantification of biologically active compounds, food fingerprinting, and food profiling. Techniques like Gas chromatography coupled to mass spectrometry (GC-MS), Liquid chromatography coupled to mass spectrometry (LC-MS), Inductive couple plasma (ICP), nuclear magnetic resonance (NMR), Near infrared spectrometry (NIR) have been used for characterization of metabolites (<xref ref-type="bibr" rid="B171">Prakash et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B115">Kumar et&#x20;al., 2019</xref>). Besides these omics approaches, genome editing tools like RNAi, CRISPR/Cas9, TALENs, ZFNs can be utilized to improve the crop plants. Use of computational and bioinformatics tools is indispensable while using all the above mentioned technologies. Advances in data science with applications of artificial intelligence and machine learning has enabled deep learning of the data for better understanding of the biological processes and crop prediction modelling in genomic selections (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). In this review, we discuss about the utilization of omics technologies in determining and enhancing the active food compounds in major crop plants including cereals, millets, pulses, oil seeds, fruits, vegetables, spices and medicinal plants.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Integrated omics approaches for enhancing functional foods. In this figure, the crop categories specified are orderly arranged in descending manner with respect to the utilization of omics technologies to improve functional foods. Abbreviations: GWAS, Genome-Wide Association Studies; MAS, Molecular Assisted Selection; GS, Genomic Selection; qRT-PCR, Quantitative Real Time polymerase Chain Reaction; 2D GE, 2-Dimensional Gel electrophoresis; XRC, X-Ray Crystallography; MALDI-TOF, Matrix-Assisted Laser Desorption/Ionization-Time Of Flight; LC-MS/MS, Liquid Chromatography&#x2014;Mass Spectrophotometry; GC-MS, Gas Chromatography&#x2014;Mass Spectrophotometry, HPLC: High Performance Liquid Chromatography; UPLC, Ultra Performance Liquid Chromatography; NMR, Nuclear Magnetic Resonance; CE, Capillary Electrophoresis and SFC, Supercritical Fluid Chromatography; RNAi, RNA interference; TALENs, Transcription Activator-Like Effector Nucleases; ZFNs, Zinc Finger Nucleases.</p>
</caption>
<graphic xlink:href="fgene-12-742095-g002.tif"/>
</fig>
<sec id="s1-1">
<title>Cereals</title>
<p>Cereals are the major part of our daily diet and source of carbohydrates but lack an adequate amount of nutrition in terms of vitamins, and essential amino acids (<xref ref-type="bibr" rid="B153">Munck, 1972</xref>). Hence there is a need to improve the quality and nutritional parameters of cereals. Recent advances in genomics and genetic engineering are useful in targeted improvements especially by improving the quality and nutritional value in crop plants (<xref ref-type="bibr" rid="B189">Sedeek et&#x20;al., 2019</xref>). Several omics technologies have been used to improve rice, wheat, barley especially for disease resistance and improving the yield of the crops (<xref ref-type="bibr" rid="B247">Zenda et&#x20;al., 2021</xref>). However, there are only a few reports related to deciphering the functional compounds in cereal crops using modern biotechnological tools (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). For instance, rice is improved with higher carotenoid content leading to increased Vitamin A (<xref ref-type="bibr" rid="B52">Dubock, 2019</xref>) and biofortified with micronutrients like Fe and Zn (<xref ref-type="bibr" rid="B233">Welch and Graham, 2004</xref>; <xref ref-type="bibr" rid="B217">Trijatmiko et&#x20;al., 2016</xref>). A genetic engineering approach was successfully used to develop &#x201c;Golden Rice&#x201d; with significant levels of &#x3b2;-carotene that will help to combat vitamin A deficiency. <xref ref-type="bibr" rid="B243">Ye et&#x20;al. (2000)</xref> and <xref ref-type="bibr" rid="B192">Shao et&#x20;al. (2011)</xref> reported the marker loci/QTLs underlying the naturally occurring variations of grain color and nutritional quality traits in 416 rice germplasm accessions, including 361 white rice, 50 red rice, and six black rice across 41 marker loci. These markers could be further used for marker-assisted breeding to improve rice for nutritional qualities. The efforts were also made to dissect the nutrient traits especially Fe, Zn and anthocyanin content using genome-wide association studies on diversity panel consisting of 156 accessions of colored rice (<xref ref-type="bibr" rid="B48">Descalsota-Empleo et&#x20;al., 2019</xref>). QTLs for functional components like phenolic content, flavonoid content and antioxidant capacity were identified using 127 double haploid lines developed through anther culture (<xref ref-type="bibr" rid="B93">Jin et&#x20;al., 2009</xref>). Genome editing tools like CRISPR-Cas9 have also been utilized to enhance the amylose content (<xref ref-type="bibr" rid="B210">Sun Y. et&#x20;al., 2017b</xref>). There are also efforts to develop fragrant rice by knocking out of betaine aldehyde dehydrogenase (<italic>BADH2</italic>) gene using TALEN technology (<xref ref-type="bibr" rid="B191">Shan et&#x20;al., 2015</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Study of functional foods in cereals and millets using biotechnological approaches.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">S. No</th>
<th align="center">Crop</th>
<th align="center">Functional food</th>
<th align="center">Gene(s)/QTL(s)</th>
<th align="center">Methodology</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="10" align="left">1</td>
<td rowspan="10" align="left">Rice</td>
<td rowspan="2" align="left">&#x3b2;-carotene</td>
<td align="left">Daffodil &#x26;<italic>crtI</italic> gene</td>
<td rowspan="2" align="left">Transgenic and expression studies</td>
<td align="left">
<xref ref-type="bibr" rid="B25">Beyer et&#x20;al. (2002)</xref>
</td>
</tr>
<tr>
<td align="left">G<italic>t</italic>HMG1, G<italic>Zm</italic>Psy1 and G<italic>Pa</italic>CrtI1 genes</td>
<td align="left">
<xref ref-type="bibr" rid="B214">Tian et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td rowspan="3" align="left">Fe and Zn</td>
<td align="left">Ferritin</td>
<td align="left">Transgenic and interval mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B134">Lucca et&#x20;al., 2002</xref>; <xref ref-type="bibr" rid="B223">Vasconcelos et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B249">Zhang et&#x20;al., 2014</xref>
</td>
</tr>
<tr>
<td align="left">genes (<italic>Os</italic>MTP6, <italic>Os</italic>NAS3, <italic>Os</italic>MT2D, <italic>Os</italic>VIT1, and <italic>Os</italic>NRAMP7) and 7 QTLs for each Fe and Zn</td>
<td align="left">GWAS</td>
<td align="left">
<xref ref-type="bibr" rid="B47">Descalsota et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">48 MQTLs and 8 genes related to grain Fe and Zn concentration</td>
<td align="left">MQTL analysis</td>
<td align="left">
<xref ref-type="bibr" rid="B178">Raza et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">&#x3b1;-linolenic acid rich</td>
<td align="left">chimeric gene consisting of a maize <italic>Ubi1-P-int</italic> and a soybean <italic>GmFAD3</italic> cDNA</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B11">Anai et&#x20;al. (2003)</xref>
</td>
</tr>
<tr>
<td align="left">Astaxanthin</td>
<td align="left">
<italic>s</italic>ZmPSY1, <italic>s</italic>PaCrtI, <italic>s</italic>CrBKT, and <italic>s</italic>HpBHY genes</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B256">Zhu et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">&#x3b1;-tocopherol</td>
<td align="left">
<italic>Os</italic>GGR2 gene</td>
<td align="left">RNA interference</td>
<td align="left">
<xref ref-type="bibr" rid="B111">Kimura et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">Phytic acid</td>
<td align="left">OsITP5/6K-1 gene</td>
<td align="left">RNA interference</td>
<td align="left">
<xref ref-type="bibr" rid="B99">Karmakar et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Resistant starch</td>
<td align="left">
<italic>sbe3-rs</italic> gene</td>
<td align="left">MAS</td>
<td align="left">
<xref ref-type="bibr" rid="B240">Yang et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td rowspan="3" align="left">2</td>
<td rowspan="3" align="left">Wheat</td>
<td align="left">Micronutrients and Vitamins</td>
<td align="left">
<italic>Gpc-B1</italic> gene and DArT markers</td>
