Studi In-Silico: Identifikasi Tandem Repetitive Sequence Genom Ganoderma boninense Strain G3 sebagai Data Dasar Pengembangan Sistem Berbasis Data Molekuler Pengendalian Penyakit Busuk Pangkal Batang

In-Silico Study: Identification Of Tandem Repetitive Sequence On The Genome Of Ganoderma boninense Strain G3 As Fundamental Data For The Development Of Disease Management Of Basal Stem Rot Based On Molecular Data

Authors

  • Arya Widyawan Program Studi Ilmu Pertanian, Fakultas Pertanian, Universitas Rokania, di Jalan Raya Pasir Pengaraian, Km 15, Desa Langkitin, Kecamatan Rambah Samo, Kabupaten Rokan Hulu, Provinsi Riau, Indonesia
  • Purnama Wirawan Program Studi Ilmu Pertanian, Fakultas Pertanian, Universitas Rokania, di Jalan Raya Pasir Pengaraian, Km 15, Desa Langkitin, Kecamatan Rambah Samo, Kabupaten Rokan Hulu, Provinsi Riau, Indonesia

DOI:

https://doi.org/10.21111/agrotech.v12i01.4

Keywords:

Ganoderma boninense, genomic variability, in silico analysis, molecular markers, tandem repeat

Abstract

An in silico analysis was conducted on the genome of Ganoderma boninense strain G3 to identify tandem repeat sequences (TRSs), which are known to play important roles in pathogenicity, genome plasticity, and environmental adaptation. A total of 5.176 TRSs were detected, spanning motif sizes ranging from 1 to 285 bp and displaying substantial variation in copy number (1.8–52 copies). Most loci exhibited high internal sequence conservation, as reflected by an average nucleotide match of 89.3% and a median indel frequency of 0%, indicating that many repeat arrays remain structurally stable and may be maintained by functional or evolutionary constraints. In contrast, a subset of loci showed elevated indel levels and pronounced repeat expansions, suggesting the presence of hypervariable minisatellite-like regions with potential utility for high-resolution genotyping. Entropy values were generally high (mean 1.65), signifying that many TRS motifs possess balanced nucleotide compositions rather than simple low-complexity repeats. Collectively, these findings reveal a structurally diverse TRS landscape in G. boninense strain G3 encompassing both conserved and dynamic repeat families that likely contribute to genomic variability. The identified hypervariable TRSs represent promising candidates for the development of molecular markers to support population, epidemiological, and ecological studies of this economically important pathogen.

References

Badet, T., & Croll, D. (2025). Phylogenomic signatures of repeat-induced point mutations across the fungal kingdom. PLOS Biology, 23(1), e3003433. https://doi.org/10.1371/journal.pbio.3003433

Benson, G. (1999). Tandem repeat finder: a program to anlayze DNA sequence. Nucleic Acid Res. 27 (2), 573-580.

Breton, F., Hasan, Y., Lubis, Z., & de Franqueville, H. (2006). Characterization of parameters for the development of an early screening test for basal stem rot tolerance in oil palm progenies. J. Oil Palm Res. 24-36.

Corre, E., Gladieux, P., Ojeda, D. I., Debuchy, R., & Hood, M. E. (2025). Ancestral and recent bursts of transposition shaped the rust fungi genomes. BMC Genomics, 26, 11726. https://doi.org/10.1186/s12864-025-11726-3

Durand-Gasselin, T., Asmady, H., Flori, A., Jacquemard, J. C., Hayun, Z., Breton, F., et al. (2005). Possible sources of genetic resistance in oil palm (Elaeis guineensis jacq.) to basal stem rot caused by Ganoderma boninense- prospects for future breeding. Mycopathol 159, 93–100. doi: 10.1007/s11046-004-4429-1

Idris, A., Kushairi, A., Ismail, S., & Ariffin, D. (2004). Selection for partial resistance in oil palm progenies to Ganoderma basal stem rot. J. Oil Palm Res. 16, 12 – 18.

