Abstract
Catfish (Clarias magur) is a popular freshwater fish food worldwide. The processing of this fish generates a significant amount of waste, mainly in the form of viscera, which constitutes around 10–12% of the fish’s total weight. This study was focused on extracting polyunsaturated fatty acid (PUFA)-rich oil from catfish viscera, aiming to enhance the extraction process and make the production of oil and handling of fish byproducts more cost-effective. The wet reduction method, a solvent-free approach, was used for extraction, with yield optimization done via the Box–Behnken design. The resulting oil was evaluated for its oxidative quality and chemical characteristics. The optimal conditions for the wet rendering process were as follows: viscera to water ratio, 1:0.5 (w/v); temperature, 90℃; and time, 20 min, yielding 12.40 g/100 g of oil. The oil extracted under optimal wet rendering conditions had quality and oxidative stability comparable to solvent extraction and fewer secondary oxidation compounds. This oil had a higher PUFA content, specifically a 4:1 ratio of omega 6 to omega 3. Such oil, derived from catfish viscera, is suitable for the food industry due to its solvent-free extraction method.
1 Introduction
Catfish is a freshwater fish popular among consumers worldwide, with a global production rate reaching 5.8 million metric tons/year in 2021 [1]. A massive increase in demand exists for catfish driven by the consumer’s need for sustainable sources of proteins and healthy lipids, low cost, and organoleptic properties [2]. Asia is the largest producer of catfish, and China is the topmost producer. The most farmed catfish for consumption are the channel catfish (Ictalurus punctatus) and the African catfish (Clarias gariepinus). The other type of catfish, Clarias magur, commonly found in South and Southeast Asia, is considered a delicacy in countries like Thailand, Indonesia, Vietnam, India, and Bangladesh [3,4]. C. magur is a relatively new species in aquaculture and has yet to be utilized by the processing industry [5]. Therefore, limited research has been conducted in developing value-added products from this fish or its processing byproducts.
Generally, fish processing generates significant quantities of waste (40–60%, based on wet weight) in the form of head, skin, scales, bones, trimmings, and viscera [6]. Typically, this waste is used to develop low-valued animal feed or fertilizers or discarded, which can contribute to environmental issues [7]. Fish processing waste, especially viscera, contains a significant amount of bioactive compounds, i.e., squalene, monounsaturated fatty acids (MUFA), and polyunsaturated fatty acids (PUFA) [8,9]. It has been reported that different species of catfish may contain 10–40% oil based on the weight of visceral biomass, with the composition including saturated and unsaturated fatty acids, omega 6, and omega 3 fatty acids [10]. Owning to their habitat in freshwater, catfish have lower levels of omega-3 fatty acids, i.e., eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA), as compared with marine fish oil [11]. While catfish still contain significant quantities of oleic acid, linoleic acid, and alpha-linolenic acid (ALA), which have been associated with numerous health benefits, including improved heart and brain health, maintained healthy skin, reduced inflammation, and lower cholesterol and triglycerides levels [12,13].
Typically, recovery of fish oil is done using various chemical solvents, enzymatic hydrolysis, supercritical fluid extraction, wet rendering, and cold pressing [14]. However, some of these methods are linked to several detriments. For instance, chemical solvent extraction can leave traces of hazardous chemicals and is not eco-friendly. Cold pressing, while solvent-free, yields very low amounts of oil. Enzymatic and supercritical fluid extraction, despite being effective, are associated with higher capital expenditures and are hence not cost-effective. Dry rendering, another solvent-free method, involves cooking the fish biomass at high temperatures without water, which can lead to the degradation of heat-sensitive nutrients and the development of off-flavors due to prolonged exposure to high heat [15]. Due to these considerations, the present research dwells on solvent-free, eco-friendly, and cost-effective methods for recovering fish oil [16,17]. In this regard, wet rendering is gaining interest, as it involves cooking fish biomass in water or steam. This method not only prevents the degradation of heat-sensitive nutrients but also minimizes the development of off-flavors, as the lower temperatures used in wet rendering are more gentle on the biomass. The oil released is easily separated from the water and other fish solids, making this process particularly efficient and environmentally friendly [18]. Taati et al. [19] found that wet rendering produced higher fish oil yields than other extraction methods, such as acid hydrolysis and solvent extraction.
Wet rendering is a simple method for fish oil extraction, but it produces relatively impure oil, which may contain residual water, protein, and contaminants. During wet rendering, several factors can affect the yield and quality of fish oil, including the ratio of water to biomass, cooking time, and temperature [20]. Studies show that varying temperatures and times significantly impact the extraction yields and quality of fish oil using the wet rendering process. For instance, using an autoclave at 121°C with a 30-min holding time optimized the oil extraction from yellowfin tuna heads, providing a balance in fatty acid content and minimizing oxidative damage [21]. Another study indicated that increasing extraction temperatures from 80 to 100°C increased oil yields from tilapia and mackerel viscera, with longer cooking times (up to 60 min) further enhancing oil recovery [22]. These variations underscore the necessity of optimizing temperature and time to maximize fish oil extraction efficiency and quality. Therefore, optimizing the cooking conditions can enhance the extraction process’s efficiency, cost-effectiveness, quality, and safety. Hence, this research aimed to optimize the wet rendering extraction to recover high-quality fish oil from catfish (C. magur) viscera. The effect of extraction on oil yield, quality, and oxidative stability was studied.
2 Materials and methods
2.1 Chemicals
Thiobarbituric acid (TBA), trichloroacetic acid (TCA), ammonium thiocyanate, ferrous chloride, and sodium hydroxide (NaOH) were purchased from Merck (Darmstadt, Germany). Solvents, including chloroform, methanol, and hexane, were obtained from Lab-Scan (Bangkok, Thailand). Supelco® 37 component FAME mix (purity 96 to 99%), 1,1,3,3-tetramethoxypropane (purity >98%), and ammonium thiocyanate (purity >98%) were procured from Sigma-Aldrich (St. Louis, MO, USA). Cumene hydroperoxide (C₆H₅C(CH₃)₂OOH) and 2-TBA (C4H4N2O2S) were obtained from Fluka Co. (Buchs, St. Gallen, Switzerland). The rest of the chemicals were obtained from Lab-Scan Ltd. (Bangkok, Thailand). All the chemicals used were of analytical grade.
2.2 Raw material
Freshly available catfish viscera (including liver and intestines) were procured from the Huatake fish market at Ladkrabang, Bangkok, Thailand. Approximately 2–3 kg of viscera was packed in polyethylene bags, placed into the polystyrene container containing ice, and transported to the faculty of the food industry, KMITL. Upon arrival, the viscera were minced using a meat grinder (Model: HR271331, Philips, Netherlands), and the minced visceral samples were used for further analysis.
2.3 Proximate composition
The proximate composition, moisture, proteins, fats, and ash were determined using the AOAC method to be 930.15, 923.03, 920.39, and 923.01, respectively [23,24].
2.4 Extraction of oil
A minced visceral sample (100 g) was used for oil extraction by wet rendering method (solvent-free extraction). The extraction conditions were optimized using the Box-Behnken design (BBD); the experimental parameters are mentioned in Table 1. Three independent variables were considered, i.e., viscera to water ratios (1:0.5, 1:1.25, and 1:2, w/v), cooking temperature (50, 85, and 120℃), and cooking time (5, 15, and 25 min). The wet rendering was performed as suggested by Dave et al. [25] with slight modifications. The extraction was carried out in a hot water bath for 50 and 85℃, and in an autoclave for 120℃. After the experimental run, the sample temperature was brought down to room temperature. The extraction mixtures were filtered using a muslin cloth and filtrated using Whatman no 1 filter paper. The filtrate was further subjected to centrifugation at 2,500 × g for 15 min, the pellets (cell debris) were discarded, and the liquid samples were transferred to a separating funnel to separate oil from an aqueous phase. The recovered oil was subjected to analysis, the excess fat was transferred to an amber bottle, and headspace was flushed using nitrogen gas and stored at −20℃. Figure 1 depicts the flowchart for the extraction process.