<td align="left">MAS</td>
<td align="left">
<xref ref-type="bibr" rid="B51">Distelfield et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B219">Uauy et&#x20;al., 2006</xref>
</td>
</tr>
<tr>
<td align="left">Zn, Fe, Cu, Mn, Se rich</td>
<td align="left">QTLs for Zn, Fe, Cu, Mn, Se</td>
<td align="left">Interval mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B172">Pu et&#x20;al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left">Anthocyanins</td>
<td align="left">
<italic>Ba</italic> gene<break/>
<italic>Pp3 and Pp-D1</italic> genes</td>
<td align="left">MAS</td>
<td align="left">
<xref ref-type="bibr" rid="B73">Gordeeva et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B74">Gordeeva et&#x20;al., 2020</xref>
</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">Wheat and Barley</td>
<td align="left">PUFAs</td>
<td align="left">Artificial D6-desaturase gene</td>
<td align="left">Transgenics using the biolistic method</td>
<td align="left">
<xref ref-type="bibr" rid="B33">&#x10c;ert&#xed;k et&#x20;al. (2013)</xref>
</td>
</tr>
<tr>
<td rowspan="7" align="left">4</td>
<td rowspan="7" align="left">Sorghum</td>
<td align="left">Lysine</td>
<td align="left">
<italic>BHL-9</italic>
</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B252">Zhao et&#x20;al. (2003)</xref>
</td>
</tr>
<tr>
<td align="left">Protein</td>
<td align="left">
<italic>hl</italic> gene and P721 opaque gene</td>
<td align="left">Mutation breeding and MAS</td>
<td align="left">
<xref ref-type="bibr" rid="B16">Axtell et&#x20;al., 1979</xref>; <xref ref-type="bibr" rid="B233">Welch and Graham, 2004</xref>
</td>
</tr>
<tr>
<td align="left">Vitamin A</td>
<td align="left">Prolamin and lysine alpha-ketoglutarate reductase genes z</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B130">Lipkie et&#x20;al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left">Fe and Zn</td>
<td align="left">QTLs and candidate genes like <italic>CYP71B34, ZFP 8</italic>
</td>
<td align="left">QTL mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B114">Kotla et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">starch and amylose</td>
<td align="left">Grain quality/starch pathway genes <italic>Sh2, Bt2, SssI, Ae1, and Wx</italic>
</td>
<td align="left">GWAS</td>
<td align="left">
<xref ref-type="bibr" rid="B44">De Alencar Figueiredo et&#x20;al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left">Tannin antioxidant</td>
<td align="left">
<italic>tan-1, tan-1a</italic> and <italic>tan-1b</italic>
</td>
<td align="left">GWAS and expression analysis</td>
<td align="left">
<xref ref-type="bibr" rid="B237">Wu et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">&#x3b2;-carotene andZeaxanthin</td>
<td align="left">3 QTLs for &#x3b2; carotene and 4 QTLs forZeaxanthin</td>
<td align="left">GWAS</td>
<td align="left">
<xref ref-type="bibr" rid="B43">Cruet-Burgos et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td rowspan="5" align="left">5</td>
<td rowspan="5" align="left">Maize</td>
<td align="left">Vitamin C and E rich</td>
<td align="left">DHAR cDNA</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B37">Chen et&#x20;al. (2003)</xref>
</td>
</tr>
<tr>
<td rowspan="3" align="left">pro-vitamin A</td>
<td align="left">
<italic>crtB</italic> and <italic>crtI</italic>
</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B10">Aluru et&#x20;al. (2008)</xref>
</td>
</tr>
<tr>
<td align="left">lcyE</td>
<td align="left">MAS</td>
<td align="left">
<xref ref-type="bibr" rid="B241">Yang et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>lcy</italic>E, crtRB1, and o2</td>
<td align="left">MABB</td>
<td align="left">
<xref ref-type="bibr" rid="B184">Sagare et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">Fe and Zn</td>
<td align="left">SNPs associated with kernel Fe and Zn content</td>
<td align="left">GWAS and QTL mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B86">Hindu et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td rowspan="5" align="left">6</td>
<td rowspan="5" align="left">Barley</td>
<td align="left">Hordothionin rich</td>
<td align="left">Hordothionin</td>
<td align="left">Mutation breeding and MAS</td>
<td align="left">
<xref ref-type="bibr" rid="B177">Rao et&#x20;al. (1994)</xref>
</td>
</tr>
<tr>
<td align="left">&#x3b2;-glucan</td>
<td align="left">
<italic>Csl</italic> genes and QTLs</td>
<td align="left">GWAS and paired-end-RNA sequencing-based transcriptome</td>
<td align="left">
<xref ref-type="bibr" rid="B29">Cai et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B36">Chen et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B201">Shu and Rasmussen 2014</xref>
</td>
</tr>
<tr>
<td align="left">Malting protein</td>
<td align="left">13&#x2013;30 candidate genes like <italic>metallothionein, &#x3b1;-amylase, &#x3b1;-glucosidase, limit dextrinase, and &#x3b2;-ketoacyl&#xa0;synthase</italic>
</td>
<td align="left">cDNA array-based gene expression analysis and SAGE</td>
<td align="left">
<xref ref-type="bibr" rid="B234">White et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B120">Lapitan et&#x20;al., 2009</xref>
</td>
</tr>
<tr>
<td align="left">Palatable and easily digestible</td>
<td align="left">starch branching enzymes SBEIIa and SBEIIb</td>
<td align="left">RNAi technology</td>
<td align="left">
<xref ref-type="bibr" rid="B179">Regina et&#x20;al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2014;</td>
<td align="left">20 QTLs associated with TPC, FLC and AOA</td>
<td align="left">GWAS</td>
<td align="left">
<xref ref-type="bibr" rid="B80">Han et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">7</td>
<td align="left">Oats</td>
<td align="left">&#x3b2;-glucan</td>
<td align="left">QTL&#x2019;s for &#x3b2;-glucan</td>
<td align="left">GWAS, MAS, QTL mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B65">Gazal et&#x20;al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left">8</td>
<td align="left">Pearl millet</td>
<td align="left">Fe and Zn</td>
<td align="left">QTLs (11 for Fe and 8 QTLs for Zn)</td>
<td align="left">QTL mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B118">Kumar et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">9</td>
<td align="left">Finger millet</td>
<td align="left">Calcium</td>
<td align="left">Calmodulin and <italic>Cax1</italic> transporter genes</td>
<td align="left">Differential expression/accumulation</td>
<td align="left">
<xref ref-type="bibr" rid="B117">Kumar et&#x20;al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left">10</td>
<td align="left">Foxtail millet (<italic>Setaria italica</italic>)</td>
<td align="left">storage associated genes</td>
<td align="left">storage associated genes and noncoding RNAs</td>
<td align="left">Transcriptome analysis</td>
<td align="left">
<xref ref-type="bibr" rid="B173">Qi et&#x20;al. (2013)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Similar to rice, there are many reports to utilize the omics approaches in wheat to improve the nutrition and functional components. To list a few, an enriched wheat with high vitamin A content was developed by transforming the two bacterial carotenoid biosynthetic genes <italic>CrtB</italic> and <italic>CrtI</italic> into wheat cultivar Bobwhite (<xref ref-type="bibr" rid="B229">Wang et&#x20;al., 2014</xref>). In addition to this, candidate genes involved in carotenoid biosynthesis and catabolism have been elucidated using GWAS studies in wheat (<xref ref-type="bibr" rid="B42">Colasuonno et&#x20;al., 2017</xref>). Genomic regions for the color, carotenoids, and polyphenol oxidase activity of flour in wheat have been studied using linkage-based QTL analysis (<xref ref-type="bibr" rid="B251">Zhao et&#x20;al., 2013</xref>). <xref ref-type="bibr" rid="B89">Hussain et&#x20;al. (2017)</xref> reported QTLs for several nutrients, including Zn, Fe, Mn, Cu, Ca, Mg, etc. under saline conditions. In wheat, candidate genes for enhancing the grain Zn content have been identified by GWAS using high-density genotyping arrays on 369 wheat genotypes (<xref ref-type="bibr" rid="B8">Alomari et&#x20;al., 2018</xref>). Genetic improvement in grain quality and micronutrients has been instrumental in quality breeding for wheat (<xref ref-type="bibr" rid="B51">Distelfeld et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B20">Balyan et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B172">Pu et&#x20;al., 2014</xref>). Apart from this, there is also a need to utilize genomics approaches to decrease heavy metal (for example, Cadmium) uptake (<xref ref-type="bibr" rid="B112">Knox et&#x20;al., 2009</xref>) and improve digestibility with reduced flatulence (<xref ref-type="bibr" rid="B193">Sharma et&#x20;al., 2002</xref>). Genetically modified maize and wheat have showed increased accumulation of folate (Vitamin B9) levels (<xref ref-type="bibr" rid="B127">Liang et&#x20;al., 2019</xref>).</p>
