Biochemical indicators, cell apoptosis, and metabolomic analyses of the low-temperature stress response and cold tolerance mechanisms in Litopenaeus vannamei

The cold tolerance of Litopenaeus vannamei is important for breeding in specific areas. To explore the cold tolerance mechanism of L. vannamei, this study analyzed biochemical indicators, cell apoptosis, and metabolomic responses in cold-tolerant (Lv-T) and common (Lv-C) L. vannamei under low-temperature stress (18 °C and 10 °C). TUNEL analysis showed a significant increase in apoptosis of hepatopancreatic duct cells in L. vannamei under low-temperature stress. Biochemical analysis showed that Lv-T had significantly increased levels of superoxide dismutase (SOD) and triglycerides (TG), while alanine aminotransferase (ALT), alkaline phosphatase (ALP), lactate dehydrogenase (LDH-L), and uric acid (UA) levels were significantly decreased compared to Lv-C (p < 0.05). Metabolomic analysis displayed significant increases in metabolites such as LysoPC (P-16:0), 11beta-Hydroxy-3,20-dioxopregn-4-en-21-oic acid, and Pirbuterol, while metabolites such as 4-Hydroxystachydrine, Oxolan-3-one, and 3-Methyldioxyindole were significantly decreased in Lv-T compared to Lv-C. The differentially regulated metabolites were mainly enriched in pathways such as Protein digestion and absorption, Central carbon metabolism in cancer and ABC transporters. Our study indicate that low temperature induces damage to the hepatopancreatic duct of shrimp, thereby affecting its metabolic function. The cold resistance mechanism of Lv-T L. vannamei may be due to the enhancement of antioxidant enzymes and lipid metabolism.

indicators Litopenaeus vannamei, also known as the Pacific white shrimp or white legged shrimp, is a crucial crustacean species in South America and Asian countries., accounting for 51.7% of the total crustacean aquaculture production in 2020 1 .L. vannamei has good environmental adaptability, fast growth rate, and high nutritional value, making it economically valuable 2 .However, shrimp lacks the ability to regulate its body temperature and is therefore sensitive to temperature changes 3 .Low temperatures can cause various metabolic disorders in shrimp and even death 4 .Low temperature has an impact on the feeding and swimming speed of L. vannamei 5 , and even causes shrimp death when the temperature is below 13 °C6,7 .Low temperature is a limiting factor for the development of shrimp aquaculture 8,9 , as it restricts the farming seasons and geographical locations, thereby affecting the economic benefits of shrimp farming.Therefore, understanding the cold tolerance mechanism of L. vannamei is of great significance for breeding new varieties of cold-tolerant L. vannamei.
These physiological responses to environmental changes in organisms often trigger biochemical reactions that affect their metabolism, life cycle, and provide them with physiological adaptability to survive in specific Under low-temperature stress, both Lv-T and Lv-C shrimp exhibited alterations in indices of antioxidant-related enzymes.The SOD content in the blood of Lv-T shrimp was significantly higher than that of Lv-C shrimp at 10 °C, and it increased significantly as the temperature decreased, while there was no significant change in SOD content in Lv-C shrimp as the temperature decreased (Fig. 1A).Under 18 °C conditions, the MDA of Lv-T shrimp was significantly higher than that of Lv-C shrimp (P < 0.05) (Fig. 1B).GSH-PX content decreased significantly as temperature decreased in both Lv-T and Lv-C shrimp, but there was no significant difference between these two shrimp groups (Fig. 1C).Other enzyme indices also changed under low-temperature stress.TG content in the blood of Lv-T shrimp was significantly higher than that of Lv-C shrimp at 10 °C, while the UA, ALT, LDH-L, and ALP contents were significantly lower in Lv-T shrimp compared to Lv-C shrimp (Fig. 1D-I).Glucose (GLU) and total cholesterol (T-CHO) were also tested, but there were no differences between the different groups (not shown in Fig. 1).

TUNEL analysis of apoptosis in hepatopancreatic cells of L. vannamei under low-temperature stress
To investigate the damage caused by low temperature to the hepatopancreas of L. vannamei, we used TUNEL staining to detect apoptosis in hepatopancreatic cells at 28 °C and 10 °C (Fig. 2A-L).Under 28 °C conditions, both Lv-T and Lv-C shrimp showed little or no TUNEL-positive signals in the hepatopancreatic duct wall (Fig. 2B,H).In contrast, strong TUNEL-positive signals were observed on the hepatopancreatic duct walls of both Lv-T and Lv-C shrimp at 10 °C (Fig. 2E,K).The results indicated that cell apoptosis occurred in the hepatopancreatic ducts of both shrimp strains at 10 °C, suggesting that low temperature causes damage to the hepatopancreatic ducts, leading to metabolic disorders.