Runs showing various factors of response surface methodology for oil extraction using the wet rendering method obtained through BBD
| Run | Factor A, viscera:water (w/v) | Factor B, temperature (℃) | Factor C, time (min) |
|---|---|---|---|
| 1 | 1:1.25 | 85 | 15 |
| 2 | 1:1.25 | 85 | 15 |
| 3 | 1:2.00 | 85 | 5 |
| 4 | 1:2.00 | 50 | 15 |
| 5 | 1:0.50 | 85 | 25 |
| 6 | 1:1.25 | 120 | 5 |
| 7 | 1:2.00 | 85 | 25 |
| 8 | 1:1.25 | 85 | 15 |
| 9 | 1:0.50 | 85 | 5 |
| 10 | 1:1.25 | 120 | 25 |
| 11 | 1:1.25 | 50 | 5 |
| 12 | 1:0.50 | 50 | 15 |
| 13 | 1:0.50 | 120 | 15 |
| 14 | 1:1.25 | 50 | 25 |
| 15 | 1:2.00 | 120 | 15 |

Process flow diagram for oil extraction from minced visceral samples using a BBD for optimization.
The oils extracted using solvent methods, i.e., chloroform–methanol (2:1) mixture and hexane, were considered control [8].
2.5 Extraction yield
The obtained oil was used to determine the extraction yield. The extraction yield and oil recovery were calculated according to Dave et al. [25]. The yield in terms of g/100 g, wet basis, was calculated using the following formula:
The oil recovery in terms of percentage was calculated using the following formula:
2.6 Oil quality
2.6.1 Color
The color of the extracted oils was determined using a HunterLab colorimeter (LabScan® XE, Reston, VA, USA) and reported in the CIE color system (L*, a*, and b* representing lightness/brightness, redness/greenness, and yellowness/blueness, respectively) [17]. The corresponding values of a white standard were L* = 93.71, a* = −1.21, and b* = 0.48.
2.6.2 Acid value and free fatty acids (FFAs)
The acid value and FFA of the oils were estimated according to the method described by Chaijan et al. [26] with slight modifications. One gram of oil was dissolved in ten volumes of hexane. To this, two drops of phenolphthalein indicator were added and titrated against 0.02 N potassium hydroxide (KOH) solution until the pink color was obtained. The acid value was expressed as mg KOH consumed to neutralize the free acids in 1 g of oil and calculated using the following formula:
where N is the normality of KOH, V s is the volume of KOH required for the sample, V b is the volume of KOH required for blank, and W is the weight of the sample (in g).
FFA was expressed as % oleic acid present in the oil sample, calculated using the following formula:
where M w is the molecular weight.
2.7 Oxidative stability of oil
2.7.1 Peroxide value (PV)
The PV of oil was determined spectrophotometrically, as described by Bruno et al. [27], using 20 mM ferric thiocyanate as a reducing agent. A standard curve was plotted using cumene hydroperoxide at 0–50 ppm concentration, and the PV was expressed as meq O2/kg of oil sample.
2.7.2 TBA reactive substances (TBARS)
TBARS analysis was performed as described by Bruno et al. [27] and Dave et al. [23], with slight modifications. Oil (10 mg) was thoroughly mixed with 2.5 mL of a TBA reagent (0.375% TBA, 15% TCA, and 0.25 M HCl). The mixture was incubated at 95℃ for 10 min. The reaction was stopped by cooling the tubes under running water and centrifuging at 3,600 × g for 20 min at 25℃. The upper layer was collected, and absorbance was measured at 532 nm. The TBARS content of the oil was measured using a standard curve plotted with 1,1,3,3-tetraethoxypropane and expressed as mg malonaldehyde (MDA)/kg oil.
2.8 Characterization of oil
To characterize the oil, four oil samples were selected as follows: 1. The sample was selected based on the highest yield with desirable oil quality (optimized condition), 2. Run 10 was selected as a negative control, which had lower oil quality (higher acid value, higher FFA, higher PV, and higher TBARS). The oil recovered via solvent extraction, i.e., 3. chloroform:methanol (2:1, v/v), and 4. hexane was taken as a positive control.
2.8.1 Fatty acid composition
Fatty acid methyl esters (FAMEs) were prepared according to the method described by Muhammed et al. [28]. The derivatized FAMEs (1 μL) were injected into a gas chromatography (GC) (7890B series; Agilent Technologies, Santa Clara, CA, USA) equipped with a flame ionization detector and an HP 88 capillary column (J & W Scientific Column from Agilent Technologies). The GC conditions were set according to the manufacturer's instructions. Peak identification was based on the retention time of the Supelco® external standard (37 Component FAME Mix). The identified peaks were integrated and calibrated against the standard curve using Open LAB CDS software (Chem Station edition; Agilent Technologies, Santa Clara, CA, USA) [23].
2.8.2 Volatile compounds
Volatile compounds were measured using a GC-mass spectrometer (GC-MS) (HP 5890 series II; Hewlett Packard, Atlanta, GA, USA) equipped with an HP 5972 quadrupole mass detector, as outlined by Moula Ali et al. [29]. The spectra were obtained at an ionization energy of 70 eV. Ionization was performed at 250°C in electron ionization (EI) mode. The acquisition was monitored at a scanning rate of 0.220 s/scan at 25–500 amu. The ChemStation Library was used to identify volatile compounds (Library No. Wiley 275. L). The volatile compounds are expressed in abundance based on the peak area [23].
2.9 Statistical analysis
All the experiments were conducted in triplicates. BBD with three factors was used, and a second-order polynomial model was studied to calculate the F-ratio, coefficient correlation, and lack-of-fit test. The optimal conditions were extracted using the numerical optimization toolbox of Design-Expert 12.0.3. Duncan’s multiple range test enumerated the significant difference between mean values for fatty acid compositions and volatile compounds.
3 Results and discussion
The proximate composition of catfish species C. magur viscera contained 54.67% ± 0.13% moisture, 12.21% ± 0.57% proteins, 24.35% ± 0.76% fat, and 1.86% ± 0.51% ash (wet weight basis). Similar catfish species, i.e., C. magur from Kenya, were reported to contain 38.20% fat, which was relatively higher than those from Thailand [30]. The difference in total fat could be possibly due to the difference in geographical distribution and fish feed [31].
3.1 Extraction of oil
3.1.1 Second-order polynomial distribution
Catfish visceral oil recovery optimization studies were carried out using BBD. After the experimental runs, the optimal conditions were developed using software, and the oil was extracted under optimal conditions and was used for further analysis (Table 2). The results for ANOVA are shown in Table 3. The F-values of each response revealed that the quadratic model was significant (p < 0.05). The R 2 value for each response under study was >0.95 (except for color a*, b*), suggesting that more than 95% of results matched the predicted values. According to Ferreira et al. [32], a model is adequate when R 2 > 0.95. This study’s lack of fit, which measures the model’s fitness, was insignificant (p > 0.05). Therefore, the number of experiments was sufficient to determine the effects of the independent variables on catfish viscera oil yield.