<p>Many economically backward countries rely on crops such as sorghum and maize as their staple food. In maize, biofortification with micronutrients like Zn and Fe (<xref ref-type="bibr" rid="B253">Zhao, 2007</xref>), enhanced &#x3b2;-carotene (<xref ref-type="bibr" rid="B154">Muthusamy et&#x20;al., 2014</xref>), and amino acids like Lysine (<xref ref-type="bibr" rid="B144">Mertz et&#x20;al., 1964</xref>; <xref ref-type="bibr" rid="B197">Shetti et&#x20;al., 2020</xref>) have been carried out to ensure the nutritional security. To dissect the genomic regions for various metabolites in maize (<italic>Zea mays</italic>), a metabolome-based GWAS was carried out (<xref ref-type="bibr" rid="B255">Zhou et&#x20;al., 2019</xref>). An integrated omics-based mapping to unravel flavonoid biosynthesis was also attempted in maize (<xref ref-type="bibr" rid="B94">Jin et&#x20;al., 2017</xref>). There have been extensive efforts to breed for quality protein maize (QPM) with nearly as twice lysine and tryptophan content than the usual (<xref ref-type="bibr" rid="B67">Gibbon and Larkins, 2005</xref>). In addition to this, a transgenic approach has been used to increase protein by reducing zein content (<xref ref-type="bibr" rid="B88">Huang et&#x20;al., 2006</xref>), and increasing Provitamin A content (<xref ref-type="bibr" rid="B10">Aluru et&#x20;al., 2008</xref>). CRISPR-Cas9 and TALEN approaches have been used in maize to reduce phytic acid content, a food inhibitor that chelates micronutrients and prevents their bioavailability for mono gastric animals, including humans (<xref ref-type="bibr" rid="B128">Liang et&#x20;al., 2014</xref>).</p>
<p>The reports related to the use of omics approaches to enhance functional compounds in barley (<italic>Hordeum vulgare</italic>) and oats (<italic>Avena sativa</italic>) are limited as compared to major cereals. In barley, the &#x3b2;-glucan content greatly improves the malting properties and its presence has been found to increase palatability (<xref ref-type="bibr" rid="B36">Chen et&#x20;al., 2014</xref>). A gene expression study using SAGE analysis identified six proteins associated with the malting property (<xref ref-type="bibr" rid="B234">White et&#x20;al., 2006</xref>). Other functional compounds like total polyphenols, flavonoids, and antioxidant properties were studied in 67 cultivated and 156 Tibetan wild barley accessions using GWAS (<xref ref-type="bibr" rid="B80">Han et&#x20;al., 2018</xref>). In oats, a GWAS study was conducted in a global germplasm collection to identify molecular markers associated with &#x3b2;-glucan content (<xref ref-type="bibr" rid="B158">Newell et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B65">Gazal et&#x20;al., 2014</xref>).</p>
</sec>
<sec id="s1-2">
<title>Sorghum and Millets</title>
<p>Sorghum and millets are small-grained cereals and seed grasses that are traditional staple foods in African and Asian countries. In recent times, sorghum and millets are being utilized as an alternative to major cereals because of their higher nutritional, mineral, dietary fiber content along with climate-resilient nature. Besides, they are gluten-free and play a pivotal role in preventing and curing several lifestyle health issues like diabetes (<xref ref-type="bibr" rid="B12">Anitha et&#x20;al., 2021</xref>). The genetic and genomic resources have been developed in some of the small millets (<xref ref-type="bibr" rid="B226">Vetriventhan et&#x20;al., 2020</xref>) and efforts to utilize the genomic tools to improve the nutrient components are underway (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). The nutraceutical property is mainly based on the kernel color in these crops. In this regard, QTL analysis of endosperm color and carotenoid (provitamin A) content in sorghum grains utilized in breeding high provitamin sorghum crop (<xref ref-type="bibr" rid="B59">Fernandez et&#x20;al., 2008</xref>). Another effort using GWAS analysis with 404,628 SNP markers identified novel marker-trait association for polyphenols in a global diversity panel of 381 sorghum accessions (<xref ref-type="bibr" rid="B180">Rhodes et&#x20;al., 2014</xref>).</p>
<p>There are limited efforts to utilize genomics tools in all other millets for improving the nutritional properties. The biofortification of millets seemed to be a good option for improving the nutritionally rich millets (<xref ref-type="bibr" rid="B227">Vinoth and Ravindhran, 2017</xref>). The QTLs controlling the content of micronutrients like Zn and Fe were identified in pearl millet (<xref ref-type="bibr" rid="B118">Kumar et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B258">Govindraj et al., 2019</xref>). Finger millet (<italic>Eleusine coracana</italic>) has been studied at various stages of growth and development using transcriptomics and was found to have high absorption and accumulation of calcium during grain development (<xref ref-type="bibr" rid="B146">Mirza et&#x20;al., 2014</xref>). Glucosinolates in millets were found to reduce carcinogen-DNA interaction resulting in detoxification. Similarly, the isoflavones (phytoestrogens), genistein, and daidzein were found to reduce the incidence of many cancers, coronary heart diseases, and osteoporosis (<xref ref-type="bibr" rid="B21">Bandyopadhyay et&#x20;al., 2017</xref>)<bold>.</bold> The bioavailability of the micronutrients present in millets needs to be elucidated and utilized in crop improvement.</p>
</sec>
<sec id="s1-3">
<title>Pulses and Oilseeds</title>
<p>Pulses are a rich source of protein, with low fat, high fiber content and low glycemic index. Soluble fiber helps to decrease blood cholesterol levels and control blood sugar levels, and insoluble fiber helps with digestion. The biotechnological application for nutritional improvement mainly concentrates on enriching micronutrients and vitamins in pulses (<xref ref-type="table" rid="T3">Table&#x20;3</xref>). Pulses are known for the functional component saponins and several health benefits associated with them (<xref ref-type="bibr" rid="B203">Singh et&#x20;al., 2017</xref>). Although pulses have been studied for several biotic and abiotic stresses at the molecular level, there are very few reports related to the genetic dissection of antioxidant activity and nutrition-related traits. Biofortification of pulses with Fe and Zn in lentils, chickpeas and field pea (<italic>Pisum sativum</italic>) has been carried out to address global malnutrition and micronutrient deficiencies (<xref ref-type="bibr" rid="B211">Thavarajah and Gupta, 2014</xref>). In chickpea, the GWAS study conducted in 94 diverse chickpea genotypes showed eight SNPs associated with Fe and Zn content in the seeds (<xref ref-type="bibr" rid="B50">Diapari et&#x20;al., 2014</xref>). Similarly, a GWAS study in lentils identified two tightly linked SNP markers for Fe and Zn content (<xref ref-type="bibr" rid="B106">Khazaei et&#x20;al., 2017</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Study of functional foods in pulses and oilseeds using biotechnological approaches.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">S. No</th>
<th align="center">Crop</th>
<th align="center">Functional food</th>
<th align="center">Gene(s)/QTL(s)</th>
<th align="center">Methodology</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="4" align="left">1</td>
<td rowspan="4" align="left">Soybean</td>
<td align="left">Vitamin E</td>
<td align="left">21 QTLs</td>
<td align="left">QTL mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B124">Li et&#x20;al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left">&#x3b1;-tocopherol</td>
<td align="left">6 QTLs associated with &#x3b1;-tocopherol content</td>
<td align="left">QTL mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B165">Park et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2014;</td>
<td align="left">19 QTLs were identified</td>
<td align="left">GWAS</td>
<td align="left">
<xref ref-type="bibr" rid="B208">Sui et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Tocopherol and tocotrienol</td>
