Volatilomik Gelatin Ikan dan Babi dengan HS-SPME GC-MS untuk Autentikasi Halal
Abstract
Gelatin, derived from animal tissues, is a widely used ingredient in the food industry. Fish gelatin has gained attention as a halal alternative due to its abundance, favorable functional properties, and versatility in food applications. However, tracing the origin of gelatin remains challenging, highlighting the need for reliable authentication methods. Conventional analytical techniques are often limited by long analysis times, low specificity, inability to detect source-specific markers, high costs, and the requirement for sophisticated instruments. This study investigated the volatile compound profiles of commercial gelatin from various fish species (pangasius, tilapia skin, tuna skin, and cod) and compared them with commercial pork gelatin by using Headspace Solid-Phase Microextraction coupled with Gas Chromatography-Mass Spectrometry (HS-SPME GC-MS) combined with multivariate data analysis. The HS-SPME GC-MS approach effectively classified gelatin samples based on their volatile profiles. Partial least squares-discriminant analysis (PLS-DA) identified five key discriminant volatiles for pork gelatin (decane, boronic acid, ethyl-, bis(2,2-dimethylpropyl) ester, m-anisoyl amide, N-(2-phenylethyl)-N-decyl, 1-pentadecene, and 2-tetradecanone) and four for fish gelatin (hexadecane, 1,2-oxathiane, 6-dodecyl, 2,2-dioxide, n-tridecan-1-ol, and 9-nonadecene), with decane and hexadecane identified as the most influential markers for pork and fish gelatin, respectively.
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References
Ahamed, Z., Seo, J.-K., Eom, J.-U., & Yang, H.-S. (2023). Optimasi ekstraksi senyawa volatil pada daging yang dimasak menggunakan HS-SPME-GC-MS, dan evaluasi identifikasi spesies daging menggunakan senyawa volatil melalui analisis data multivariat. LWT-Food Science and Technology, 188, 115374. https://doi.org/10.1016/j.lwt.2023.115374 DOI: https://doi.org/10.1016/j.lwt.2023.115374
Ahmad, M. I., Li, Y., Pan, J., Liu, F., Dai, H., Fu, Y., Huang, T., Farooq, S., & Zhang, H. (2024). Collagen and gelatin: Structure, properties, and applications in food industry. International Journal of Biological Macromolecules, 254(Part 3), 128037. https://doi.org/10.1016/j.ijbiomac. 2023.128037 DOI: https://doi.org/10.1016/j.ijbiomac.2023.128037
Amalia, L., Yuliana, N. D., Sugita, P., Arofah, D., Syafitri, U. D., Windarsih, A., Rohman, A., Dachriyanus, B., Bakar, N. K. A., & Kusnandar, F. (2022). Volatile compounds, texture, and color characterization of meatballs made from beef, rat, wild boar, and their mixtures. Heliyon, 8, e10882. https://doi.org/10.1016/j.heliyon.2022.e10882 DOI: https://doi.org/10.1016/j.heliyon.2022.e10882
BPS. (2019). Statistik Indonesia 2019. Badan Pusat Statistik. https://www.bps.go.id
Dadalı, C., & Elmacı, Y. (2019). Optimization of head-space-solid phase microextraction (HS-SPME) technique for the analysis of volatile compounds of margarine. Journal of Food Science and Technology, 56(11), 4834–4843. https://doi.org/ 10.1007/s13197-019-03945-w DOI: https://doi.org/10.1007/s13197-019-03945-w
Darmawan, N., Nurjanah, S., Yuliana, N. D., & Fardiaz, D. (2024). Porcine, bovine, and mixed gelatin identification using SPME-GC-MS and chemometrics. Halal Studies and Society, 4(1), 39–47. https://doi.org/10.29244/hass.1.3.15-19 DOI: https://doi.org/10.29244/hass.1.3.15-19
Derkach, S. R., Voron’ko, N. G., Kuchina, Y. A., & Kolotova, D. S. (2020). Modified fish gelatin as an alternative to mammalian gelatin in modern food technologies. Polymers, 12(12), 3051. https://doi.org/10.3390/polym12123051 DOI: https://doi.org/10.3390/polym12123051
Dewi, K. R., Kusnandar, F., Yuliana, N. D., Ismayati, M., Solihat, N. N., Riantana, H., & Heryani. (2023). Application of LC-MS/MS coupled with various digestion methods for the identification of porcine gelatin markers in confectionery matrices. Indonesian Journal of Halal Research, 5(2), 53–66. https://doi.org/10.15575/ijhar.v5i2.21191 DOI: https://doi.org/10.15575/ijhar.v5i2.21191
Eriksson, L., Johansson, E., Kettaneh-Wold, N., Trygg, J., Wikström, C., & Wold, S. (2006). Multi- and megavariate data analysis: Principles and applications (2nd ed.). Umetrics Academy.
