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Comparative Volatilomic Profiling of Beef and Pork Sausages Using HS-GCMS and Chemometric Analysis

Indonesian Journal of Halal Research · Vol. 8 No. 1 (2026) · hlm. 68–85

DOI
10.15575/ijhar.v8i1.44234
ISSN
2657-0165, 2656-3754
Terbit
2026-02-28
Penerbit
UIN Sunan Gunung Djati Bandung
Bahasa
eng
Lisensi
creativecommons.org/licenses/by-sa/4.0

Abstrak

Verifying the species origin of processed meat is important for both genuineness and halal compliance. This study aims to identify volatile organic compounds (VOCs) in fresh and processed meat using a volatilomic metabolomics approach. Fresh beef, fresh pork, beef sausage, and pork sausage are collected from supermarkets. For sample preparation, each meat sample was homogenized in phosphate buffer and placed in headspace vials. The VOCs were analyzed with HS-GCMS, and principal component analysis (PCA) was used to interpret the data. Fresh beef contained 50 volatile compounds, while fresh pork had 30. Beef sausage, pork sausage, and mixed beef–pork sausages (25:75 and 50:50) contained 41, 30, 38, and 50 volatile compounds, respectively. PCA results showed clear differences between beef and pork based on their chemical profiles. Hexanal and 1-octen-3-ol were strong indicators of pork, while nonanal, octanal, and benzaldehyde were typical for beef. In sausages, PC1 separated pork and beef by the types of volatile compounds from fat compared to those from protein or heme. PC2 reflected the phenolic and terpene compounds from smoke seasonings. Some VOCs, like n-hexane and N-tert-butylhydroxylamine, are commonly used in pork sausage production. The VOC profiles of mixed sausages depended on the beef-to-pork ratio. Some markers were present only in small amounts; for example, 1-octen-3-ol was detected only in the 25:75 mixture, and benzaldehyde was detected only in the 50:50 mixture. These results show that species-specific volatile compounds can still be detected in mixed sausage samples, supporting the use of volatilomics to detect adulteration.

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  • Syarif Hidayatullah State Islamic University Jakarta
  • National Nuclear Energy Agency of Indonesia
  • Bandung Institute of Technology
  • Universitas Mathla'ul Anwar Banten
  • Sunan Kalijaga State Islamic University Yogyakarta
  • University of Indonesia
  • Indonesia Defense University
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  • Organisasi berbeda
  • Organisasi sama
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Tampilkan sebagai tabel
Rekan penulisOrganisasiArtikel bersama
Dede SukandarSyarif Hidayatullah State Islamic University Jakarta7
Tarso RudianaUniversitas Mathla'ul Anwar Banten5
Irawan SugoroNational Nuclear Energy Agency of Indonesia3
Anna MuawanahSyarif Hidayatullah State Islamic University Jakarta2
Siti NurbaytiSyarif Hidayatullah State Islamic University Jakarta2
La Ode SumarlinSyarif Hidayatullah State Islamic University Jakarta1
Fuady HaniefSyarif Hidayatullah State Islamic University Jakarta1
Asih Widi WisudawatiSunan Kalijaga State Islamic University Yogyakarta1
Muhammad Ihda H.L. ZeinSyarif Hidayatullah State Islamic University Jakarta1
Abdul MutalibPadjadjaran University1
Yahdiana HarahapIndonesia Defense University1
Sunarhadijoso SoenarjoNational Nuclear Energy Agency of Indonesia1
Ratna Dini HaryuniNational Nuclear Energy Agency of Indonesia1
Anton BahtiarUniversity of Indonesia1
Martalena RamliNational Nuclear Energy Agency of Indonesia1
C.N. ArdiyatnoNational Nuclear Energy Agency of Indonesia1
Veronika Yulianti SusiloNational Nuclear Energy Agency of Indonesia1
D. HaffidNational Nuclear Energy Agency of Indonesia1
Ikmalia IkmaliaSyarif Hidayatullah State Islamic University Jakarta1
Emi LestariSyarif Hidayatullah State Islamic University Jakarta1
Rizkina HarahapSyarif Hidayatullah State Islamic University Jakarta1
Mirzan Thabrani RazzakSyarif Hidayatullah State Islamic University Jakarta1
Priyambodo PriyambodoSyarif Hidayatullah State Islamic University Jakarta1
Septyani NurichawatiSyarif Hidayatullah State Islamic University Jakarta1
Pingkan AditiawatiBandung Institute of Technology1
Dwiwahju SasongkoBandung Institute of Technology1
Dea Rizky IndrianiBandung Institute of Technology1
ROBIATUL ADAWIYAHUniversitas Nurul Jadid1
Prita WardhaniSyarif Hidayatullah State Islamic University Jakarta1
Imamah Al MabrurSyarif Hidayatullah State Islamic University Jakarta1
Cut Dhien K MeutiaSyarif Hidayatullah State Islamic University Jakarta1
Hilman AffandiSoutheast Asian Regional Centre for Tropical Biology1
Thamzil LasSyarif Hidayatullah State Islamic University Jakarta1
Farhat EtriyaSyarif Hidayatullah State Islamic University Jakarta1
Eddy JusufIndonesian Institute of Sciences1
M. Hero ShiddiqiSyarif Hidayatullah State Islamic University Jakarta1