<td align="left">At-VTE3 co-expressed with At-VTE4</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B220">Van-Eenennaam et&#x20;al. (2003)</xref>
</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">Chickpea</td>
<td align="left">&#x3b2;-carotene, leutin rich</td>
<td align="left">1-4QTLs</td>
<td align="left">QTL mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B1">Abbo et&#x20;al. (2005)</xref>
</td>
</tr>
<tr>
<td rowspan="4" align="left">3</td>
<td rowspan="4" align="left">Groundnut</td>
<td align="left">&#x3b2;-carotene, lutein and cryptoxanthin</td>
<td align="left">Phytoene synthase 1 (<italic>psy1</italic>)</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B26">Bhatnagar et&#x20;al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left">Anthocyanidin</td>
<td align="left">a putative candidate gene and linked marker InDel02</td>
<td align="left">eQTLmapping</td>
<td align="left">
<xref ref-type="bibr" rid="B88">Huang et&#x20;al. (2006)</xref>
</td>
</tr>
<tr>
<td align="left">Oleic acid</td>
<td align="left">
<italic>ahFAD2</italic> gene</td>
<td align="left">MAS</td>
<td align="left">
<xref ref-type="bibr" rid="B24">Bera et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">Resveratrol</td>
<td align="left">9 QTLs identified</td>
<td align="left">ddRAD sequencing and High-Density genetic map</td>
<td align="left">
<xref ref-type="bibr" rid="B135">Luo et&#x20;al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">Safflower (<italic>Carthamus tinctorious</italic>)</td>
<td align="left">Gamma linolenic acid (GLA)</td>
<td align="left">
<italic>Delta-6- desaturase</italic> gene</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B49">Devi et&#x20;al. (2008)</xref>
</td>
</tr>
<tr>
<td rowspan="3" align="left">5</td>
<td rowspan="3" align="left">Mustard (<italic>Brassica</italic> spp.)</td>
<td align="left">&#x3b4;-tocopherol</td>
<td align="left">
<italic>gamma-TMT</italic> gene</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B246">Yusuf and Sarin, (2007)</xref>
</td>
</tr>
<tr>
<td align="left">Carotenoid</td>
<td align="left">
<italic>crtB</italic>
</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B198">Shewmaker et&#x20;al. (1999)</xref>
</td>
</tr>
<tr>
<td align="left">&#x3b2;-carotene, zeaxanthin, violaxanthin and lutein</td>
<td align="left">Epsilon cyclase gene</td>
<td align="left">RNAi technology</td>
<td align="left">
<xref ref-type="bibr" rid="B245">Yu et&#x20;al. (2008)</xref>
</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">Sunflower (<italic>Helianthus annuus</italic>)</td>
<td align="left">Oleic acid</td>
<td align="left">
<italic>FAD2</italic>
</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B204">Smith et&#x20;al. (2007)</xref>
</td>
</tr>
<tr>
<td align="left">7</td>
<td align="left">Canola</td>
<td align="left">Protein-rich</td>
<td align="left">
<italic>ACC7</italic> gene</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B183">Roesler et&#x20;al. (1997)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Omega-3 fatty acids are considered to be essential for brain development, which is mainly available through oil seed crops in human diet. The areas of crop improvement in terms of nutrition in oilseeds rely on improving oil quality, resveratrol content and improved shelf life (<xref ref-type="bibr" rid="B163">Pandey et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B174">Qi et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B196">Shasidhar et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B135">Luo et&#x20;al., 2021</xref>). Profiling of nutraceutical properties of 60 groundnut cultivars differentiating in kernel colors has been carried out and marker-trait association studies have been carried out (<xref ref-type="bibr" rid="B157">Nayak et&#x20;al., 2020</xref>). The expression of phytoene synthase showed 50-fold increased levels of carotenoids in rapeseed using genetic engineering (<xref ref-type="bibr" rid="B198">Shewmaker et&#x20;al., 1999</xref>). An increased expression of zeaxanthin, violaxanthin and lutein by targeting the downregulation of the epsilon cyclase gene using RNAi technology) has been reported in mustard (<xref ref-type="bibr" rid="B245">Yu et&#x20;al., 2008</xref>). The molecular mapping and QTL analysis of flavonoid genes was also elucidated in rapeseed (<xref ref-type="bibr" rid="B175">Qu et&#x20;al., 2016</xref>), soybean (<xref ref-type="bibr" rid="B125">Li et&#x20;al., 2016</xref>)<bold>,</bold> and groundnut (<xref ref-type="bibr" rid="B150">Mondal et&#x20;al., 2015</xref>). Efforts are being carried out to use advanced biotechnological applications to improve oilseeds nutritionally for further crop improvement (<xref ref-type="table" rid="T3">Table&#x20;3</xref>).</p>
</sec>
<sec id="s1-4">
<title>Fruits</title>
<p>Fruits are promoted as functional foods as they are a rich source of several antioxidants, polyphenols, minerals, soluble fibers, vitamins especially C, A and E. They primarily consist of flavonoids including flavonols, flavones, isoflavones, flavanones and anthocyanins, and non-flavonoid polyphenolics including phenolic acids, lignans and stilbenes (<xref ref-type="bibr" rid="B97">Joy et&#x20;al., 2018</xref>). Though fruits are the major source of functional foods, systematic experimental reports on the utilization of omics technologies to improve functional components are limited to a few fruit crops (<xref ref-type="table" rid="T4">Table&#x20;4</xref>).</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Study of functional foods in fruits and vegetables using biotechnological approaches.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">S. No</th>
<th align="center">Crop</th>
<th align="center">Functional food</th>
<th align="center">Gene</th>
<th align="center">Methodology</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1</td>
<td align="left">Orange</td>
<td align="left">Lycopene</td>
<td align="left">Carotenoid and MEP pathway genes</td>
<td align="left">Mutation breeding</td>
<td align="left">
<xref ref-type="bibr" rid="B9">Alquezar et&#x20;al. (2008)</xref>
</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">Pummelo</td>
<td align="left">Naringin</td>
<td align="left">Naringin</td>
<td align="left">
<italic>In vitro</italic> and <italic>In vivo</italic> studies followed by molecular docking</td>
<td align="left">
<xref ref-type="bibr" rid="B38">Cheng et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">3</td>
<td rowspan="2" align="left">Apple</td>
<td align="left">Astaxanthin</td>
<td align="left">
<italic>bkt</italic> and <italic>crt</italic>R-B genes</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B92">Jia et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">Flavanols, anthocyanins and hydroxycinnammic acid</td>
<td align="left">79 QTLs identified for 17 polyphenolic content</td>
<td align="left">QTL mapping and candidate gene mapping</td>
<td align="left">Chagn&#xe9; et&#x20;al., 2012</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">Grapes</td>
<td align="left">Flavonols, anthocyanin and tannins</td>
<td align="left">
<italic>VviGST1, VviGST3, and VviGST4</italic>
</td>
<td align="left">Transgenic</td>
<td align="left">
<xref ref-type="bibr" rid="B170">P&#xe9;rez-D&#xed;az et&#x20;al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">5</td>
<td align="left">Watermelon</td>
<td align="left">Lycopene</td>
<td align="left">2 candidate genes Cla005011 and Cla005012</td>
<td align="left">MAS</td>
<td align="left">
<xref ref-type="bibr" rid="B228">Wang et&#x20;al. (2019a)</xref>
</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">Walnut</td>
<td align="left">Walnut Protein Hydrolysate (WPH)</td>
<td align="left">Walnut Protein Hydrolysate (WPH)</td>
<td align="left">
<italic>Invitro</italic> and <italic>In vivo</italic> studies</td>
<td align="left">
<xref ref-type="bibr" rid="B230">Wang et&#x20;al. (2019b)</xref>
</td>
</tr>
<tr>
<td align="left">7</td>
<td align="left">Strawberry</td>
<td align="left">Total flavonoids</td>
<td align="left">7 QTLs and 2 candidate genes (<italic>Fa</italic>MYB1 and <italic>Fa</italic>F3&#x2032;H) controlling flavonoid content identified</td>
<td align="left">QTL analysis and Expression studies</td>
<td align="left">
<xref ref-type="bibr" rid="B99">
<italic>Karmakar et&#x20;al.</italic> (2020)</xref>
</td>
</tr>
<tr>
<td rowspan="5" align="left">8</td>
<td rowspan="5" align="left">Tomato</td>
<td align="left">Anthocyanin</td>