Metabolomic analysis
To explore the cold tolerance mechanism of shrimp under low-temperature stress, we performed non-targeted LC-MS/MS metabolomic analysis of the hepatopancreas metabolites of Lv-T and Lv-C shrimp.
A total of 18,176 cationic peak and 14,379 anionic peak were detected by LC-MS/MS detection.A total of 18,176 cationic peak and 14,379 anionic peak were detected by LC-MS/MS.To test the repeatability of the obtained metabolomic data, a multivariate statistical analysis was conducted on the dataset.PCA analysis of all data showed that the clustering of data within each group of samples obtained in positive ion mode and negative ion mode was very close, indicating high reliability and repeatability of the obtained data (Fig. 3A,B).Then, the established OPLS-DA model was subjected to seven-fold cross-validation (Fig. 3C-H), with R2Y = 0.992 cum and Q2 = 0.878 cum for the OPLS-DA score results in positive ion mode, and R2Y = 0.995 cum and Q2 = 0.901 cum for the OPLS-DA score results in negative ion mode.According to the scoring criteria, the model was stable and reliable, and the two groups of samples could be well separated without overlap.
We combined OPLS-DA and T-test to screen for significant differential metabolites between different comparison groups.KEGG annotation for differential metabolites revealed that metabolites were predominantly enriched in pathways associated with energy metabolism, such as Global and overview maps, and Lipid metabolism.Furthermore, certain pathways related to Environmental Information Processing, such as Signal transmission and Membrane transport, were also found to be enriched (Fig. 4A).
We conducted a comparison between Lv-T and Lv-C shrimp, as well as the same shrimp group at different temperature.Compared with Lv-C shrimp, the differential metabolites of Lv-T shrimp were significantly enriched in three temperature gradient comparison groups on the Central carbon metabolism in cancer (ko05230), Protein differentiation and absorption (ko04974), and ABC transporters (ko02010) pathways (Fig. 5C-E).It is worth noting that in the low-temperature response of Lv-T and Lv-C shrimp, there was a significant enrichment of Protein digestion and absorption (ko04974) and ABC transporters (ko02010) (Fig. 5F,G).Additionally, as the temperature decreased, Lysine degradation and Lysine biosynthesis were significantly enriched between Lv-T and Lv-C shrimp at 18 °C and 10 °C.Based on these findings, we hypothesize that these metabolic pathways are closely associated with the response to low-temperature stress.

Discussion
Among the various environmental factors, water temperature stands out as a critical determinant impacting the physiology of aquatic organisms.Low temperature stress can cause serious damage to the cellular components of aquatic animals, disruption of cellular metabolism, and even death 28,29 .Cold stress leads to high mortality rates in L. vannamei and causes significant economic losses 6,7 .Although the physiological, biochemical, transcriptomic, proteomic, and metabolomic responses of L. vannamei to temperature fluctuations have been studied 14,21,27,30 , the differential effects of low-temperature stress on the biochemical and metabolic profiles of cold-tolerant and common L. vannamei are not well understood.
In the present study, we analyzed the blood biochemistry, hepatopancreatic cell apoptosis, and metabolomic changes in Lv-T and Lv-C L. vannamei under low-temperature stress.The analysis of cell apoptosis and biochemical indicators showed that low temperature stress led to apoptosis of cells in the hepatopancreatic duct of L. vannamei, increase in blood antioxidant enzyme indicators, and changes in other metabolic related enzyme indicators.Furthermore, the metabolomics analysis uncovered that the impact of low temperature stress on L. vannamei was considerable, with a significant alteration observed in the metabolic pathways relating to amino acid metabolism, protein digestion and absorption, glycerol metabolism, and arachidonic acid metabolism.