Khoo YW & Chong KP (2023) Ganoderma boninense: general characteristics of pathogenicity and methods of control. Front. Plant Sci. 14:1156869. doi: 10.3389/fpls.2023.1156869

Li, Q.; Zhang, T.; Li, L.; Bao, Z.; Tu, W.; Xiang, P.; Wu, Q.; Li, P.; Cao, M.; Huang, W. (2022) Comparative Mitogenomic Analysis Reveals Intraspecific, Interspecific Variations and Genetic Diversity of Medical Fungus Ganoderma. J. Fungi, 8, 781. https://doi.org/10.3390/jof8080781

Lu J, Qin C, Huo S, Wang H, Norvienyeku J, Miao W and Liu W (2025) Characterization of Ganoderma pseudoferreum mitogenome revealed a remarkable evolution in genome size and composition of protein-coding genes. Front. Plant Sci. 16, 1532782. doi: 10.3389/fpls.2025.1532782

Mercière, M., Boulord, R., Carasco-Lacombe, C., Klopp, C., Lee, Y. P., Tan, J. S., et al. (2017). About Ganoderma boninense in oil palm plantations of Sumatra and peninsular Malaysia: ancient population expansion, extensive gene flow and large scale dispersion ability. Fungal Biol. 121, 529–540. doi: 10.1016/j.funbio.2017.01.001

Midot, F., S.Y.L. Lau, W.C. Wong, H.J. Tung, M.L. Yap, M.L. Lo, M.S. Jee, S.P. Dom, & L. Melling (2019) Genetic Diversity and Demographic History of Ganoderma boninense in Oil Palm Plantations of Sarawak, Malaysia Inferred from ITS Regions. Microorganism 7, 464, 1-17.

Moncalvo, J. M. (2000). Systematics of ganoderma. Eds. J. Flood, P. D. Bridge & M. Holderness (Wallingford, UK: CABI Publishing), 23–45. doi: 10.1079/ 9780851993881.0023

Naidu, Y., Siddiqui, Y., Rafii, M. Y., Saud, H. M., & Idris, A. S. (2017). Investigating the effect of white-rot hymenomycetes biodegradation on basal stem rot infected oil palm wood blocks: biochemical and anatomical characterization. Ind. Crops Prod. 108, 872–882. doi: 10.1016/j.indcrop.2017.08.064

Paterson, R.R.M. (2019). Ganoderma boninense disease deduced from simulation modelling with large data sets of future Malaysian oil palm climate. Phytoparasitica, 47, 255–262.

Pilotti, C. A., Killah, G., Rama, D., Gorea, E. A., & Mudge, A. M. (2021). A preliminary study to identify and distinguish southern tropical populations of Ganoderma boninense from oil palm via mating assays, sequence data, and microsatellite markers. Mycologia, 113, 574–585. doi: 10.1080/00275514.2020.18586r87

Pilotti, C.A. (2005). Stem rots of oil palm caused by Ganoderma boninense: Pathogen biology and epidemiology. Mycopathologia, 159, 129–137.

Purba, A., R. Hayati, L.A.P. Putri, D. Chalil, D. Afandi, I.

Syahputra, & M. Basyuni. (2020). Genetic diversity and structure of Ganoderma boninense isolates from oil palm and other plantation crops. Biodiversitas, 21, 451 – 456.

Razali, N.M., B.H. Cheah, & K. Nadarajah (2019). Transposable Elements Adaptive Role in Genome Plasticity, Pathogenicity and Evolution in Fungal Phytopathogens. Int. J. Mol. Sci., 20, 3597; doi:10.3390/ijms20143597

Rolph, H., Wijesekara, R., Lardner, R., Abdullah, F., Kirk, P. M., Holderness, M. (2000). Molecular variation in Ganoderma isolates from oil palm, coconut and betelnut. Eds. J. Flood, P. D. Bridge & M. Holderness Wallingford, UK: CABI Publishing, 205–221. doi: 10.1079/9780851993881.0205

Sauters, T. J. C. (2025). Patterns and mechanisms of fungal genome plasticity. Current Biology, 35(4), R165–R176. https://doi.org/10.1016/j.cub.2024.12.034

Tisné, S., M. Denis, D. Cros, V. Pomiès, V. Riou. (2015). Mixed model approach for IBD-based QTL mapping in a complex oil palm pedigree. BMC Genomics, 16: 798.