Yield, recovery, color, and quality parameters of catfish viscera oils recovered using the wet rendering method
| Run | Oil yield a | Oil recovery (%) | L * | a * | b * | Δ E * | Acid value b | FFA c | PV d | TBARS e |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 11.25 ± 0.29 | 47.06 ± 0.44 | 62.17 ± 0.10 | −1.91 ± 0.02 | 19.18 ± 0.07 | 36.70 ± 0.19 | 5.23 ± 0.01 | 0.26 ± 0.04 | 0.532 ± 0.002 | 0.45 ± 0.04 |
| 2 | 11.28 ± 0.32 | 47.12 ± 0.31 | 62.15 ± 0.12 | −1.90 ± 0.01 | 19.12 ± 0.04 | 36.67 ± 0.17 | 5.26 ± 0.01 | 0.26 ± 0.04 | 0.527 ± 0.001 | 0.45 ± 0.04 |
| 3 | 6.41 ± 0.74 | 28.13 ± 1.41 | 65.11 ± 0.13 | −1.95 ± 0.03 | 19.21 ± 0.04 | 34.23 ± 0.22 | 5.25 ± 0.25 | 0.26 ± 0.01 | 0.566 ± 0.004 | 0.36 ± 0.04 |
| 4 | 5.64 ± 0.29 | 17.04 ± 0.33 | 68.19 ± 0.22 | −1.93 ± 0.04 | 19.38 ± 0.01 | 31.80 ± 0.03 | 4.95 ± 0.01 | 0.25 ± 0.05 | 0.426 ± 0.004 | 0.40 ± 0.03 |
| 5 | 11.37 ± 0.78 | 45.42 ± 0.97 | 61.44 ± 0.21 | −1.86 ± 0.02 | 19.11 ± 0.05 | 37.29 ± 0.42 | 5.24 ± 0.27 | 0.26 ± 0.01 | 0.433 ± 0.002 | 0.45 ± 0.02 |
| 6 | 7.10 ± 0.33 | 29.6 ± 0.53 | 63.21 ± 0.13 | −1.93 ± 0.03 | 19.11 ± 0.04 | 35.78 ± 0.27 | 5.41 ± 0.28 | 0.27 ± 0.01 | 0.410 ± 0.001 | 0.41 ± 0.02 |
| 7 | 8.87 ± 0.21 | 36.13 ± 0.63 | 63.23 ± 0.12 | −1.88 ± 0.04 | 19.21 ± 0.02 | 35.81 ± 0.15 | 5.42 ± 0.18 | 0.27 ± 0.05 | 0.396 ± 0.002 | 0.32 ± 0.01 |
| 8 | 11.25 ± 0.62 | 47.06 ± 0.44 | 62.16 ± 0.14 | −1.90 ± 0.02 | 19.21 ± 0.07 | 36.74 ± 0.19 | 5.21 ± 0.01 | 0.26 ± 0.04 | 0.536 ± 0.002 | 0.45 ± 0.04 |
| 9 | 7.23 ± 0.41 | 29.69 ± 0.57 | 67.23 ± 0.12 | −1.91 ± 0.03 | 19.41 ± 0.04 | 34.63 ± 0.15 | 5.11 ± 0.28 | 0.26 ± 0.01 | 0.418 ± 0.001 | 0.34 ± 0.02 |
| 10 | 10.93 ± 0.27 | 44.88 ± 0.48 | 61.21 ± 0.14 | −1.84 ± 0.04 | 19.21 ± 0.02 | 36.55 ± 0.32 | 5.44 ± 0.01 | 0.27 ± 0.04 | 0.395 ± 0.003 | 0.32 ± 0.03 |
| 11 | 3.68 ± 0.29 | 13.92 ± 0.22 | 66.24 ± 0.41 | −1.91 ± 0.03 | 19.51 ± 0.02 | 33.46 ± 0.24 | 4.83 ± 0.07 | 0.24 ± 0.03 | 0.492 ± 0.003 | 0.31 ± 0.04 |
| 12 | 7.32 ± 0.58 | 29.28 ± 0.51 | 65.24 ± 0.11 | −1.90 ± 0.02 | 19.25 ± 0.01 | 34.32 ± 0.31 | 4.83 ± 0.27 | 0.24 ± 0.01 | 0.459 ± 0.002 | 0.30 ± 0.03 |
| 13 | 11.52 ± 0.79 | 47.31 ± 1.19 | 61.21 ± 0.32 | −1.90 ± 0.01 | 19.17 ± 0.02 | 37.52 ± 0.10 | 5.25 ± 0.26 | 0.26 ± 0.01 | 0.373 ± 0.001 | 0.51 ± 0.03 |
| 14 | 6.69 ± 0.31 | 28.41 ± 0.97 | 67.12 ± 0.14 | −1.93 ± 0.04 | 19.35 ± 0.02 | 32.65 ± 0.13 | 5.25 ± 0.26 | 0.26 ± 0.01 | 0.377 ± 0.002 | 0.46 ± 0.03 |
| 15 | 9.17 ± 0.64 | 21.19 ± 0.33 | 64.11 ± 0.13 | −1.95 ± 0.03 | 19.21 ± 0.04 | 35.07 ± 0.15 | 5.34 ± 0.01 | 0.27 ± 0.04 | 0.470 ± 0.003 | 0.31 ± 0.03 |
| Optimum conditions | 12.34 ± 0.34A | 50.67 ± 0.81A | 61.48 ± 0.33A | −1.86 ± 0.03A | 19.11 ± 0.02C | 37.29 ± 0.25B | 5.44 ± 0.21B | 0.27 ± 0.02B | 0.395 ± 0.001A | 0.44 ± 0.02B |
| A | 16.68 ± 0.51B | 68.50 ± 0.73B | 77.28 ± 0.04B | −1.88 ± 0.02B | 17.86 ± 0.03A | 24.12 ± 0.13A | 2.34 ± 0.21A | 0.12 ± 0.02A | 0.366 ± 0.001A | 0.05 ± 0.02A |
| B | 13.54 ± 0.39A | 51.49 ± 0.61A | 78.11 ± 0.10B | −1.86 ± 0.03A | 18.35 ± 0.01B | 23.92 ± 0.05A | 2.21 ± 0.18A | 0.11 ± 0.01A | 0.366 ± 0.002A | 0.03 ± 0.01A |
Solvent extraction methods were positive controls, i.e., hexane and chloroform:methanol.
aOil yield in terms of g/100 g, based on wet weight; bacid value in terms of mg KOH/g of oil; cFFAs in terms of % oleic acid; dPV in terms of meq O2/kg oil; eTBARS in terms of mg MDAEq/kg of oil.
Runs 1-15, oil extracted using the wet rendering method.
Optimum condition: viscera to water ratio, 1:0.5 (w/v); temperature, 90℃; and time, 20 min.
A: Oil extracted with chloroform:methanol (2:1, v/v).
B: Oil extracted with hexane.
Mean ± SD from triplicate determinations.
Different uppercase superscripts in the same column indicate significant differences (p < 0.05) between A, B, and the optimum condition.
ANOVA and regression coefficients of the second-order polynomial model for response variables against yield, recovery, color, and quality parameters of catfish visceral oils
| Source | df | p value | F value | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Oil yield | Oil recovery | L* | Acid value | FFA | PV | TBARS | Oil yield | Oil recovery | L* | Acid value | FFA | PV | TBARS | ||
| Model | 9 | <0.0001 | <0.0001 | 0.0060 | 0.0002 | 0.0093 | 0.0001 | 0.0207 | 100.31 | 100.29 | 12.73 | 50.07 | 10.48 | 64.99 | 7.29 |
| A | 1 | 0.0005 | 0.0005 | 0.0148 | 0.0027 | 0.8394 | 0.0015 | 0.0838 | 64.00 | 64.00 | 13.30 | 30.31 | 0.0456 | 40.01 | 4.64 |
| B | 1 | <0.0001 | <0.0001 | 0.0006 | <0.0001 | 0.0007 | 0.0123 | 0.3572 | 272.35 | 272.26 | 59.01 | 269.40 | 55.25 | 14.64 | 1.03 |
| C | 1 | <0.0001 | <0.0001 | 0.0180 | 0.0006 | 0.0021 | 0.0001 | 0.0838 | 216.39 | 216.33 | 11.98 | 60.70 | 34.15 | 107.15 | 4.64 |
| AB | 1 | 0.2307 | 0.2306 | 0.5464 | 0.6778 | 0.9223 | 0.0012 | 0.0030 | 1.86 | 1.86 | 0.4180 | 0.1942 | 0.0105 | 43.93 | 28.91 |
| AC | 1 | 0.1017 | 0.1019 | 0.0870 | 0.5823 | 0.9713 | 0.0002 | 0.1057 | 4.01 | 4.00 | 4.51 | 0.3453 | 0.0014 | 88.98 | 3.89 |
| BC | 1 | 0.5255 | 0.5233 | 0.0474 | 0.0023 | 0.1269 | 0.0036 | 0.0077 | 0.4652 | 0.4704 | 6.84 | 32.83 | 3.35 | 26.40 | 18.50 |
| A² | 1 | 0.0023 | 0.0023 | 0.1318 | 0.0205 | 0.4719 | 0.0014 | 0.3369 | 32.34 | 32.31 | 3.24 | 11.16 | 0.6049 | 40.51 | 1.13 |
| B² | 1 | <0.0001 | <<0.0001 | 0.0173 | 0.0058 | 0.5230 | <0.0001 | 0.2720 | 178.63 | 178.58 | 12.25 | 21.26 | 0.4712 | 175.57 | 1.52 |
| C² | 1 | <0.0001 | <0.0001 | 0.0665 | 0.0060 | 0.5992 | 0.0003 | 0.2187 | 175.97 | 176.00 | 5.47 | 20.83 | 0.3143 | 82.25 | 1.98 |
| Lack of Fit | 3 | 0.9986 | 0.9985 | 0.2306 | 0.3094 | 0.0534 | 0.1500 | 0.1010 | 0.0086 | 0.0087 | 3.49 | 2.38 | 17.90 | 5.83 | 9.06 |
| R 2 | 0.9945 | 0.9945 | 0.9582 | 0.9227 | 0.935 | 0.9902 | 0.9902 | 0.9915 | |||||||
| Adj. R 2 | 0.9846 | 0.9846 | 0.8829 | 0.7645 | 0.7520 | 0.9725 | 0.9725 | 0.9763 | |||||||
| CV % | 3.89 | 3.89 | 1.10 | 1.53 | 1.46 | 1.47 | 1.47 | 5.48 | |||||||
A (viscera: water, w/v), B (temperature), and C (time) represent independent variables.
p-values < 0.05 indicate that model terms are significant.