Impact of low-temperature stress on physiological and biochemical stability and induction of cell apoptosis
In this study, low-temperature stress affected the biochemical indices of L. vannamei.The contents of UA, ALT, LDH-L, and ALP in the blood of Lv-T shrimp were significantly lower than those in Lv-C shrimp at 10 °C (P < 0.05).The decreased temperatures significantly reduced the content of ALP and BUM.These enzyme activities may be related to the adaptive regulation of shrimp 14,16 .Serum alanine aminotransferase (ALT) is a commonly used biomarker for liver health, and increased ALT levels indicate liver disease or injury 31,32 .Previous studies have shown that low temperature leads to increased ALT levels in L. vannamei 14 .In this study, the Previous studies have shown that in humans, a decrease in temperature can result in an elevation of UA levels 33 , and UA is considered a marker of purine metabolism impairment 34 .Interestingly, the TG content in the blood of Lv-T shrimp was significantly higher than that in Lv-C shrimp at 10 °C (P < 0.05).The primary role of TG is to supply and store energy while safeguarding the integrity of internal organs 35 .Studies have shown that cold stress in yellow catfish leads to a significant increase in TG consumption 36 .Therefore, the high TG content in Lv-T shrimp at 10 °C may provide energy and protect the hepatopancreas from cold stress.Under the influence of low temperature stress, there were observable modifications to the levels of SOD, GSH-PX, and MDA in Lv-T and Lv-C shrimp.SOD is the main antioxidant enzyme in organisms.One of the vital functions of SOD in organisms is to mitigate oxidative stress damage by engaging in the removal of ROS 37 .Meng et al. 38 found that cold acclimation significantly stimulated SOD activity in crab hepatopancreas.Heise et al. 39 found a significant increase in SOD activity in the liver of the North Sea eelpout (Zoarces viviparus) under acute cold stress at 1 °C.GSH-Px eliminates H2O2 using glutathione as a substrate and can also clear lipid peroxides 40 .MDA serves as the end product of lipid peroxidation and serves as an indicator of the extent of oxidative damage incurred by organisms 41 .Moreover, the variations in the activities of antioxidant enzymes are predominantly  www.nature.com/scientificreports/influenced by variances among species, as well as the intensity and duration of the low temperature stress 28,42,43 .It has been reported that SOD and GSH-Px activities in L. vannamei increase significantly under low-temperature stress 14 .In this study, the SOD content in the blood of Lv-T shrimp was significantly higher than that in common shrimp at 10 °C, and it increased significantly as the temperature decreased, while there was no change in SOD content in common shrimp.The GSH-PX indices of both Lv-T and Lv-C shrimp decreased significantly at both 10 °C and 18 °C compared to the temperature groups at 28℃.Based on these results, we speculate that the antioxidant defense system of Lv-T shrimp is effectively activated under low-temperature conditions, and its antioxidant capacity is higher than that of common shrimp, thereby efficiently eliminating reactive oxygen species generated by low temperature.TUNEL analysis indicated that low temperature caused significant apoptosis in the hepatopancreatic ducts of L. vannamei, potentially leading to damage to the hepatopancreas and affecting normal metabolic function.Previous research revealed that acute cold stress caused hepatopancreatic damage in L. vannamei, with significant upregulation of genes associated with cell apoptosis and inflammation, such as DRONC, AP-1, and COX-2 44 .Low temperature caused severe morphological damage to the hepatopancreas of Penaeus japonicus 45 .The exposure to cold stress exhibited a noteworthy elevation in hepatopancreatic cell apoptosis within red claw crayfish (Cherax quadricarinatus) 46 .Wang et al. 19 reported that acute cold stress can cause hepatopancreatic tissue damage in L. vannamei and reduce its immune function.These findings are consistent with the results of this study.Compared to the normal temperature group, both cold-tolerant shrimp and common shrimp exhibited apoptosis at 10 °C.However, the TUNEL results alone did not reveal any differences between the two groups.Therefore, we infer that low temperatures cause damage to the hepatopancreas of both types of shrimp.Low temperatures may lead to the freezing of intracellular water, resulting in frostbite 47,48 .We suggest that even cold-resistant shrimp, when exposed to excessively low temperatures, may experience cell membrane rupture and organelle damage due to water crystallization, ultimately triggering apoptosis.This study found that under the condition of 10 °C, the triglyceride (TG) content in cold-resistant shrimp was significantly higher than that in regular shrimp.The primary role of TG is to supply and store energy while safeguarding the integrity of internal organs 49 .In addition, triglycerides can provide energy for cells to release glycerol and fatty acids, and it is well known that glycerol has a protective effect on cells against frostbite.Therefore, we speculate that TG plays a protective role in the hepatopancreatic cells of cold-resistant shrimp.Previous studies have found that under low-temperature conditions, the cellular redox balance may be disrupted, leading to increased oxidative stress reactions.Oxidative stress can trigger excessive generation of free radicals inside the cells, causing damage to cell membranes, proteins, and nucleic acids, ultimately leading to apoptosis [50][51][52][53] .This study found that under the condition of 10 °C, the content of superoxide dismutase (SOD) in cold-resistant shrimp was significantly higher than that in regular shrimp.One of the important functions of SOD in organisms is to alleviate oxidative stress damage by clearing reactive oxygen species (ROS) 54 .Therefore, we speculate that oxidative imbalance occurs in the hepatopancreatic cells of Litopenaeus vannamei after cold stress.However, the SOD levels in cold-resistant shrimp are significantly higher than those in regular shrimp, giving them a greater ability to clear ROS and thus reduce oxidative stress damage.As a result, their survival and adaptation capabilities are enhanced.