Fasya, A. G., Amalia, S., Imamudin, M., Nugraha, R. P., Ni’mah, N., & Yuliani, D. (2018). Optimasi produksi gelatin halal dari tulang ayam broiler (Gallus domesticus) dengan variasi lama perendaman dan konsentrasi asam klorida (HCl). Indonesian Journal of Halal, 1(1), 102–108. DOI: https://doi.org/10.14710/halal.v1i2.3665
Fatmawati, S., Hariyanti, H., Permanasari, E. D., & Chandra, A. (2024). Determination of gelatin from marshmallows using a combination of Fourier Transform Infrared (ATR-FTIR) spectro-scopic and chemometrics for halal authenti-cation. Journal of Halal Science and Research, 5(2), 149–155. https://doi.org/10.12928/jhsr.v5i2.10537 DOI: https://doi.org/10.12928/jhsr.v5i2.10537
Fauzan, H. R., Ningrum, A., & Supriyadi, S. (2023). Evaluation of a fish gelatin-based edible film incorporated with Ficus carica L. leaf extract as active packaging. Gels, 9(11), 918. https://doi.org/10.3390/gels9110918 DOI: https://doi.org/10.3390/gels9110918
Gao, Y., Liu, R., & Liang, H. (2024). Food hydro-colloids: Structure, properties, and applications. Foods, 13(7), 1077. https://doi.org/10.3390/foods13071077 DOI: https://doi.org/10.3390/foods13071077
Gromski, P. S., Muhamadali, H., Ellis, D. I., Xu, Y., Correa, E., Turner, M. L., & Goodacre, R. (2015). A tutorial review: Metabolomics and partial least squares-discriminant analysis – A marriage of convenience or a shotgun wedding. Analytica Chimica Acta, 879, 10–23. https://doi.org/10.1016/j.aca.2015.02.012 DOI: https://doi.org/10.1016/j.aca.2015.02.012
Habiturraman, S. N., Kusnandar, F., Yuliana, N. D., & Heryani. (2023). Sensitivitas real-time polyme-rase chain reaction dengan primer Tanabe dalam mendeteksi gelatin babi pada confec-tionery. Jurnal Teknologi dan Industri Pangan, 34(1), 119–126. https://doi.org/10.6066/jtip.2023.34.1.119 DOI: https://doi.org/10.6066/jtip.2023.34.1.119
Hameed, A. M., Asiyanbi-H, T., Idris, M., Fadzillah, N., & Mirghani, M. E. S. (2018). A review of gelatin source authentication methods. Tropical Life Sciences Research, 29(2), 213–227. https://doi.org/10.21315/tlsr2018.29.2.15 DOI: https://doi.org/10.21315/tlsr2018.29.2.15
Juliani, Y., Yuliana, N. D., Budijanto, S., Wijaya, C. H., & Khatib, A. (2016). Senyawa inhibitor glikosi-dasi dan antioksidan dari kumis kucing dengan pendekatan metabolomik berbasis FTIR. Jurnal Teknologi dan Industri Pangan, 27(1), 17–30. https://doi.org/10.6066/jtip.2016.27.1.17 DOI: https://doi.org/10.6066/jtip.2016.27.1.17
Kong, Q., Yan, W., Yue, L., Chen, Z., Wang, H., Qi, W., & He, X. (2017). Volatile compounds and odor traits of dry-cured ham (Prosciutto crudo) irradiated by electron beam and gamma rays. Radiation Physics and Chemistry, 130, 265–272. https://doi.org/10.1016/j.radphyschem.2016.09.008 DOI: https://doi.org/10.1016/j.radphyschem.2016.09.008
Kosowska, M., Majcher, M. A., & Fortuna, T. (2017). Volatile compounds in meat and meat products. Food Science and Technology, 37(1), 1–7. https://doi.org/10.1590/1678-457X.08416 DOI: https://doi.org/10.1590/1678-457x.08416
