Judul: Pengaruh Pencilan Pada Pohon Regresi
Abstrak: Metode paIlon regresi adalah salah satu metode klasiftkasi yang memiliki peubah respon kontinu yang berlandaskan pada penguraian keragaman peubah respon. Jib ada amatan pencilan pada peuhah respon maka peubah penjelas tersebut menjadi sensitif. Selain pabon regresi masih ada teknik-teknik segmentasi yang lain, salah satunya adaJah regrc:si bertaIar. dimana proses penyeleksian peubah-peubah penjelas yang berpengaruh terhadap peubah respon dilakukan secara bertahap.
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Judul: Penerapan Metode Pohon Regresi Dan Prosedur Regresi Bertatar Untuk Segmentasi Data
Abstrak: Metode regresi berstruktur pohon merupakan suatu teknik statistika dependence methods yang penggunaannya untuk segmentasi akhir-akhir ini semakin lnas. Cara kerja dari metode pohon regresi ini hampir serupa dengan prosedur regresi bertatar, dimana proses penyeleksian peubah-peubah penjelas yang berpengaruh terhadap penbah respon dilakukan secara bertahap. Salah satu perbedaan dari kedua metode ini adalah bahwa analisis regresi bertatar dalam setiap tahapnya tidak melakukan pemilahan terhadap data berdasarkan peubah yang muncui pada tahap tersebut, sehingga analisis ini tidak memberikan informasi yang berarti untuk segmentasi data. Namun demikian, analisis regresi bertatar dalam setiap tahapnya dilengkapi dengan suatu persamaan regresi, dimana hal ini penting artinya untuk mengetahui sejauh mana keterkaltan struktural antara peubahpeubah penjelas terhadap peubah respon, dan hal ini tidak bisa didapatkan melalui metode pohon regresi.
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Judul: Extracellular Expression of thermostable Geobacillus stearothermophilus T1.2RQ Lipase for Biodiesel Production
Abstrak: The extracellular expression of enzymes in an excellent secretion host such as Bacillus subtilis is a useful strategy for making enzymes of industrial significance more affordable by lowering the cost of its downstream processing. Lipases are a category of hydrolases that catalyze the hydrolysis of triglycerides to glycerol and free fatty acids. Also, lipases catalyze the hydrolysis and transesterification of other esters as well as the synthesis of esters. They can perform very specific biotransformation reactions and are widely used in food, organic synthesis, detergents, cosmetic, and pharmaceutical industries. Geobacillus stearothermophilus T1.2RQ lipase is an industrially-desired thermostable lipolytic enzyme with an excellent hydrolytic and transesterification activity. This study aimed to express T1.2RQ lipase, in B. subtilis WB800 and ensure its secretion into the extracellular medium. Three signal peptides (AmyQ, Epr, LipA) and two promoters (Pgrac01 and Pgrac100) were used in the secretory-expression of T1.2RQ lipase, based on five constructed expression vectors constructed by restriction cloning and PCR mutagenesis. Sangers sequencing was used to verify constructs to ensure they are in the correct reading frame. Recombinants vectors, pHT43 (plasmid control), pHT43-T1.2RQ, pHT43- T1.2RQ_AmyQ, pHT43-T1.2RQ_Epr, and pHT43-T1.2RQ_LipA, were transformed by electroporation into Bacillus subtilis WB800. The electroporation was successful with the optimum condition of 2500V, 200 ohms, 25µF, and 5milliseconds. Recombinant B. subtilis pHT43 (negative control) and pHT43-T1.2RQlip + signal peptides were streaked on the lipidic agar, LA+TBN. All four recombinants, including the negative control (B. subtilis WB800-pHT43), produced clear zones on the TBN agar plate after overnight incubation (fig 2), indicating the presence of a lipolytic enzyme in all of the recombinant B. subtilis cells. pHT43-T1.2RQlip + signal peptides (AmyQ, Epr, and LipA) have clear zones with significantly higher diameters than B. subtilis WB800-pHT43 (negative control). This phenomenon suggests that the recombinant thermostable lipase T1.2RQ introduced into these cells was successfully expressed, thereby increasing the lipolytic capability of its host cells T1.2RQ lipase was expressed in 50ml terrific broth medium (TB) and the expression induced with 1mM IPTG. Lipase activity assay using p-nitrophenyl esters showed that all three signal peptides directed the secretion of T1.2RQ lipase into the extracellular medium. Signal peptide, LipA, resulted in the highest extracellular activity of 5.6 U/mL, which corresponds to a 6-fold increase over the parent B. subtilis WB800 strain. Meanwhile, signal peptides, AmyQ and Epr produced 4.2 U/mL and 3.4 U/mL activity respectively. SDS-Zymogram analysis confirmed that T1.2RQ lipase was correctly processed and secreted in its original size of 44 kDa. An attempt to further increase lipase expression level by promoter optimization showed that, contrary to expectation, promoter Pgrac100 exhibited similar expression levels as the original Pgrac01. Nevertheless, the demonstration of the successful secretion of T1.2RQ lipase in this work confirms the latter as a promising approach for the industrial production of the enzyme
Keyword: Bacillus subtilis, Expression, Extracellular, Heterologous, Lipase, Thermostable