F-values of each response revealed that the quadratic model was significant (p < 0.05).
Lack of fit, which measures the model’s fitness, was insignificant (p > 0.05).
3.1.2 Optimization of extraction
A numerical optimization toolbox was used to optimize the wet rendering conditions. According to the second-order polynomial equation, the optimum conditions for oil yield included viscera to water ratio, 1:0.5 (w/v); temperature, 90℃; and time, 20 min, with a desirability of 0.842. Under these conditions, the predicted oil yield was 12.34 g/100 g. The results revealed that the experimental value for oil yield was 12.40 g/100 g, demonstrating the high desirability.
3.1.3 Effect of independent variables on the responses
3.1.3.1 Extraction yield
The extraction yield of oil and recovery of oil ranged from 3.39 to 12.28 g/100 g and 13.92 to 50.43%, respectively. This change in values of both parameters suggested that all three independent variables were at linear and quadratic levels (Table 3). The independent variable, viscera to water ratio (w/v), demonstrated that with an increase in water ratio, a significant (p < 0.05) decrease in extraction yield and recovery was observed (Table 4). Similarly, Mbatia et al. [33] reported that the oil yield decreased with an increase in water content, which might be due to the formation of emulsion resulting in the entrapment of oil. In contrast, the effect of temperature showed an increase in the extraction yield at a temperature from 50 to 100℃. Similarly, El-Rahman et al. [22] observed an increase in oil yields up to 100℃ during wet reduction of tilapia and mackerel viscera. Further increase in temperature from 100 to 120℃ resulted in a significant (p < 0.05) decrease (73%) in the extraction yield (Tables 2 and 4). Further, increasing the temperature to 121℃ might have led to higher protein denaturation exposing the hydrophobic domain, resulting in protein–lipid interaction and decreased yield [8]. A study on the effects of varying heat treatments on lipid removal during pelagic fishmeal production observed that an increase in temperature above 85℃ could affect the lipid extraction efficiency [34]. Time factor exhibited a linear correlation with oil recovery. The increase in the extraction time increased the oil yield and oil recovery. Kudre et al. [35] also observed that a more extended extraction period effectively increased the yield. This could be correlated with the higher breakdown of adipose tissues with respect to time and the release of more fat, thereby improving the recovery [20]. It was noted that when compared to the chloroform:methanol (2:1, v/v) extraction method, the optimal conditions had a relatively lower oil yield and recovery (2 and 7%, respectively) (Table 2). The results indicated that the values were comparable and not very low with the prospect of any extraction method compared to the standard solvent extraction method.
Effect of individual independent variables on the oil yield, oil recovery, color, and quality parameters of the catfish visceral oil using the wet rendering method
| Process variables | Oil yield (g/100 g) | Oil recovery (%) | L* | Acid value (mg KOH/g of oil) | FFA (% oleic acid) | PV (mg cumene hydroperoxide equivalent/kg of oil) | TBARS (mg MDAEq/kg of oil) |
|---|---|---|---|---|---|---|---|
| A |
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| B |
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| C |
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A (viscera: water, w/v), B (temperature), and C (time) represent independent variables.
: increasing trend.
: decreasing trend.
: increasing followed by decreasing trend.
: Non-significant changes.
3.1.3.2 Color
The color values of oils from the solvent extraction and wet rendering processes are shown in Table 2. During the wet rendering, the L* (lightness) values ranged from 61.21 to 67.23. These values were significantly (p < 0.05) influenced by all three independent variables at a linear level, as shown in Table 3. When more water was used during extraction, the resulting oil had a lower lightness value (L*). It is unclear why this happened, but this could be due to the difference in the oil’s chemical composition. On the other hand, the lightness value decreased as the extraction process continued with an increase in temperature and time. Many researchers have suggested various explanations for this phenomenon. Aidos et al. [36] reported that protein and carbohydrates in viscera hydrolyzed to smaller fractions and mixed in oil to lower lightness. Another study by Grebenteuch et al. [37] reported that high temperatures could polymerize browning substances by condensation and dehydration of the secondary products from lipid oxidation during the wet rendering method. However, no significant difference was observed in other color parameters, including a* values (−1.83 to −1.99) and b* values (19.11 to 19.51), suggesting no difference in greenness and yellowness of the oil, irrespective of the extraction methods used.
3.1.3.3 Acid value and FFA
The acid value and FFA content are shown in Table 2. Among all the samples, the highest acid value of the wet rendering was from run 10 (5.44 mg KOH/g of oil), which was significantly higher than chloroform:methanol (56.98%) and hexane (59.37%) (p < 0.05). The optimal conditions exhibited lower acid values when compared to the chloroform:methanol and hexane method, i.e., 20.6 and 21.3%, respectively. The acid value is an index for the hydrolytic rancidity of fats and oils [38]. The increased acid value denotes a greater proportion of FFA, released due to hydrolysis from the glycerol backbone due to the extraction process, which is readily available for oxidation [39,40]. As determined, the FFA content was higher in the wet rendering from run 10, which was 20.8% higher than chloroform:methanol and 21.8% higher than hexane (p < 0.05). The acid value and FFA were significantly (p < 0.05) affected by all three independent variables at linear and quadratic levels (Table 3). It was observed that with an increase in water ratio, temperature, and time, there was a gradual increase in the acid value and FFA. This could be due to increased hydrolysis of fat and oil to release FFA [41,42]. Similar findings were observed by Suseno et al. [43] during the wet rendering of tilapia byproducts.
3.1.3.4 PV
Generally, fish oil contains a high amount of PUFA, which can react with atmospheric oxygen, especially during extraction, and produce primary and secondary oxidation products. The presence of heavy metals in unrefined fish oil can intensify these oxidation reactions, as these metals often act as catalysts, accelerating the formation of hydroperoxides and other oxidative products [44]. It was observed that the PV of both the solvent-extracted oils remained lower when compared to all the runs in the randomized design and optimal conditions. It was observed that the PV of both the solvent-extracted oils remained lower when compared to all the runs in randomized design and optimal conditions. The PV of optimal conditions was found to be 1.07 times higher than oil recovered through solvent extraction (p < 0.05). However, all oil samples showed the PV within the limit described by the Codex Alimentarius Commission, i.e., <5 meq O2/kg of fish oil [45]. Furthermore, it was also observed that the PV had a linear relation with the water ratio during the experiment. The higher water content has been reported to hydrolysis triglycerides and liberate FFAs, which can easily undergo oxidation reactions and contribute to PV [43]. Moreover, the temperature also shows a profound effect on PV in the wet rendering process at 50–80℃. With the increase in temperature, the thermal degradation and oxidation of lipids are higher, which can react with oxygen more effectively [46,47]. Further, with an increase in temperature (80–121℃), the PV reduced, but an increase in TBARS was observed. This could be due to the reduction of primary oxidation products and an increase in the formation of secondary oxidation products [48,49]. Charuwat et al. [50] documented that the hydroperoxide decomposition rate may increase at a higher temperature, producing secondary compounds (aldehyde and ketone). Probably, extraction time exhibited a similar pattern for PV and TBARS, i.e., from 5 to 15 min, a slight increase in PV was observed, and from 15 to 25 min, PV decreased (Table 4). This can be supported by the hydrolysis of triglyceride ester bonds occurring more at prolonged extraction time, elevating the FFA level, which reacts with oxygen and generates hydroperoxides [36]. Weber et al. [51] also observed decreased PV during boiling silver catfish fillets for 30 min. This could be due to prolonged cooking time, where the initial hydroperoxides might decompose into volatile and non-volatile products.
3.1.3.5 TBARS
The results for TBARS are presented in Tables 2 and 4. TBARS of oil extracted using the wet rendering method was higher, which was 8.8-fold higher than chloroform:methanol (2:1, v/v) and 14.66-fold higher than oil recovered through hexane (p < 0.05) under optimal conditions. These results correlated with PV, as discussed in the previous section. The high-value TBARS might be due to higher thermal degradation of fatty acids during wet rendering, resulting in more secondary oxidation products like MDA. These results were in line with that of volatile compounds detected in the oil samples. The results indicated that with an increase in temperature and time, a gradual increase in TBARS was observed (p < 0.05). In comparison, the water ratio did not affect the increasing trend of TBARS values. Weber et al. [51] also observed that thermal processing like boiling increases the TBARS of silver catfish fillets. Prolonged cooking may convert the primary oxidation products into secondary oxidation products, like aldehydes, i.e., MDA. Similar results were observed by Sajib et al. [52], where the TBARS increased during the prolonged cooking of herring fish fillets for 30 min to extract the fish oil.