<td align="left">Anthocyanin 1 (<italic>ANT1</italic>)</td>
<td align="left">TALENs and CRISPR/Cas9 achieved gene</td>
<td align="left">
<xref ref-type="bibr" rid="B32">&#x10c;erm&#xe1;k et&#x20;al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">Anthocyanin</td>
<td align="left">Phytoene desaturase (<italic>SlPDS</italic>),</td>
<td align="left">CRISPR/Cas9</td>
<td align="left">
<xref ref-type="bibr" rid="B162">Pan et&#x20;al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">Lycopene</td>
<td align="left">
<italic>Lycopene &#x3b2;/&#x3b5; -Cyclase</italic>
</td>
<td align="left">RNAi technology and Agrobacterium-mediated gene transformation</td>
<td align="left">
<xref ref-type="bibr" rid="B137">Ma et&#x20;al. (2011)</xref>
</td>
</tr>
<tr>
<td align="left">Carotenoid</td>
<td align="left">
<italic>Brassicajuncea</italic>3-Hydroxy-3-methylglutaryl-coenzyme asynthase (<italic>Bj</italic>HMGS)</td>
<td align="left">Mutation breeding</td>
<td align="left">
<xref ref-type="bibr" rid="B62">Galpaz et&#x20;al., 2008</xref>,<break/>
<xref ref-type="bibr" rid="B129">Liao et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">Carotenoids, Vit-C, Vit-E and Phenolic acids</td>
<td align="left">7 QTLs for carotenoids, 6 for Vit-C, 5 for Vit-E, 3 for Glutathione, and a total of 43 QTLs for phenolic acids were identified</td>
<td align="left">QTL mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B78">Colak et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">9</td>
<td align="left">Cabbage</td>
<td align="left">Anthocyanin</td>
<td align="left">Purple (<italic>Pr</italic>) gene (flavonoid 3&#x2032;-hydroxylase, dihydroflavonol 4-reductase, and leucoanthocyanidindioxygenase)</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B39">Chiu et&#x20;al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left">10</td>
<td align="left">Carrot</td>
<td align="left">Carotenoid</td>
<td align="left">
<italic>DCAR 032551</italic> gene</td>
<td align="left">Genome assembly and Transcriptomics</td>
<td align="left">
<xref ref-type="bibr" rid="B90">Iorizzo et&#x20;al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">11</td>
<td align="left">Bell pepper</td>
<td align="left">Alkaloid compound- Capsaicinoids</td>
<td align="left">Deaminase (TD) and prephenate aminotransferase enzyme identified</td>
<td align="left">
<italic>de novo</italic> transcriptome assembly</td>
<td align="left">
<xref ref-type="bibr" rid="B131">Liu et&#x20;al., 2013</xref>, <xref ref-type="bibr" rid="B23">Bennett and Kirby, 1968</xref>
</td>
</tr>
<tr>
<td rowspan="3" align="left">12</td>
<td rowspan="3" align="left">Potato</td>
<td align="left">Essential amino acid-rich protein and rich in methionine</td>
<td align="left">
<italic>AmA1</italic>
</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B35">Chakraborty et&#x20;al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left">Inulin producing</td>
<td align="left">Constitutive expression of the <italic>1-SST</italic> and <italic>1-FFT</italic> (genes of globe artichoke)</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B84">Hellwege et&#x20;al. (2000)</xref>
</td>
</tr>
<tr>
<td align="left">&#x3b2;-carotene and lutein rich</td>
<td align="left">
<italic>crtB</italic> gene</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B53">Ducreux et&#x20;al. (2005)</xref>
</td>
</tr>
<tr>
<td align="left">13</td>
<td align="left">Chilli</td>
<td align="left">&#x3b2;-carotene</td>
<td align="left">lycopene beta-cyclase (&#x3b2;-Lcy) gene</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B56">El Nagar, (2018)</xref>
</td>
</tr>
<tr>
<td align="left">14</td>
<td align="left">Brinjal</td>
<td align="left">&#x3b2;-carotene</td>
<td align="left">
<italic>crt</italic>B gene</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B147">Mishiba et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">16</td>
<td align="left">Sweet potato</td>
<td align="left">&#x3b1;-tocopherol</td>
<td align="left">tocopherol cyclase (IbTC)</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B109">Kim et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">17</td>
<td align="left">Broccoli</td>
<td align="left">Sulforaphane</td>
<td align="left">MAM1, myrosinase and FMO<sub>GS&#x2013;OX2</sub> genes</td>
<td align="left">Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B30">Cao et&#x20;al. (2021)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In citrus, GWAS studies were conducted on 787 different citrus fruits using 1,841 SNP markers, and marker-trait associations were studied on fruit quality traits, including acid %, taste, and aroma (<xref ref-type="bibr" rid="B145">Minamikawa et&#x20;al., 2017</xref>). Specific locus amplified fragment (SLAF) sequencing was performed over <italic>C. reticulata</italic> &#xd7; <italic>P. trifoliata</italic> F<sub>1</sub> pseudo testcross population and have constructed a high density integrated genetic map with 3,817 markers. This study has identified 17 significant QTLs of which three colocalized genomic regions were observed for multiple carotenoid constituents (<xref ref-type="bibr" rid="B254">Zheng et&#x20;al., 2018</xref>). In another study, a navel orange (<italic>Citrus sinensis</italic> L. Osbeck) mutant (&#x201c;Cara Cara&#x201d;) was developed with bright red pulp with presence of lycopene (<xref ref-type="bibr" rid="B9">Alquezar et&#x20;al., 2008</xref>). The expression analysis of genes involved in the carotenoid pathway using HPLC, northern hybridization, and RT-PCR indicated the increased accumulation of lycopene content in the mutant compared to navel orange. To elucidate the basis of lycopene accumulation in Cara Cara, the carotenoid profile and expression of three isoprenoids and nine carotenoid genes in flavedo and pulp of Cara Cara and Navel fruits throughout development and maturation were studied. The results indicated the accumulation of lycopene along with phytoene and phytofluene from early developmental stages in pulp as well as peel (<xref ref-type="bibr" rid="B9">Alquezar et&#x20;al., 2008</xref>). Lemons are known for several functional components, including phenolics, vitamins, minerals, dietary fiber, essential oils and carotenoids (<xref ref-type="bibr" rid="B71">Gonz&#xe1;lez-Molina et&#x20;al., 2010</xref>). In the case of Sicilian blood oranges, retrotransposons were shown to induce seed-specific accumulation of anthocyanins during cold stress (<xref ref-type="bibr" rid="B27">Butelli et&#x20;al., 2012</xref>). <xref ref-type="bibr" rid="B54">Edmunds et&#x20;al. (2012)</xref> reported that the anti-inflammatory property of kiwifruit extract is due to the changes in the expression level of genes involved in the immune signaling pathway and metabolic processes using microarray technique.</p>
<p>The king of fruits &#x201c;mango&#x201d; (<italic>Mangifera indica</italic>) is a rich source of various polyphenolic compounds and is found in all the parts of the plant including pulp, peel, seed, bark, leaf, and flower. Mango polyphenols, especially mangiferin, acts as an antioxidant and has several health benefits (<xref ref-type="bibr" rid="B140">Masibo and He, 2008</xref>). The transcriptomics and proteomics studies in mango have predicted the involvement of genes involved in the anthocyanin biosynthesis pathway during the fruit development stage of mango (<xref ref-type="bibr" rid="B235">Wu et&#x20;al., 2014</xref>). There is little effort towards the use of biotechnological approaches to improve the functional components of&#x20;mango.</p>
<p>Red grapes are significant sources of anthocyanins, the main compounds responsible for the color of red grapes and wine (<xref ref-type="bibr" rid="B142">Mazza and Francis, 1995</xref>). Metabolite profiling of bioactive components of grapes especially flavonols, anthocyanins, and tannins indicated the presence of several bioactive compounds. The quercetin and kaempferol content was found to be greater in white grapes than red ones, but the red grapes were reservoirs of other bioactive components such as myricetin, laricitrin, syringetin and isorhamnetin (<xref ref-type="bibr" rid="B141">Mattivi et&#x20;al., 2006</xref>). Resveratrol, an antioxidant that is known to lower blood pressure, and act as a chemopreventive with antiaging benefits are present in grapes. These flavonoids not only provide health benefits to humans but also help plants to fight against several biotic and abiotic stresses. For instance, transformation of bHLH transcription factor gene, <italic>VvbHLH1</italic> from grapes into <italic>Arabidopsis,</italic> resulted in an increased accumulation of flavonoids and enhanced salt and drought tolerance (<xref ref-type="bibr" rid="B231">Wang et&#x20;al., 2016</xref>)<italic>.</italic>