Tsushima, A. P. Gan, N. Kumakura, M. Narusaka, Y. Takano, Y. Narusaka, & K. Shirasu. (2019). Genomic Plasticity mediated by transposable elements in the plant pathogenic fungus colletotrichum higginsianum. Genome Biol. Evol., 11(5),1487–1500. doi:10.1093/gbe/evz087

Utomo, C., Z.A. Tanjung, R. Aditama, A.D.M. Pratomo, R.F.N. Buana, H.S.G. Putra, R.

Tryono, & T. Liwang (2024) Whole genome sequencing of Ganoderma boninense, the causal agent of basal stem rot disease in oil palm, via combined short and long read sequencing. Scie. Report 14, 10520]

Vanheule, A., Audenaert, K., & Van de Wiele, T. (2021). Transposable elements as drivers of fungal genome evolution and adaptation. Fungal Biology Reviews, 35, 1–15. https://doi.org/10.1016/j.fbr.2020.11.001

Wening, S., Rahmadi, H. Y., Arif, M., Supena, N., Siregar, H. A., Prasetyo, A. E. (2016). “Construction of Ganoderma resistant oil palm planting material,” in 6th IOPRI-MPOB International Seminar: Current research and management of pests, Ganoderma, and pollination in oil palm for higher productivity,Medan, North Sumatera Indonesia. Indonesian Oil Palm Research Institute, 1–14.

Wong, W. C., H. J. Tung, M.N. Fadhilah, F. Midot, S. Y. L. Lau, L. Melling, S. Astari, Đ. Hadziabdic, R. N. Trigiano, Y. K. Goh, & K. J. Goh, (2022) Evidence for high gene flow, nonrandom mating, and genetic bottlenecks of Ganoderma boninense infecting oil palm (Elaeis guineensis Jacq.) plantations in Malaysia and Indonesia. Mycologia, 144 (6), 947 – 963.

Wong, W.C., H. J. Tung, M. Nurul Fadhilah, F. Midot, S. Y. L. Lau, L. Melling, S. Astari, Đ. Hadziabdic, R. N. Trigiano, K. J.

Goh & Y. K. Goh (2021) Genetic diversity and gene flow amongst admixed populations of Ganoderma boninense, causal agent of basal stem rot in African oil palm (Elaeis guineensis Jacq.) in Sarawak (Malaysia), Peninsular Malaysia, and Sumatra (Indonesia). Mycologia, 113 (5), 902-917

Yuan, J., X. Zhang, J. Xiang, M. Wang, Y. Sun, C. Liu, S. Li, Y. Yu, Y. Gao, F. Liu, X. Zhang, J. Kong, G. Fan, C. Zhang, L. Feng & L. Fuhua (2021). Simple sequence repeats drive genome plasticity and promote adaptive evolution in penaeid shrimp. Communication Biology 4, 186, 1 – 14.

Zhang, Y., Li, Z., Wang, Y., & Xu, J. (2023). Genome-wide analysis of simple sequence repeats reveals high polymorphism and evolutionary dynamics in fungal pathogens. Frontiers in Microbiology, 14, 1189042. https://doi.org/10.3389/fmicb.2023.1189042

Zhou, K. A. Aertsen, & C.W. Michiels (2013) The role of variable DNA tandem repeats in bacterial adaptation. FEMS Microbiol. Rev., 38, 119–141

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Submitted

2026-03-04

Accepted

2026-06-04

Published

2026-06-20

How to Cite

Widyawan, A., & Wirawan, P. (2026). Studi In-Silico: Identifikasi Tandem Repetitive Sequence Genom Ganoderma boninense Strain G3 sebagai Data Dasar Pengembangan Sistem Berbasis Data Molekuler Pengendalian Penyakit Busuk Pangkal Batang: In-Silico Study: Identification Of Tandem Repetitive Sequence On The Genome Of Ganoderma boninense Strain G3 As Fundamental Data For The Development Of Disease Management Of Basal Stem Rot Based On Molecular Data. Gontor Agrotech Science Journal, 12(01), 23–32. https://doi.org/10.21111/agrotech.v12i01.4

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