3.2 Characterization
3.2.1 Fatty acid composition
The fatty acid compositions of all four oil samples selected for characterization are given in Table 5. Linoleic acid was the predominant fatty acid in all four samples, accounting for about 25% of the total fatty acids. The second-highest fatty acid found in all oil samples was oleic acid, accounting for about 21% of total fatty acids. Sathivel et al. [20] also observed the predominance of omega-6 and omega-9 in catfish oils. The other fatty acids were found to be in moderate or lower concentrations. In the present study, it was also noted that the total amount of PUFA was higher (32–63%) than the total amount of saturated fatty acid (p < 0.05). Among PUFA, EPA and DHA were found at lower concentrations in all samples. Sathivel et al. [53] observed that the long-chain omega-3 fatty acids in catfish oil were significantly less (ranging from 1.8 to 2.1 mg/g). Based on the type of extraction methods, it was observed that oil recovered through hexane had the highest content of PUFA followed by chloroform:methanol (2:1, v/v), optimal conditions, and Run 10 (p < 0.05). The thermal process during wet rendering profoundly affected the reduction of the PUFA [54], but the optimal conditions retained the PUFA to a considerable quantity. Similarly, the extraction can also affect the recovery of PUFA; a longer extraction time can degrade PUFA to a more significant extent [55]. The oil obtained under optimal conditions showed 27.40 μg/g of oil EPA and 30.80 μg/g of oil DHA, which was significantly (p < 0.05) higher than the oil recovered by Run 10 (13.32 μg/g EPA and 21.12 μg/g of DHA, respectively). This can also be due to the higher rate of oxidation in oil recovered through Run 10, thereby degrading these compounds to produce the secondary oxidation compounds. These results were in line with the findings of Dave et al. [25].
Changes in the fatty acid composition of catfish viscera oils recovered using the wet rendering method compared to two solvent extraction methods
| Fatty acids | A | B | Optimal conditions* | Run 10** |
|---|---|---|---|---|
| (μg/g of oil) | ||||
| C14 | 32.61 ± 0.02a | 32.61 ± 0.01a | 32.62 ± 0.01a | 31.82 ± 0.02b |
| C14:1 | 3.32 ± 0.00a | 3.32 ± 0.01a | 3.51 ± 0.02b | ND |
| C15 | 4.61 ± 0.01c | 4.51 ± 0.01b | 4.61 ± 0.02c | 4.22 ± 0.01a |
| C16 | 99.81 ± 0.21a | 110.71 ± 0.32b | 145.92 ± 0.29d | 139.22 ± 0.30c |
| C16:1 (n7) | 93.01 ± 0.31c | 128.81 ± 0.23d | 62.40 ± 0.24b | 49.31 ± 0.21a |
| C17 | 4.12 ± 0.02c | 4.22 ± 0.01d | 4.01 ± 0.01b | 3.71 ± 0.01a |
| C18 | 3.71 ± 0.02 | 3.72 ± 0.00b | 3.61 ± 0.01a | 3.61 ± 0.01a |
| C18:1 (n9) | 249.80 ± 0.52c | 256.81 ± 0.43d | 229.90 ± 0.29b | 201.22 ± 0.51a |
| C18:2 (n6) | 305.11 ± 0.19c | 324.32 ± 0.28d | 262.90 ± 0.22b | 212.51 ± 0.20a |
| C18:3 (n6) | 0.72 ± 0.02b | 0.81 ± 0.01c | 0.61 ± 0.01a | ND |
| C18:3 (n3) | 11.21 ± 0.01c | 13.62 ± 0.02d | 9.12 ± 0.02b | 6.21 ± 0.02a |
| C18:4 (n3) | 6.21 ± 0.01c | 6.21 ± 0.02c | 6.01 ± 0.01b | 4.71 ± 0.03a |
| C20 | 1.91 ± 0.03c | 2.02 ± 0.01d | 1.71 ± 0.02b | 0.51 ± 0.03a |
| C20:1 (n9) | 12.92 ± 0.02c | 13.71 ± 0.04d | 10.11 ± 0.04b | 7.41 ± 0.05a |
| C20:2 (n6) | 3.71 ± 0.01b | 3.71 ± 0.00b | 3.71 ± 0.01b | 2.32 ± 0.02a |
| C20:3 (n6) | 2.41 ± 0.02c | 2.42 ± 0.01c | 2.31 ± 0.01b | 0.60 ± 0.02a |
| C20:4 (n6) | 7.52 ± 0.02c | 7.82 ± 0.02d | 7.31 ± 0.03b | 5.80 ± 0.01a |
| C20:3 (n3) | 0.22 ± 0.00a | 0.22 ± 0.01a | 0.20 ± 0.00a | ND |
| C20:4 (n3) | 3.11 ± 0.03b | 3.21 ± 0.02c | 2.81 ± 0.02a | ND |
| C20:5 (n3) | 29.11 ± 0.13c | 29.41 ± 0.18c | 27.40 ± 0.15b | 13.32 ± 0.10a |
| C22 | 0.71 ± 0.00a | 0.71 ± 0.01a | 0.71 ± 0.01a | ND |
| C22:1 (n9) | 2.12 ± 0.03c | 2.22 ± 0.03d | 1.92 ± 0.02b | 0.51 ± 0.01a |
| C22:2 (n6) | 6.82 ± 0.01c | 7.11 ± 0.02d | 6.02 ± 0.02b | 4.20 ± 0.03a |
| C22:4 (n6) | 1.21 ± 0.00b | 1.31 ± 0.01c | 1.22 ± 0.02b | 0.41 ± 0.01a |
| C22:5 (n6) | 2.41 ± 0.02b | 2.41 ± 0.02b | 2.51 ± 0.02c | 1.31 ± 0.02a |
| C22:6 (n3) | 33.21 ± 0.12c | 34.91 ± 0.16d | 30.80 ± 0.10b | 21.12 ± 0.13a |
| C24:1 (n9) | 0.91 ± 0.01c | 0.82 ± 0.01b | 0.71 ± 0.01a | ND |
| Saturated fatty acids | 150.72 ± 0.20c | 161.71 ± 0.02d | 196.62 ± 0.16b | 183.00 ± 0.01a |
| MUFAs | 358.51 ± 0.31c | 402.32 ± 0.22d | 305.01 ± 0.02b | 258.51 ± 0.20a |
| PUFAs | 412.82 ± 0.32c | 506.31 ± 0.28d | 362.51 ± 0.17b | 272.41 ± 0.11a |
| Total fatty acids | 922.21 ± 0.10a | 1070.31 ± 0.12d | 864.41 ± 0.10b | 713.92 ± 0.25a |
| Omega 6:Omega 3 (Ʃn6:Ʃn3) | 3.92:1 | 3.75:1 | 4:1 | 5:1 |
A: oil extracted with chloroform:methanol (2:1, v/v), B: oil extracted with hexane.
*Oil extracted under optimal conditions: viscera: water (w/v) = 1:0.5, extraction temperature = 90℃, and extraction time = 20 min.
**Negative control, viscera: water (w/v) = 1:1.25, extraction temperature = 120℃, and extraction time = 25 min.
Values are given as mean ± SD (n = 3).
Different lowercase superscripts in the same row denote significant differences (p < 0.05).
ND: not detectable.
The omega-6 to omega-3 ratio is important in fish oil because these are two essential fatty acids the human body cannot produce on its own and must be obtained through diet. While omega-6 and omega-3 fatty acids are important for maintaining optimal health, a proper balance between them is crucial for overall health and well-being. According to the FDA, the optimal ratio of omega-6 to omega-3 fatty acids should be around 4:1 or lower [56]. A higher ratio of omega-6 to omega-3 fatty acids is associated with an increased risk of chronic diseases, such as heart disease, arthritis, and certain cancers [57]. In this study, the oil recovered through solvent extraction and optimal conditions showed an omega-6 to omega-3 ratio of 3.75:1 to 4:1. However, the oil recovered through Run 10 showed 5:1 omega-6 to omega-3 ratio, which made the oil undesirable for consumption.