</p>
<p>In Japanese plum (<italic>Prunus salicina</italic>), the molecular marker associated with transcription factors found in the flavonoid pathway was used to study population diversity (<xref ref-type="bibr" rid="B70">Gonz&#xe1;lez et&#x20;al., 2016</xref>). Date palm (<italic>Phoenix dactylifera</italic>) fruits are composed of minerals (Se, Cu, K, and Mg), vitamins (C, A, B6, B9, B2, B3) besides being a good source of total phenolics and natural antioxidants (such as anthocyanins, ferulic acid). Phenolic compounds and selenium present in date fruit impart antioxidant activity (<xref ref-type="bibr" rid="B76">Guizani, 2013</xref>). Similarly, transcriptome sequencing in Indian gooseberry (<italic>Phyllanthus emblica</italic>) revealed the genes involved in flavonoid and vitamin C biosynthesis (<xref ref-type="bibr" rid="B116">Kumar et al., 2016</xref>). In many fruits, biotechnological approaches, including &#x201c;omics&#x201d; studies and use of molecular markers for trait mapping to improve bioactive components are very limited.</p>
</sec>
<sec id="s1-5">
<title>Vegetables</title>
<p>Among vegetables, most of the genomics studies have been carried out in tomatoes as this crop is considered to be one of the model plants in genetic transformation and other genomics studies. The most critical functional component present in the tomato is carotenoids, especially lycopene and anthocyanins. To obtain lycopene-rich tomatoes, the genes encoding lycopene &#x3b2;/&#x3b5;-cyclase, responsible for the conversion of lycopene to carotenoid, were silenced using RNAi technology. Significant increases in lycopene content were observed in transgenic plants (<xref ref-type="bibr" rid="B137">Ma et&#x20;al., 2011</xref>). A mutation breeding approach was also used to increase the carotenoid content of tomatoes by 30%. Abscisic acid-deficient mutants in tomatoes have been shown to increase the lycopene content (<xref ref-type="bibr" rid="B62">Galpaz et&#x20;al., 2008</xref>). Further, vegetables rich in anthocyanins were developed by overexpression of specific genes of the carotenoid biosynthesis pathway that induced a purple color, especially in tomato and cauliflower (<italic>Brassica oleracea</italic> var. botrytis) (<xref ref-type="bibr" rid="B72">Gonzali et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B39">Chiu et&#x20;al., 2010</xref>).</p>
<p>Genome-editing technologies, especially CRISPR-Cas9, has potential use in horticultural crops (<xref ref-type="bibr" rid="B98">Karkute et&#x20;al., 2017</xref>). Recently, this technique was used to edit five genes that are involved in the carotenoid pathway to increase lycopene content by inhibiting the conversion from lycopene to &#x3b2;- and &#x3b1;-carotene in tomatoes that increased lycopene content by five-folds (<xref ref-type="bibr" rid="B126">Li et&#x20;al., 2018</xref>). In another study, intense purple-colored tomato plants were obtained by overexpressing an Anthocyanin mutant 1 (<italic>ANT1</italic>) gene that encodes for Myb transcription factors using TALENs and CRISPR/Cas9 approaches (<xref ref-type="bibr" rid="B32">&#x10c;erm&#xe1;k et&#x20;al., 2015</xref>). Furthermore, phytoene desaturase (<italic>S1PDS</italic>), an essential enzyme in carotenoid biosynthesis, and phytochrome interaction factor PIF 4 (<italic>S1PIF4</italic>) were targeted using gRNAs with the stable transformed CRISPR/Cas9 system (<xref ref-type="bibr" rid="B162">Pan et&#x20;al., 2016</xref>). Most of the flavonoids in tomatoes are present in the peel of the fruit. Hence, a holistic approach of pathway engineering to increase the content of novel flavonoids especially stilbenes in the flesh of the tomato fruit was reported (<xref ref-type="bibr" rid="B188">Schijlen et&#x20;al., 2006</xref>).</p>
<p>In carrot (<italic>Daucus carota</italic> subsp. Carota), a candidate gene, <italic>DCAR_032551</italic> that is responsible for carotenoid accumulation in carrot taproot and is co-expressed with several isoprenoid biosynthetic genes was identified from genome assembly and transcriptomic studies (<xref ref-type="bibr" rid="B90">Iorizzo et&#x20;al., 2016</xref>). A candidate gene-based association study was carried out in carrots using 109 SNPs in 17 candidates/carotenoid biosynthesis genes over 380 diverse carrot cultivars, indicated the association of carotenoid content with the root color (<xref ref-type="bibr" rid="B96">Jourdan et&#x20;al., 2015</xref>). A terpene synthase gene family of carrot was studied using QTL analysis and candidate gene-based association on a panel of carrot diversity set of 85 cultivars. GBS approach was used to genotype the panel with &#x3e;168,000 SNPs (<xref ref-type="bibr" rid="B103">Keilwagen et&#x20;al., 2017</xref>). Similarly, in bell pepper, several putative candidate genes are involved in the biosynthesis of capsaicinoids, such as Dihydroxyacid dehydratase (<italic>DHAD</italic>), Thr deaminase (<italic>TD</italic>) and Prephenate aminotransferase (<italic>PAT</italic>) were predicted from <italic>de novo</italic> transcriptome assembly (<xref ref-type="bibr" rid="B131">Liu et&#x20;al., 2013</xref>).</p>
<p>Besides, several transcriptomics studies related to functional foods are available in crops such as lettuce (<italic>Lactuca sativa</italic>) (<xref ref-type="bibr" rid="B248">Zhang et&#x20;al., 2017</xref>). In general, there is much scope to use genomics approaches to understand the molecular mechanisms and to increase the functional components in fruits and vegetables as evident by reports (<xref ref-type="table" rid="T4">Table&#x20;4</xref>).</p>
</sec>
<sec id="s1-6">
<title>Spices and Condiments</title>
<p>In spices and condiments, several studies have been carried out to profile metabolites, especially flavonoids, tannins, and alkaloids (<xref ref-type="bibr" rid="B123">Lee and Shibamoto, 2001</xref>; <xref ref-type="bibr" rid="B190">Shahidi and Ambigaipalan, 2015</xref>). In cinnamon (<italic>Cinnamomum verum</italic>), DART-QToF-MS method was utilized to discriminate true cinnamon from other species (<xref ref-type="bibr" rid="B15">Avula et&#x20;al., 2015</xref>). There are limited reports on trait mapping in the case of spices (<xref ref-type="table" rid="T5">Table&#x20;5</xref>).</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Study of functional foods in beverages, spices and condiments using biotechnological approaches.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">S. No</th>
<th align="left">Crop</th>
<th align="left">Functional food</th>
<th align="left">Gene</th>
<th align="left">Methodology</th>
<th align="left">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">1</td>
<td rowspan="2" align="left">Coffee</td>
<td rowspan="2" align="left">Caffeine</td>
<td align="left">N-methyltransferase genes, CaMXMT1</td>
<td align="left">RNA interference method, Transgenics</td>
<td align="left">
<xref ref-type="bibr" rid="B13">Ashihara et&#x20;al. (2008)</xref>
</td>
</tr>
<tr>
<td align="left">65 caffeine associated SNPs identified</td>
<td align="left">Genome sequencing and KEGG pathway-based analysis</td>
<td align="left">
<xref ref-type="bibr" rid="B216">Tran et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td rowspan="3" align="left">2</td>
<td rowspan="3" align="left">Tea</td>
<td align="left">epigallocatechingallate, epigallocatechin, epicatechingallate</td>
<td align="left">
<italic>CsANR1</italic> and <italic>CsANR2</italic>
</td>
<td align="left">Expression in <italic>E.&#x20;coli</italic>
</td>
<td align="left">
<xref ref-type="bibr" rid="B164">Pang et&#x20;al. (2013)</xref>
<break/>
<xref ref-type="bibr" rid="B110">Kim et&#x20;al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left">Catechins and polyphenols</td>
<td align="left">Demethylase gene</td>
<td align="left">Transgenics followed by metabolic engineering</td>
<td align="left">
<xref ref-type="bibr" rid="B239">Yadav et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Caffeine</td>
<td align="left">27 QTLS were mapped to 8 linkage groups</td>
<td align="left">2b-RAD Sequencing and High-Density genetic mapping</td>
<td align="left">
<xref ref-type="bibr" rid="B238">Xu et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">Cocoa</td>