Kuswari, H., Afendi, F. M., & Notodiputro, K. A. (2020). Metode analisis diskriminan kuadrat terkecil parsial untuk klasifikasi segmen loyalitas konsumen susu pertumbuhan. Indonesian Journal of Statistics and Its Applications, 4(2), 284–295. DOI: https://doi.org/10.29244/ijsa.v4i2.586
Li, H., Lu, X., Pang, C., Liang, R., Pan, S., Wei, F., & Guo, X. (2025). The characterization of physico-chemical, nutritional, and flavor properties of bovine hide gelatin prepared from different raw materials. Foods, 14(17), 2941. https://doi.org/10.3390/foods14172941 DOI: https://doi.org/10.3390/foods14172941
Liu, L., Liu, C., Dou, S., & Dong, L. (2023). Volatile metabolite profiling of linolenic acid oxidation in the heating process. Food Science and Technology, 43, e121622. https://doi.org/10.1590/fst.121622 DOI: https://doi.org/10.1590/fst.121622
https://www.reportlinker.com/report-summary/ search/726438?keywords=Gelatin+Export
Lytou, A. E., Panagou, E. Z., & Nychas, G. J. E. (2019). Volatilomics for food quality and authentication. Current Opinion in Food Science, 28, 88–95. https://doi.org/10.1016/j.cofs.2019.10.003 DOI: https://doi.org/10.1016/j.cofs.2019.10.003
Ma, R., Liu, X., Tian, H., Han, B., Li, Y., Tang, C., Zhu, K., Li, C., & Meng, Y. (2020). Odor-active volatile compounds profile of triploid rainbow trout with different marketable sizes. Aquaculture Reports, 17, 100312. https://doi.org/10.1016/j.aqrep.2020.100312 DOI: https://doi.org/10.1016/j.aqrep.2020.100312
Mariano Jr, E., & Kim, Y. H. (2023). A review on the applicability of conventional meat authentication methods to cultured meat. Food Science of Animal Resources, 43(6), 1055–1071. https://doi.org/10.5851/kosfa.2023.e48 DOI: https://doi.org/10.5851/kosfa.2023.e48
Martin, D., Joly, C., Dupas-Farrugia, C., Adt, I., Oulahal, N., & Degraeve, P. (2023). Volatilome analysis and evolution in the headspace of packed refrigerated fish. Foods, 12(14), 2657. https://doi.org/10.3390/foods12142657 DOI: https://doi.org/10.3390/foods12142657
Mendez, J., Mendoza, L., Cruz-Tirado, J. P., & Quevedo, R. (2019). Trends in application of NIR and hyperspectral imaging for food authen-ticcation. Scientia Agropecuaria, 10(1), 143–161. https://doi.org/10.17268/sci.agropecu. 2019.01.16 DOI: https://doi.org/10.17268/sci.agropecu.2019.01.16
Mezhoudi, M., Salem, A., Abdelhedi, O., Fakhfakh, N., Mabrouk, M., Khorchani, T., Debeaufort, F., Jridi, M., & Zouari, N. (2022). Development of active edible coatings based on fish gelatin enriched with Moringa oleifera extract: Application in fish (Mustelus mustelus) fillet preservation. Food Science & Nutrition, 10(11), 3979–3992. https://doi.org/10.1002/fsn3.2993 DOI: https://doi.org/10.1002/fsn3.2993
Miller, J. N., & Miller, J. C. (2000). Statistics and chemometrics for analytical chemistry (4th ed.). Pearson Education.