3.2.2 Volatile compounds
The volatile compounds in oils recovered through solvent and wet rendering methods are shown in Table 6. Aldehydes were found to be the most abundant volatile compounds in oils, including solvent extraction methods. Aldehydes have been widely used as indicators of lipid oxidation in various fats and oil-containing foods because they have low threshold values and mainly contribute to unpleasant odors [39]. The primary aldehydes identified in the present study were octanal, nonanal, pentanal, and hexanal, along with some minor aldehydes, i.e., 2,4-decadienal, and 17-octadecenal. The octanals are mainly produced due to omega-3 fatty acid oxidation, especially ALA [18]. The nonanal, pentanal, hexanal, and 2,4-decadienal are primarily derived from the oxidation of linoleic acid and oleic acid [58]. The oil extracted by solvent methods had fewer aldehydes than the wet rendering method. It can be noted that the temperature and time in the wet rendering process could affect the oxidation of oils. However, the oil obtained under optimal conditions had a low abundance of hexanal and 2,4-decadienal compared to Run 10.
Changes in volatile compounds of catfish viscera oils recovered using the wet rendering method as compared to two solvent extraction methods
| Volatile compounds | A | B | Optimal conditions* | Run 10** |
|---|---|---|---|---|
| Aldehydes | ||||
| Hexanal | ND | ND | 0.24b | 0.49a |
| Nonanal | ND | ND | 0.01b | 0.05a |
| 2-Octenal | ND | ND | 0.02b | 0.06a |
| 2,4-Heptadienal | ND | ND | 0.03b | 0.08a |
| Benzaldehyde | ND | ND | ND | 0.07 |
| 2-Nonenal | ND | ND | 0.03b | 0.05a |
| 2-Decenal | ND | ND | ND | 0.10 |
| 10-Undecenal | ND | ND | ND | 0.17 |
| 2-Dodecenal | ND | ND | ND | 0.10 |
| 2,4-Decadienal | 0.04 | ND | 0.96b | 1.12a |
| Hexadecenal | ND | ND | ND | 0.38 |
| 17-Octadecenal | ND | 0.02 | 0.13b | 0.19a |
| Ketones | ||||
| 3,5-octadien-2-one | ND | ND | ND | 0.02 |
| Hydrocarbons | ||||
| Cyclohexene | ND | ND | 0.02 | |
| Pentadecane | ND | ND | ND | 0.06 |
| Hexadecane | ND | ND | ND | 0.02 |
| Heptadecane | ND | ND | ND | 0.08 |
| Others | ||||
| Furan 2-pentyl | ND | ND | ND | 0.02 |
A: oil extracted with chloroform:methanol (2:1, v/v), B: oil extracted with hexane.
*Oil extracted under optimal conditions: viscera: water (w/v) = 1:0.5, extraction temperature = 90℃, and extraction time = 20 min.
**Negative control, viscera: water (w/v) = 1:1.25, extraction temperature = 120℃, and extraction time = 25 min.
Values are expressed as abundance (×106).
Different lowercase superscripts in the same row denote significant differences (p < 0.05).
ND: not detectable.
The highest number of volatile compounds found in oil recovered through Run 10 followed by optimal conditions. In the present study, the 3,5-octadien-2-one was found only in oil recovered by Run 10. 3,5-octadien-2-one is the most critical ketone produced from the lipid oxidation of omega 3 PUFA Field [59]. Similarly, the oil recovered from Run 10 showed the presence of furan derivatives, i.e., furan 2-pentyl (Table 6). Furan 2-pentyl can be generated from the 12-hydroperoxide of EPA and 16-hydroperoxide of DHA Field [60].
4 Conclusions
The oil recovery from catfish viscera was successfully carried out, which contained PUFA, including oleic acid, linoleic acid, ALA, EPA, and DHA. BBD studies were conducted using three independent variables, i.e., viscera to water ratio (w/v), extraction temperature, and time. The selected variables have shown a significant effect on the quality attributes such as color, acid value, FFA, PV, and TBARS, which was also confirmed by fatty acid analysis and oil volatile compounds. The optimal conditions (viscera to water ratio, 1:0.5 (w/v); temperature, 90℃; and time, 20 min) was developed with a comparable oil yield and quality to conventional solvent extraction methods. Finally, this study concludes that the acquired conditions are very well suited to extract the oil from C. magur viscera for application in the food industry aimed at a solvent-free extraction process. Further studies on the partial purification of this extracted oil with storage stability and application will be carried out.
Acknowledgements
This work was supported by King Mongkut’s Institute of Technology Ladkrabang.
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Funding information: Authors state no funding involved.
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Author contributions: Jaydeep Dave: conducting research activities, investigating, writing – original draft preparation, and methodology. Ali Muhammed Moula Ali: work plan, designing the experiments, writing – original draft preparation, correcting and critically improvising the manuscript, and methodology. Nishant Kumar: writing – review and editing. Marek Kieliszek: writing – review and editing, investigating, source, and funding acquisition. Sri Charan Bindu Bavisetty: conducting lab experiments, documenting, and improvising the manuscript.
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Conflict of interest: Marek Kieliszek, who is the co-author of this article, is a current Editorial Board member of Open Life Sciences. This fact did not affect the peer-review process. Authors state no conflict of interest.
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Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author upon reasonable request.
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Articles in the same Issue
- Biomedical Sciences
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- Effectiveness and safety of a mumps containing vaccine in preventing laboratory-confirmed mumps cases from 2002 to 2017: A meta-analysis
- Low levels of sex hormone-binding globulin predict an increased breast cancer risk and its underlying molecular mechanisms
- A case of Trousseau syndrome: Screening, detection and complication
- Application of the integrated airway humidification device enhances the humidification effect of the rabbit tracheotomy model
- Preparation of Cu2+/TA/HAP composite coating with anti-bacterial and osteogenic potential on 3D-printed porous Ti alloy scaffolds for orthopedic applications
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- Pheochromocytoma-induced myocardial infarction: A case report
- Kaempferol regulates apoptosis and migration of neural stem cells to attenuate cerebral infarction by O‐GlcNAcylation of β-catenin
- Sirtuin 5 regulates acute myeloid leukemia cell viability and apoptosis by succinylation modification of glycine decarboxylase
- Apigenin 7-glucoside impedes hypoxia-induced malignant phenotypes of cervical cancer cells in a p16-dependent manner
- KAT2A changes the function of endometrial stromal cells via regulating the succinylation of ENO1
- Current state of research on copper complexes in the treatment of breast cancer
- Exploring antioxidant strategies in the pathogenesis of ALS
- Helicobacter pylori causes gastric dysbacteriosis in chronic gastritis patients
- IL-33/soluble ST2 axis is associated with radiation-induced cardiac injury
- The predictive value of serum NLR, SII, and OPNI for lymph node metastasis in breast cancer patients with internal mammary lymph nodes after thoracoscopic surgery
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- P2X7 receptor: A receptor closely linked with sepsis-associated encephalopathy
- Probiotics for inflammatory bowel disease: Is there sufficient evidence?