<td align="left">Catechins and proanthocyanidins</td>
<td align="left">Glycerol-3-phosphate acyltransferase (<italic>GPAT</italic>) genes, and lysophospholipid acyltransferase (<italic>LPAT</italic>) genes</td>
<td align="left">Expression studies in yeast</td>
<td align="left">
<xref ref-type="bibr" rid="B232">Wei et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">Cardamom</td>
<td align="left">d-limonene</td>
<td align="left">d-limonene</td>
<td align="left">RNA sequencing Transcriptomics</td>
<td align="left">
<xref ref-type="bibr" rid="B155">Nadiya et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">5</td>
<td align="left">Clove</td>
<td align="left">Eugenol and eugenyl acetate</td>
<td align="left">Metabolites extracts</td>
<td align="left">Gas chromatography/mass spectrometry</td>
<td align="left">
<xref ref-type="bibr" rid="B123">Lee and Shibamoto et&#x20;al. (2001)</xref>
</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">Black Pepper</td>
<td align="left">Piperine</td>
<td align="left">Piperine</td>
<td align="left">Transcriptomics</td>
<td align="left">
<xref ref-type="bibr" rid="B87">Hu et&#x20;al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">7</td>
<td align="left">Garlic</td>
<td align="left">Organic sulfur compounds</td>
<td align="left">Acetolactate synthase (<italic>ALS</italic>) gene</td>
<td align="left">Transgenics using the biolistic method</td>
<td align="left">
<xref ref-type="bibr" rid="B166">Park et&#x20;al. (2002)</xref>
<break/>
<xref ref-type="bibr" rid="B186">Santhosha et&#x20;al. (2013)</xref>
<break/>
<xref ref-type="bibr" rid="B5">Al- Safadi et&#x20;al. (2000)</xref>
</td>
</tr>
<tr>
<td align="left">8</td>
<td align="left">Fenugreek</td>
<td align="left">Saponins</td>
<td align="left">
<italic>diosgenin</italic>
</td>
<td align="left">Gene expression studies</td>
<td align="left">
<xref ref-type="bibr" rid="B41">Ciura et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">9</td>
<td align="left">Saffron</td>
<td align="left">Crocin made up of Apo carotenoids</td>
<td align="left">Carotenoids</td>
<td align="left">Induced mutation (gamma rays and chemical mutation)</td>
<td align="left">
<xref ref-type="bibr" rid="B105">Khan et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B119">Kyriakoudi et&#x20;al., 2015</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Most of the research in spices is related to the discovery of functional components. For instance, garlic has organic sulfur compounds as primary functional foods that have medicinal properties to reduce common cold, blood pressure and harmful cholesterol levels (<xref ref-type="bibr" rid="B139">Martin-Lagos et&#x20;al., 1995</xref>). The functional food in turmeric is referred as curcumin, which acts as a acid neutralizer, blood purifier, tonic and antiseptic. The biological properties of curcumin were explored by using protein expression studies (<xref ref-type="bibr" rid="B57">Fang et&#x20;al., 2011</xref>). The functional component of cardamom (<italic>Elettaria cardamomum</italic>) is d-limonene with antibacterial, anti-inflammatory, analgesic, and antispasmodic activities (<xref ref-type="bibr" rid="B155">Nadiya et&#x20;al., 2017</xref>). Similarly, eugenol and eugenyl acetate, the functional components of clove (<italic>Syzygium aromaticum</italic>) are natural oxidants (<xref ref-type="bibr" rid="B123">Lee and Shibamoto, 2001</xref>). Coumarin, a functional component of cinnamon at lower doses has blood-thinning, anti-fungicidal and anti-tumor activities (<xref ref-type="bibr" rid="B102">Kawatra and Rajagopalan, 2015</xref>). Piperine from black pepper (<italic>Piper nigrum</italic>) has antioxidant, anti-inflammatory, and anticancer properties (<xref ref-type="bibr" rid="B75">Gorgani et&#x20;al., 2017</xref>). Cumin (<italic>Cuminum cyminum</italic>) has cuminaldehyde that enhances appetite, taste perception, digestion, vision, strength, and lactation. It is also used to treat diseases such as fever, loss of appetite, diarrhea, vomiting, abdominal distension, edema and puerperal disorders (<xref ref-type="bibr" rid="B205">Sowbhagya, 2013</xref>). Ginger (<italic>Zingiber officinale</italic>) has gingerols, shagols, and paradols with antioxidant, antimicrobial, and anti-inflammatory potential (<xref ref-type="bibr" rid="B28">Butt and Sultan, 2011</xref>). Nutmeg (<italic>Myristica fragrans</italic>) has tannin, flavonoid, and terpenoid which are natural antioxidants (<xref ref-type="bibr" rid="B14">Assa et&#x20;al., 2014</xref>). Coriander (<italic>Coriandrum sativum</italic>) has carotenoids, polyphenols and essential oils, which provides vitamin A and vitamin C (<xref ref-type="bibr" rid="B121">Laribi et&#x20;al., 2015</xref>). Fenugreek (<italic>Trigonella foenum-graecum</italic>) has quercetin, kaempferol and vitexin derivatives which are anti-diabetic and anti-nociceptive properties (<xref ref-type="bibr" rid="B66">Ghosh et&#x20;al., 2015</xref>). Saffron (<italic>Crocus sativus</italic>) has crocins, picrocrocin, and safranal, which is antispasmodic, eupeptic, gingival sedative, carminative, diaphoretic activities (<xref ref-type="bibr" rid="B259">Melnyk et&#x20;al., 2010</xref>). Using mutation breeding in saffron has increased yields (<xref ref-type="bibr" rid="B105">Khan et&#x20;al., 2011</xref>) that in turn increases the overall bioactive components per&#x20;plant.</p>
<p>Transgenic research is still an emerging area in spices and condiments. In garlic and turmeric (<italic>Curcuma longa</italic>), genetic engineering approaches were utilized for developing herbicide tolerant plants (<xref ref-type="bibr" rid="B166">Park et&#x20;al., 2002</xref>; <xref ref-type="bibr" rid="B200">Shirgurkar et&#x20;al., 2006</xref>). Although there are some reports on the transcriptome of black pepper fruits (<xref ref-type="bibr" rid="B87">Hu et&#x20;al., 2015</xref>), ginseng (Panax ginseng) (<xref ref-type="bibr" rid="B176">Rai et&#x20;al., 2016</xref>), and cardamom (<xref ref-type="bibr" rid="B155">Nadiya et&#x20;al., 2017</xref>) to study global transcriptome, there are no reports related to functional components in most of the spices. There is tremendous potential to use genomics approaches including trait mapping, transcriptomics, whole-genome studies and allele mining in case of spices to demonstrate and increase the functional components.</p>
</sec>
<sec id="s1-7">
<title>Beverages</title>
<p>Beverage crops produce potable beverages other than water. Major beverage crops include Coffee (<italic>Coffea</italic> spp.), Tea (<italic>Camelia sinensis</italic>), Cocoa (<italic>Theobroma cacao</italic>), and Lemongrass (<italic>Cymbopogon citratus</italic>). Coffee has caffeine as the primary phenolic compound and is known to reduce the risk of stroke and cancer. Caffeine in higher doses is harmful as it may lead to insomnia, nervousness, restlessness, irritability, an upset stomach, a fast heartbeat, and even muscle tremors. As a result, there are efforts to improve decaffeinated coffee plants using RNAi technology (<xref ref-type="bibr" rid="B13">Ashihara et&#x20;al., 2008</xref>). Tea has catechins and epicatechin as primary functional foods, and they are known to possess chemopreventive activities against prostate and ovarian cancers, anti-obesity and anti-diabetic effects. Efforts are underway to elucidate the proanthocyanidin pathway, also to reduce caffeine content (<xref ref-type="bibr" rid="B164">Pang et&#x20;al., 2013</xref>). Lemongrass has citral as its primary functional food which has antimicrobial and medicinal properties. Little research has been performed on this&#x20;crop.</p>