Montero Barrantes, M., & Acosta, O. (2020). Tuna skin gelatin production: Optimization of extraction steps and process scale-up. CYTA – Journal of Food, 18(1), 580–590. https://doi.org/10.1080/19476337.2020.1801849 DOI: https://doi.org/10.1080/19476337.2020.1801849
Nurilmala, M., Adinugraha, S. C., Jacoeb, A. M., & Susilawati, S. (2020). Evaluation of the properties of tuna skin gelatin as a hard capsule material. Fisheries Science, 86(5), 1–8. https:// doi.org/10.1007/s12562-020-01457-7 DOI: https://doi.org/10.1007/s12562-020-01457-7
Nurilmala, M., & Nasirullah, M. T. (2021). Karak-teristik fisik-kimia gelatin dari kulit ikan patin, ikan nila, dan ikan tuna. Jurnal Perikanan, 23(1), 71–80. https://doi.org/10.22146/jfs.59960 DOI: https://doi.org/10.22146/jfs.59960
Nugraha, I. M., Prayascita, P. W., Dwidhanata, I. M., Putra, I. P., Cahyani, N. K., & Samirana, P. O. (2020). Identifikasi senyawa volatil kulit ari biji kopi (Coffea robusta) guna optimalisasi keber-manfaatan. Jurnal Farmasi Udayana, 9(2), 100–109. https://doi.org/10.24843/JFU.2020.v09.i02.p08 DOI: https://doi.org/10.24843/JFU.2020.v09.i02.p05
Panjaitan, T. F. C. (2023). Optimasi ekstraksi gelatin dari tulang ikan tuna (Thunnus albacares). Wiyata, 3(1). https://doi.org/10.56710/wiyata.v3i1.65
Pavlidis, D. E., Mallouchos, A., Ercolini, D., Panagou, E. Z., & Nychas, G. J. E. (2019). A volatilomics approach for off-line discrimination of minced beef and pork meat and their admixture using HS-SPME GC/MS in tandem with multivariate data analysis. Meat Science, 151, 43–53. https://doi.org/10.1016/j.meatsci.2019.01.003 DOI: https://doi.org/10.1016/j.meatsci.2019.01.003
Pranata, A. W., Yuliana, N. D., Amalia, L., & Darmawan, N. (2021). Volatilomics for halal and non-halal meatball authentication using solid-phase microextraction–gas chromatography–mass spectrometry. Arabian Journal of Che-mistry, 14(5), 103146. https://doi.org/10.1016/j. arabjc.2021.103146 DOI: https://doi.org/10.1016/j.arabjc.2021.103146
Pratama, R. I., Rostini, I., & Lviawaty, E. (2018). Volatile components of raw Patin Catfish (Pa-ngasius hypophthalmus) and Nile Tilapia (Oreo-chromis niloticus). IOP Conference Series: Earth and Environmental Science, 176(1). https:// doi.org/10.1088/1755-1315/176/1/012040 DOI: https://doi.org/10.1088/1755-1315/176/1/012040
Pratiwi, D. E., & Harjoko, A. (2023). Implementasi pengenalan wajah menggunakan PCA (Principal Component Analysis). Indonesian Journal of Electronics and Instrumentation System, 3(2), 175–184. https://doi.org/10.22146/ijeis.3892
ReportLinker. (2022, May 10). Global Gelatin Market to Reach 860.6 Thousand Metric Tons by the Year 2027 [Press release].