- Identification of KDM4C as a gene conferring drug resistance in multiple myeloma
- Microbial perspective on the skin–gut axis and atopic dermatitis
- Thymosin α1 combined with XELOX improves immune function and reduces serum tumor markers in colorectal cancer patients after radical surgery
- Highly specific vaginal microbiome signature for gynecological cancers
- Sample size estimation for AQP4-IgG seropositive optic neuritis: Retinal damage detection by optical coherence tomography
- The effects of SDF-1 combined application with VEGF on femoral distraction osteogenesis in rats
- Fabrication and characterization of gold nanoparticles using alginate: In vitro and in vivo assessment of its administration effects with swimming exercise on diabetic rats
- Mitigating digestive disorders: Action mechanisms of Mediterranean herbal active compounds
- Distribution of CYP2D6 and CYP2C19 gene polymorphisms in Han and Uygur populations with breast cancer in Xinjiang, China
- VSP-2 attenuates secretion of inflammatory cytokines induced by LPS in BV2 cells by mediating the PPARγ/NF-κB signaling pathway
- Factors influencing spontaneous hypothermia after emergency trauma and the construction of a predictive model
- Long-term administration of morphine specifically alters the level of protein expression in different brain regions and affects the redox state
- Application of metagenomic next-generation sequencing technology in the etiological diagnosis of peritoneal dialysis-associated peritonitis
- Clinical diagnosis, prevention, and treatment of neurodyspepsia syndrome using intelligent medicine
- Case report: Successful bronchoscopic interventional treatment of endobronchial leiomyomas
- Preliminary investigation into the genetic etiology of short stature in children through whole exon sequencing of the core family
- Cystic adenomyoma of the uterus: Case report and literature review
- Mesoporous silica nanoparticles as a drug delivery mechanism
- Dynamic changes in autophagy activity in different degrees of pulmonary fibrosis in mice
- Vitamin D deficiency and inflammatory markers in type 2 diabetes: Big data insights
- Lactate-induced IGF1R protein lactylation promotes proliferation and metabolic reprogramming of lung cancer cells
- Meta-analysis on the efficacy of allogeneic hematopoietic stem cell transplantation to treat malignant lymphoma
- Mitochondrial DNA drives neuroinflammation through the cGAS-IFN signaling pathway in the spinal cord of neuropathic pain mice
- Application value of artificial intelligence algorithm-based magnetic resonance multi-sequence imaging in staging diagnosis of cervical cancer
- Embedded monitoring system and teaching of artificial intelligence online drug component recognition
- Investigation into the association of FNDC1 and ADAMTS12 gene expression with plumage coloration in Muscovy ducks
- Yak meat content in feed and its impact on the growth of rats
- A rare case of Richter transformation with breast involvement: A case report and literature review
- First report of Nocardia wallacei infection in an immunocompetent patient in Zhejiang province
- Rhodococcus equi and Brucella pulmonary mass in immunocompetent: A case report and literature review
- Downregulation of RIP3 ameliorates the left ventricular mechanics and function after myocardial infarction via modulating NF-κB/NLRP3 pathway
- Evaluation of the role of some non-enzymatic antioxidants among Iraqi patients with non-alcoholic fatty liver disease
- The role of Phafin proteins in cell signaling pathways and diseases
- Ten-year anemia as initial manifestation of Castleman disease in the abdominal cavity: A case report
- Coexistence of hereditary spherocytosis with SPTB P.Trp1150 gene variant and Gilbert syndrome: A case report and literature review
- Utilization of convolutional neural networks to analyze microscopic images for high-throughput screening of mesenchymal stem cells
- Exploratory evaluation supported by experimental and modeling approaches of Inula viscosa root extract as a potent corrosion inhibitor for mild steel in a 1 M HCl solution
- Imaging manifestations of ductal adenoma of the breast: A case report
- Gut microbiota and sleep: Interaction mechanisms and therapeutic prospects
- Isomangiferin promotes the migration and osteogenic differentiation of rat bone marrow mesenchymal stem cells
- Prognostic value and microenvironmental crosstalk of exosome-related signatures in human epidermal growth factor receptor 2 positive breast cancer
- Circular RNAs as potential biomarkers for male severe sepsis
- Knockdown of Stanniocalcin-1 inhibits growth and glycolysis in oral squamous cell carcinoma cells
- The expression and biological role of complement C1s in esophageal squamous cell carcinoma
- A novel GNAS mutation in pseudohypoparathyroidism type 1a with articular flexion deformity: A case report
- Predictive value of serum magnesium levels for prognosis in patients with non-small cell lung cancer undergoing EGFR-TKI therapy
- HSPB1 alleviates acute-on-chronic liver failure via the P53/Bax pathway
- IgG4-related disease complicated by PLA2R-associated membranous nephropathy: A case report
- Baculovirus-mediated endostatin and angiostatin activation of autophagy through the AMPK/AKT/mTOR pathway inhibits angiogenesis in hepatocellular carcinoma
- Metformin mitigates osteoarthritis progression by modulating the PI3K/AKT/mTOR signaling pathway and enhancing chondrocyte autophagy
- Evaluation of the activity of antimicrobial peptides against bacterial vaginosis
- Atypical presentation of γ/δ mycosis fungoides with an unusual phenotype and SOCS1 mutation
- Analysis of the microecological mechanism of diabetic kidney disease based on the theory of “gut–kidney axis”: A systematic review
- Omega-3 fatty acids prevent gestational diabetes mellitus via modulation of lipid metabolism
- Refractory hypertension complicated with Turner syndrome: A case report
- Interaction of ncRNAs and the PI3K/AKT/mTOR pathway: Implications for osteosarcoma
- Association of low attenuation area scores with pulmonary function and clinical prognosis in patients with chronic obstructive pulmonary disease
- Long non-coding RNAs in bone formation: Key regulators and therapeutic prospects
- The deubiquitinating enzyme USP35 regulates the stability of NRF2 protein
- Neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio as potential diagnostic markers for rebleeding in patients with esophagogastric variceal bleeding
- G protein-coupled receptor 1 participating in the mechanism of mediating gestational diabetes mellitus by phosphorylating the AKT pathway
- LL37-mtDNA regulates viability, apoptosis, inflammation, and autophagy in lipopolysaccharide-treated RLE-6TN cells by targeting Hsp90aa1
- The analgesic effect of paeoniflorin: A focused review
- Chemical composition’s effect on Solanum nigrum Linn.’s antioxidant capacity and erythrocyte protection: Bioactive components and molecular docking analysis
- Knockdown of HCK promotes HREC cell viability and inner blood–retinal barrier integrity by regulating the AMPK signaling pathway
- The role of rapamycin in the PINK1/Parkin signaling pathway in mitophagy in podocytes
- Laryngeal non-Hodgkin lymphoma: Report of four cases and review of the literature
- Clinical value of macrogenome next-generation sequencing on infections
- Overview of dendritic cells and related pathways in autoimmune uveitis
- TAK-242 alleviates diabetic cardiomyopathy via inhibiting pyroptosis and TLR4/CaMKII/NLRP3 pathway
- Hypomethylation in promoters of PGC-1α involved in exercise-driven skeletal muscular alterations in old age
- Profile and antimicrobial susceptibility patterns of bacteria isolated from effluents of Kolladiba and Debark hospitals
- The expression and clinical significance of syncytin-1 in serum exosomes of hepatocellular carcinoma patients
- A histomorphometric study to evaluate the therapeutic effects of biosynthesized silver nanoparticles on the kidneys infected with Plasmodium chabaudi
- PGRMC1 and PAQR4 are promising molecular targets for a rare subtype of ovarian cancer
- Analysis of MDA, SOD, TAOC, MNCV, SNCV, and TSS scores in patients with diabetes peripheral neuropathy
- SLIT3 deficiency promotes non-small cell lung cancer progression by modulating UBE2C/WNT signaling
- The relationship between TMCO1 and CALR in the pathological characteristics of prostate cancer and its effect on the metastasis of prostate cancer cells
- Heterogeneous nuclear ribonucleoprotein K is a potential target for enhancing the chemosensitivity of nasopharyngeal carcinoma
- PHB2 alleviates retinal pigment epithelium cell fibrosis by suppressing the AGE–RAGE pathway
- Anti-γ-aminobutyric acid-B receptor autoimmune encephalitis with syncope as the initial symptom: Case report and literature review
- Comparative analysis of chloroplast genome of Lonicera japonica cv. Damaohua
- Human umbilical cord mesenchymal stem cells regulate glutathione metabolism depending on the ERK–Nrf2–HO-1 signal pathway to repair phosphoramide mustard-induced ovarian cancer cells
- Electroacupuncture on GB acupoints improves osteoporosis via the estradiol–PI3K–Akt signaling pathway
- Renalase protects against podocyte injury by inhibiting oxidative stress and apoptosis in diabetic nephropathy
- Review: Dicranostigma leptopodum: A peculiar plant of Papaveraceae
- Combination effect of flavonoids attenuates lung cancer cell proliferation by inhibiting the STAT3 and FAK signaling pathway
- Renal microangiopathy and immune complex glomerulonephritis induced by anti-tumour agents: A case report
- Correlation analysis of AVPR1a and AVPR2 with abnormal water and sodium and potassium metabolism in rats
- Gastrointestinal health anti-diarrheal mixture relieves spleen deficiency-induced diarrhea through regulating gut microbiota
- Myriad factors and pathways influencing tumor radiotherapy resistance
- Exploring the effects of culture conditions on Yapsin (YPS) gene expression in Nakaseomyces glabratus