<p>QTLs for flavonoid-related traits in a tea were identified using a high-density genetic map (<xref ref-type="bibr" rid="B238">Xu et&#x20;al., 2018</xref>). Several transcriptomics studies have been carried out in tea to elucidate genes involved in polyphenol synthesis, Catechin biosynthesis and other regulatory networks (<xref ref-type="bibr" rid="B138">Mamati et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B236">Wu et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B210">Sun P. et&#x20;al., 2017</xref>). To knock down the expression of the genes involved in caffeine biosynthesis, RNAi was used to repress the expression of the gene encoding theobromine synthase (<italic>CaMXMT1</italic>) that reduced the caffeine content in the transgenic coffee plants up to 70% (<xref ref-type="bibr" rid="B160">Ogita et&#x20;al., 2003</xref>). In the case of tea, the functional characterization of the proanthocyanidin pathway and potential applications in metabolic engineering was elucidated (<xref ref-type="bibr" rid="B164">Pang et&#x20;al., 2013</xref>). Cocoa rich in catechins and proanthocyanidins has a promising effect on lowering blood pressure, boosting moods, and sharpening memory. Metabolic engineering of yeast for cocoa butter production was attempted by cloning the genes involved in triglycerol synthesis viz., glycerol-3-phosphate acyltransferase (GPAT), lysophospholipid acyltransferase (LPAT) from cocoa into yeast (<xref ref-type="bibr" rid="B232">Wei et&#x20;al., 2018</xref>). Efforts are being made to develop lemongrass varieties such as Jor Lab L-8 with higher amounts of essential oil and herbage production (<xref ref-type="bibr" rid="B148">Mohan et&#x20;al., 2016</xref>). The biotechnological applications have not been effectively utilized to increase the functional components in beverages and there are few reports related to this (<xref ref-type="table" rid="T5">Table&#x20;5</xref>).</p>
</sec>
<sec id="s1-8">
<title>Medicinal Plants</title>
<p>Medicinal plants are called so because of their antibiotic, antidiabetic, antihyperglycemic, and antihyperlipidemic properties. Most medicinal plants are not consumed as staple foods, but as preventive medicines for several diseases ranging from the common cold to complex diseases like cancer. Herbal genomics has high potential to explore, though there are few efforts related to molecular breeding and genetic engineering in the medicinal crops (<xref ref-type="bibr" rid="B34">Chakraborty, 2018</xref>). However, metabolite profiling of some medicinal plants has been studied. In the case of a famous Ayurvedic crop Haritaki (<italic>Terminalia chebula</italic>), a component of Triphala (an ayurvedic composition), the metabolite profiling of polyphenols and evaluation of the decoction as a chemopreventive agent was studied (<xref ref-type="bibr" rid="B169">Pellati et&#x20;al., 2013</xref>). Similarly, metabolite profiling was examined in a highly traded South African medicinal plant commonly known as pain brush lily (<italic>Scadoxus puniceus</italic>) and the bioactive compounds were isolated (<xref ref-type="bibr" rid="B156">Naidoo et&#x20;al., 2018</xref>). Efforts for profiling polyphenols, alkaloids and other bioactive compounds are being carried out in other Asian medicinal plants (<xref ref-type="bibr" rid="B68">Gibon et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B224">Vega-G&#xe1;lvez et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B63">Gantait et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B82">Hao and Xiao, 2015</xref>; <xref ref-type="bibr" rid="B185">Saito, 2018</xref>). For instance, in the case of Candyleaf (<italic>Stevia rebaudiana</italic>), the water extracts from leaf and calli were shown to have antioxidant activity and contain bioactive compounds including folic acid, vitamin C, catechin, quercetin and pyrogallol. Higher reactive oxygen species (ROS) scavenging activities were found in leaf extracts (<xref ref-type="bibr" rid="B108">Kim et&#x20;al., 2011</xref>). Transcriptomics studies have also been carried out in some of the important medicinal plants including Ashwagandha (<italic>Withania somnifera</italic>) to understand the secondary metabolites which have therapeutic utilization (<xref ref-type="bibr" rid="B218">Tripathi et&#x20;al., 2020</xref>).</p>
<p>Recent advances in metabolite and pathway engineering and their utilization in medicinal plant research have positively contributed to herbal genomics research. Most of the molecular studies in medicinal plants involved either discovery of the genes/enzymes/pathways related to secondary metabolites or increasing the production of the secondary metabolites using elicitors, hairy root cultures or metabolite engineering approaches.</p>
</sec>
</sec>
<sec id="s2">
<title>Future Prospects</title>
<p>Current approaches in crop sciences using integrated omics platform aims at providing a nutritionally rich, diverse balanced diet to the society. Several leading edge technologies in understanding and manipulating different segments of scientific research areas <italic>viz.</italic> genomics, proteomics, metabolomics <italic>etc.</italic> has enabled the researchers to enhance contents of key nutrients in crop plants. Not just nutrition, but reducing the unflavorful compounds (phytic acid, acrylamide-forming amino acids, <italic>etc.</italic>) in food crops has allowed people to consume a wide range of food crops. Bio fortification has potential to solve nutrition deficiencies and in this view several food crops <italic>viz.</italic> rice, maize, wheat, <italic>etc.</italic> have been biofortified to have enhanced amounts of Fe, Zn, <italic>etc.</italic> (<xref ref-type="bibr" rid="B243">Ye et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B69">Gil-Humanes et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B152">Mugode et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B217">Trijatmiko et&#x20;al., 2016</xref>). Crop improvement with new advancements in field phenomics, employing applications of machine learning (<xref ref-type="bibr" rid="B159">Niazian and Niedbala., 2020</xref>), nanotechnology and artificial intelligence (<xref ref-type="bibr" rid="B260">Ben Ayed and Hanana, 2021</xref>; <xref ref-type="bibr" rid="B250">Zhang et&#x20;al., 2021</xref>), biosensors like lidar (<xref ref-type="bibr" rid="B95">Jin et&#x20;al., 2021</xref>) followed by statistical analysis using data science (<xref ref-type="bibr" rid="B215">Tong and Nikoloski, 2021</xref>) approaches will enable researchers to precisely assess traits for plant breeding and development (<xref ref-type="bibr" rid="B45">Deery and Jones, 2021</xref>).</p>
<p>In order to ensure the nutrional security, along with enhancing the nutritional value, we need to work on reduced food-wastes that has a significant economic, environmental and social impact (<xref ref-type="bibr" rid="B58">FAO, 2019</xref>). Several initiatives in estimating food waste and prevention has been proposed (<xref ref-type="bibr" rid="B151">Moraes et&#x20;al., 2021</xref>), however, devising methodologies in estimating and reducing food wastage is still a paradox (<xref ref-type="bibr" rid="B182">Richards et&#x20;al., 2021</xref>). This can be featured as an opportunity to overcome malnutrition in addition to food waste reduction and stabilize bio-economy with sustainable processing of food waste into bio-based products (<xref ref-type="bibr" rid="B195">Sharma et&#x20;al., 2021</xref>). The innovative technologies for extraction and microencapsulation of bioactives using novel technologies in metabolomics can be utilized in enhancing plant based functional foods (<xref ref-type="bibr" rid="B167">Pattnaik et&#x20;al., 2021</xref>).</p>
<p>The research in nutrition and omics technologies in food science with epidemiological techniques should be classically established (<xref ref-type="bibr" rid="B161">Palou et&#x20;al., 2004</xref>). In the future, the advances in foodomics and nutrigenomics can enable to achieve nutritional security in most of the crops. Utilization of omics technologies to identify the functional components in less explored crops like fruits, vegetables, spices and medicinal plants is essential to improve the functional components. There is a need to integrate multi-omics technologies in functional food research to elucidate and enhance the nutrition components in plants. Nutrigenomics can provide insights into the interaction of functional foods in human health and would provide allusion towards scientifically personalized&#x20;diet.</p>
</sec>
</body>
<back>
<sec id="s3">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s4">
<title>Author Contributions</title>
<p>SNN along with BA, SSM, and RP wrote the first draft. BSS, PB, KH, CK, and NP revised the manuscript. All the authors have read and approved the manuscript.</p>
</sec>
<sec id="s5">
<title>Funding</title>
<p>USDA-NIFA-Hatch funds provided to New Mexico Agricultural Experiment Station, New Mexico State University. SNN, BA and BSS acknowledge DBT-GoI for funds and fellowship.</p>
</sec>
<sec sec-type="COI-statement" id="s6">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s7">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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