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Sumber metadata: OAI-PMH (metadata jurnal) https://journal.uinsgd.ac.id/index.php/ijhar/oai, pertama di-harvest 7 Nov 2026, terakhir terlihat 8 Nov 2026.
Metadata asli (oai_dc)
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	<dc:title xml:lang="en-US">Comparative Volatilomic Profiling of Beef and Pork Sausages Using HS-GCMS and Chemometric Analysis</dc:title>
	<dc:creator>Hermanto, Sandra</dc:creator>
	<dc:creator>Fathoni, Ahmad</dc:creator>
	<dc:creator>Siregar, Barita Juliano</dc:creator>
	<dc:creator>Alfarus, Denny</dc:creator>
	<dc:subject xml:lang="en-US">volatile organic compounds</dc:subject>
	<dc:subject xml:lang="en-US">sausage</dc:subject>
	<dc:subject xml:lang="en-US">meat adulteration</dc:subject>
	<dc:subject xml:lang="en-US">HS-GCMS</dc:subject>
	<dc:subject xml:lang="en-US">chemometric analysis</dc:subject>
	<dc:description xml:lang="en-US">Verifying the species origin of processed meat is important for both genuineness and halal compliance. This study aims to identify volatile organic compounds (VOCs) in fresh and processed meat using a volatilomic metabolomics approach. Fresh beef, fresh pork, beef sausage, and pork sausage are collected from supermarkets. For sample preparation, each meat sample was homogenized in phosphate buffer and placed in headspace vials. The VOCs were analyzed with HS-GCMS, and principal component analysis (PCA) was used to interpret the data. Fresh beef contained 50 volatile compounds, while fresh pork had 30. Beef sausage, pork sausage, and mixed beef–pork sausages (25:75 and 50:50) contained 41, 30, 38, and 50 volatile compounds, respectively. PCA results showed clear differences between beef and pork based on their chemical profiles. Hexanal and 1-octen-3-ol were strong indicators of pork, while nonanal, octanal, and benzaldehyde were typical for beef. In sausages, PC1 separated pork and beef by the types of volatile compounds from fat compared to those from protein or heme. PC2 reflected the phenolic and terpene compounds from smoke seasonings. Some VOCs, like n-hexane and N-tert-butylhydroxylamine, are commonly used in pork sausage production. The VOC profiles of mixed sausages depended on the beef-to-pork ratio. Some markers were present only in small amounts; for example, 1-octen-3-ol was detected only in the 25:75 mixture, and benzaldehyde was detected only in the 50:50 mixture. These results show that species-specific volatile compounds can still be detected in mixed sausage samples, supporting the use of volatilomics to detect adulteration.</dc:description>
	<dc:publisher xml:lang="en-US">UIN Sunan Gunung Djati Bandung</dc:publisher>
	<dc:date>2026-02-28</dc:date>
	<dc:type>info:eu-repo/semantics/article</dc:type>
	<dc:type>info:eu-repo/semantics/publishedVersion</dc:type>
	<dc:format>application/pdf</dc:format>
	<dc:identifier>https://journal.uinsgd.ac.id/index.php/ijhar/article/view/44234</dc:identifier>
	<dc:identifier>10.15575/ijhar.v8i1.44234</dc:identifier>
	<dc:source xml:lang="en-US">Indonesian Journal of Halal Research; Vol. 8 No. 1 (2026): February; 68-85</dc:source>
	<dc:source>2657-0165</dc:source>
	<dc:source>2656-3754</dc:source>
	<dc:language>eng</dc:language>
	<dc:relation>https://journal.uinsgd.ac.id/index.php/ijhar/article/view/44234/16615</dc:relation>
	<dc:rights xml:lang="en-US">Copyright (c) 2026 Author</dc:rights>
	<dc:rights xml:lang="en-US">https://creativecommons.org/licenses/by-sa/4.0</dc:rights>
</oai_dc:dc>