- Screening of prognostic core genes based on cell–cell interaction in the peripheral blood of patients with sepsis
- Coagulation factor II thrombin receptor as a promising biomarker in breast cancer management
- Ileocecal mucinous carcinoma misdiagnosed as incarcerated hernia: A case report
- Methyltransferase like 13 promotes malignant behaviors of bladder cancer cells through targeting PI3K/ATK signaling pathway
- The debate between electricity and heat, efficacy and safety of irreversible electroporation and radiofrequency ablation in the treatment of liver cancer: A meta-analysis
- ZAG promotes colorectal cancer cell proliferation and epithelial–mesenchymal transition by promoting lipid synthesis
- Baicalein inhibits NLRP3 inflammasome activation and mitigates placental inflammation and oxidative stress in gestational diabetes mellitus
- Impact of SWCNT-conjugated senna leaf extract on breast cancer cells: A potential apoptotic therapeutic strategy
- MFAP5 inhibits the malignant progression of endometrial cancer cells in vitro
- Major ozonated autohemotherapy promoted functional recovery following spinal cord injury in adult rats via the inhibition of oxidative stress and inflammation
- Axodendritic targeting of TAU and MAP2 and microtubule polarization in iPSC-derived versus SH-SY5Y-derived human neurons
- Differential expression of phosphoinositide 3-kinase/protein kinase B and Toll-like receptor/nuclear factor kappa B signaling pathways in experimental obesity Wistar rat model
- The therapeutic potential of targeting Oncostatin M and the interleukin-6 family in retinal diseases: A comprehensive review
- BA inhibits LPS-stimulated inflammatory response and apoptosis in human middle ear epithelial cells by regulating the Nf-Kb/Iκbα axis
- Role of circRMRP and circRPL27 in chronic obstructive pulmonary disease
- Investigating the role of hyperexpressed HCN1 in inducing myocardial infarction through activation of the NF-κB signaling pathway
- Characterization of phenolic compounds and evaluation of anti-diabetic potential in Cannabis sativa L. seeds: In vivo, in vitro, and in silico studies
- Quantitative immunohistochemistry analysis of breast Ki67 based on artificial intelligence
- Ecology and Environmental Science
- Screening of different growth conditions of Bacillus subtilis isolated from membrane-less microbial fuel cell toward antimicrobial activity profiling
- Degradation of a mixture of 13 polycyclic aromatic hydrocarbons by commercial effective microorganisms
- Evaluation of the impact of two citrus plants on the variation of Panonychus citri (Acari: Tetranychidae) and beneficial phytoseiid mites
- Prediction of present and future distribution areas of Juniperus drupacea Labill and determination of ethnobotany properties in Antalya Province, Türkiye
- Population genetics of Todarodes pacificus (Cephalopoda: Ommastrephidae) in the northwest Pacific Ocean via GBS sequencing
- A comparative analysis of dendrometric, macromorphological, and micromorphological characteristics of Pistacia atlantica subsp. atlantica and Pistacia terebinthus in the middle Atlas region of Morocco
- Macrofungal sporocarp community in the lichen Scots pine forests
- Assessing the proximate compositions of indigenous forage species in Yemen’s pastoral rangelands
- Food Science
- Gut microbiota changes associated with low-carbohydrate diet intervention for obesity
- Reexamination of Aspergillus cristatus phylogeny in dark tea: Characteristics of the mitochondrial genome
- Differences in the flavonoid composition of the leaves, fruits, and branches of mulberry are distinguished based on a plant metabolomics approach
- Investigating the impact of wet rendering (solventless method) on PUFA-rich oil from catfish (Clarias magur) viscera
- Non-linear associations between cardiovascular metabolic indices and metabolic-associated fatty liver disease: A cross-sectional study in the US population (2017–2020)
- Knockdown of USP7 alleviates atherosclerosis in ApoE-deficient mice by regulating EZH2 expression
- Utility of dairy microbiome as a tool for authentication and traceability
- Agriculture
- Enhancing faba bean (Vicia faba L.) productivity through establishing the area-specific fertilizer rate recommendation in southwest Ethiopia
- Impact of novel herbicide based on synthetic auxins and ALS inhibitor on weed control
- Perspectives of pteridophytes microbiome for bioremediation in agricultural applications
- Fertilizer application parameters for drip-irrigated peanut based on the fertilizer effect function established from a “3414” field trial
- Improving the productivity and profitability of maize (Zea mays L.) using optimum blended inorganic fertilization
- Application of leaf multispectral analyzer in comparison to hyperspectral device to assess the diversity of spectral reflectance indices in wheat genotypes
- Animal Sciences
- Knockdown of ANP32E inhibits colorectal cancer cell growth and glycolysis by regulating the AKT/mTOR pathway
- Development of a detection chip for major pathogenic drug-resistant genes and drug targets in bovine respiratory system diseases
- Exploration of the genetic influence of MYOT and MB genes on the plumage coloration of Muscovy ducks
- Transcriptome analysis of adipose tissue in grazing cattle: Identifying key regulators of fat metabolism
- Comparison of nutritional value of the wild and cultivated spiny loaches at three growth stages
- Transcriptomic analysis of liver immune response in Chinese spiny frog (Quasipaa spinosa) infected with Proteus mirabilis
- Disruption of BCAA degradation is a critical characteristic of diabetic cardiomyopathy revealed by integrated transcriptome and metabolome analysis
- Plant Sciences
- Effect of long-term in-row branch covering on soil microorganisms in pear orchards
- Photosynthetic physiological characteristics, growth performance, and element concentrations reveal the calcicole–calcifuge behaviors of three Camellia species
- Transcriptome analysis reveals the mechanism of NaHCO3 promoting tobacco leaf maturation
- Bioinformatics, expression analysis, and functional verification of allene oxide synthase gene HvnAOS1 and HvnAOS2 in qingke
- Water, nitrogen, and phosphorus coupling improves gray jujube fruit quality and yield
- Improving grape fruit quality through soil conditioner: Insights from RNA-seq analysis of Cabernet Sauvignon roots
- Role of Embinin in the reabsorption of nucleus pulposus in lumbar disc herniation: Promotion of nucleus pulposus neovascularization and apoptosis of nucleus pulposus cells
- Revealing the effects of amino acid, organic acid, and phytohormones on the germination of tomato seeds under salinity stress
- Combined effects of nitrogen fertilizer and biochar on the growth, yield, and quality of pepper
- Comprehensive phytochemical and toxicological analysis of Chenopodium ambrosioides (L.) fractions
- Impact of “3414” fertilization on the yield and quality of greenhouse tomatoes
- Exploring the coupling mode of water and fertilizer for improving growth, fruit quality, and yield of the pear in the arid region
- Metagenomic analysis of endophytic bacteria in seed potato (Solanum tuberosum)
- Antibacterial, antifungal, and phytochemical properties of Salsola kali ethanolic extract
- Exploring the hepatoprotective properties of citronellol: In vitro and in silico studies on ethanol-induced damage in HepG2 cells
- Enhanced osmotic dehydration of watermelon rind using honey–sucrose solutions: A study on pre-treatment efficacy and mass transfer kinetics
- Effects of exogenous 2,4-epibrassinolide on photosynthetic traits of 53 cowpea varieties under NaCl stress
- Comparative transcriptome analysis of maize (Zea mays L.) seedlings in response to copper stress
- An optimization method for measuring the stomata in cassava (Manihot esculenta Crantz) under multiple abiotic stresses
- Fosinopril inhibits Ang II-induced VSMC proliferation, phenotype transformation, migration, and oxidative stress through the TGF-β1/Smad signaling pathway
- Antioxidant and antimicrobial activities of Salsola imbricata methanolic extract and its phytochemical characterization
- Bioengineering and Biotechnology
- Absorbable calcium and phosphorus bioactive membranes promote bone marrow mesenchymal stem cells osteogenic differentiation for bone regeneration
- New advances in protein engineering for industrial applications: Key takeaways
- An overview of the production and use of Bacillus thuringiensis toxin
- Research progress of nanoparticles in diagnosis and treatment of hepatocellular carcinoma
- Bioelectrochemical biosensors for water quality assessment and wastewater monitoring
- PEI/MMNs@LNA-542 nanoparticles alleviate ICU-acquired weakness through targeted autophagy inhibition and mitochondrial protection
- Unleashing of cytotoxic effects of thymoquinone-bovine serum albumin nanoparticles on A549 lung cancer cells
- Erratum
- Erratum to “Investigating the association between dietary patterns and glycemic control among children and adolescents with T1DM”
- Erratum to “Activation of hypermethylated P2RY1 mitigates gastric cancer by promoting apoptosis and inhibiting proliferation”
- Retraction
- Retraction to “MiR-223-3p regulates cell viability, migration, invasion, and apoptosis of non-small cell lung cancer cells by targeting RHOB”
- Retraction to “A data mining technique for detecting malignant mesothelioma cancer using multiple regression analysis”
- Special Issue on Advances in Neurodegenerative Disease Research and Treatment
- Transplantation of human neural stem cell prevents symptomatic motor behavior disability in a rat model of Parkinson’s disease
- Special Issue on Multi-omics
- Inflammasome complex genes with clinical relevance suggest potential as therapeutic targets for anti-tumor drugs in clear cell renal cell carcinoma
- Gastroesophageal varices in primary biliary cholangitis with anti-centromere antibody positivity: Early onset?




