GlobeNewswire. Diakses dari https://www.globenewswire.com/ news-release/2022/05/10/2439374/0/en/Global-Gelatin-Market-to-Reach-860-6-Thousand-Metric-Tons-by-the-Year-2027.html
Sae-leaw, T., & Benjakul, S. (2015). Physico-chemical properties and fishy odour of gelatin from seabass (Lates calcarifer) skin stored in ice. Food Bioscience, 10, 59–68. https://doi.org/10.1016/j.fbio.2015.01.001 DOI: https://doi.org/10.1016/j.fbio.2015.02.002
Sipahelut, S. G. (2019). Perbandingan komponen aktif minyak atsiri dari daging buah pala kering cabinet dryer melalui metode distilasi air dan air-uap. Agritekno: Jurnal Teknologi Pertanian, 8(1), 8–13. https://doi.org/10.30598/jagritekno.2019.8.1.8 DOI: https://doi.org/10.30598/jagritekno.2019.8.1.8
Song, X., Canellas, E., & Nerin, C. (2021). Screening of volatile decay markers of minced pork by headspace-solid phase microextraction–gas chromatography–mass spectrometry and chemometrics. Food Chemistry, 342, 128341. https://doi.org/10.1016/j.foodchem.2020.128341 DOI: https://doi.org/10.1016/j.foodchem.2020.128341
Tukiran, N. A., Ismail, A., Mustafa, S., & Hamid, M. (2016). Determination of porcine gelatin in edible bird's nest by competitive indirect ELISA based on anti-peptide polyclonal antibody. Food Control, 59, 561–566. https://doi.org/10.1016/j.foodcont.2015.06.039 DOI: https://doi.org/10.1016/j.foodcont.2015.06.039
Usman, M., Sahar, A., Inam-Ur-Raheem, M., Rahman, U. ur, Sameen, A., & Aadil, R. M. (2022). Gelatin extraction from fish waste and potential applications in food sector. International Journal of Food Science and Technology, 57(1), 154–163. https://doi.org/10.1111/ijfs.15286 DOI: https://doi.org/10.1111/ijfs.15286
Wang, Y., Wu, C., Jia, H., Mráz, J., Zhao, R., Li, S., Dong, X., & Pan, J. (2023). Modified structural and functional properties of fish gelatin by glycosylation with galacto-oligosaccharides. Foods, 12, 2828. https://doi.org/10.3390/foods12152828 DOI: https://doi.org/10.3390/foods12152828
Watanabe, A., Kamada, G., Imanari, M., Shiba, N., Yonai, M., & Muramoto, T. (2015). Effect of aging on volatile compounds in cooked beef. Meat Science, 107, 12–19. https://doi.org/10.1016/j.meatsci.2015.04.004 DOI: https://doi.org/10.1016/j.meatsci.2015.04.004
Worley, B., & Powers, R. (2016). PCA as a practical indicator of OPLS-DA model reliability. Current Metabolomics, 4(2), 97–103. https://doi.org/10.2174/2213235X04666160613122429 DOI: https://doi.org/10.2174/2213235X04666160613122429
Xu, J., Zhang, Y., Yan, F., Tang, Y., Yu, B., Chen, B., Lu, L., Yuan, L., Wu, Z., & Chen, H. (2023). Monitoring changes in the volatile compounds of tea made from summer tea leaves by GC-IMS and HS-SPME-GC-MS. Foods, 12(1), 146. https://doi.org/10.3390/foods12010146 DOI: https://doi.org/10.3390/foods12010146
Yulia, M., Iriani, R., Suhandy, D., Waluyo, S., & Sugianti, C. (2017). Studi penggunaan UV-Vis spectroscopy dan kemometrika untuk meng-identifikasi pemalsuan kopi Arabika dan Robusta secara cepat. Jurnal Teknik Pertanian Lampung, 6(1). https://doi.org/10.23960/jtep-l.v6i1.%p
Zhang, Y., Ma, X., & Dai, Z. (2019). Comparison of nonvolatile and volatile compounds in raw, cooked, and canned yellowfin tuna (Thunnus albacares). Journal of Food Processing and Preservation, 43(10), e14111. https://doi.org/10.1111/jfpp.14111 DOI: https://doi.org/10.1111/jfpp.14111
Zilhadia, Kusumaningrum, F., Betha, O. S., & Supandi. (2018). Diferensiasi gelatin sapi dan gelatin babi pada gummy vitamin C mengguna-kan metode kombinasi spektroskopi fourier transform infrared (FTIR) dan principal compo-nent analysis (PCA). Pharmaceutical Sciences and Research, 5(2), 90–96. https://doi.org/10.7454/psr.v5i2.3709 DOI: https://doi.org/10.7454/psr.v5i2.4013
Zhao, J., Wang, M., Xie, J., Zhao, M., Hou, L., Liang, J., Wang, S., & Cheng, J. (2017). Volatile flavor constituents in the pork broth of black-pig. Food Chemistry, 226, 51–60. https://doi.org/10.1016/j.foodchem.2017.01.011 DOI: https://doi.org/10.1016/j.foodchem.2017.01.011
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