Effects of low-temperature environment on hepatopancreatic metabolism in L. vannamei
Metabolomics is considered a powerful tool for detecting fluctuations in metabolites in organisms exposed to environmental stress 55 .LC-MS technology has been widely used in metabolomic analysis of various biological fluids (urine, blood, or tissue extracts) 56 .LC-MS technology has also been extensively applied in metabolomic analysis of L. vannamei [57][58][59] .In our study, we used LC-MS technology to analyze the effects of low temperature on hepatopancreatic metabolism in Lv-T and Lv-C L. vannamei.Our metabolomic data showed significant differences in amino acid-related metabolism between Lv-T and Lv-C shrimp under low-temperature stress.Several amino acid metabolites, including N-Acetylornithine, l-2-Amino-5-hydroxypentanoic acid, Lysyl-Gammaglutamate, Glutaminylvaline, Isoleucyl-Arginine, d-Alanyl-d-alanine, Arginyl-Valine, l-Aspartic acid, N-Carboxyethyl-g-aminobutyric acid, l-beta-aspartyl-l-glycine, 3-Methyl-2-oxovaleric acid, Methionyl-Threonine, and Alanyl-Leucine, were significantly more abundant in Lv-T shrimp compared to Lv-C shrimp.Among them, N-Acetylornithine is a key intermediate metabolite in the biosynthesis pathway of arginine 60 .The regulation of metabolic pathways for alanine, glutamine, glutamate, arginine, and proline is facilitated through the participation of l-Aspartic acid 61,62 .Arginine participates in hormone secretion and immune regulation 63 .Glutamine is a non-essential amino acid involved in regulating shrimp immunity 64 .Glutamate plays an important role in the physiological response of Drosophila melanogaster to low-temperature domestication 65 .Dopamine quinone is an organic oxygen compound that is neurotoxic to dopamine neuron specific oxidative stress 66 .In our study, the content of dopamine quinone increased in both Lv-T and Lv-C shrimp under low-temperature stress, indicating that low temperature can increase the level of dopamine quinone and cause toxicity to the organism, but the content of dopamine quinone in Lv-T shrimp was lower than that in Lv-C shrimp.
In addition, lipid-related molecules such as LysoPC, Glycerol tributanoate, Sakacin P, Stigmastane-3,6-dione, and 11beta-Hydroxy-3,20-dioxopregn-4-en-21-oic acid were more abundant in Lv-T shrimp compared to Lv-C shrimp, and their levels increased as the temperature decreased.LysoPC plays a regulatory role in immune function 67 , and the LysoPC content in Marsupenaeus japonicus significantly increases under low-temperature stress 45 .Glycerol tributanoate can be hydrolyzed to produce glycerol and butyric acid, which can be metabolized through nutrition and provide energy for small intestinal epithelial cells 68,69 .Glycerol tributanoate can increase the ATP content, activate PIK3 and AKT signal transduction, further activate important Nrf2 signal pathways in cells, enhance the expression of antioxidant enzyme genes, and thus enhance antioxidant enzyme activity 70 .Therefore, the high level of Glycerol tributanoate in Lv-T shrimp may provide energy to resist cold stress and enhance antioxidant capacity.Research has shown that 11beta-Hydroxy-3,20-dioxopregn-4-en-21-oic acid is one of the biomarkers activated by peroxisome proliferator-activated receptor alpha (PPARα).PPARα plays an important role in controlling energy homeostasis and immune regulation 71 .
In this study, we found that under low temperature conditions, cold resistant shrimps had higher levels of glycerophospholipid metabolism, arachidonic acid metabolism, and α-Significant enrichment of alpha linolenic acid metabolism pathway.Previous studies have shown that under low temperature conditions, there are significant differences in the levels of glycerides, phospholipids, sphingolipids, and sterols in the plasma of newborn lambs compared to room temperature conditions 72 .Our results indicate that lipid-related metabolic pathways may be related to the cold tolerance traits of Lv-T shrimp.

Conclusion
In this study, we conducted blood biochemistry, hepatopancreatic cell apoptosis, and metabolomic analysis of Lv-T and Lv-C L. vannamei under low-temperature stress.TUNEL analysis revealed damage to the hepatopancreatic ducts of L. vannamei caused by low temperature, which affected their metabolic function.Blood biochemistry analysis showed that the antioxidant enzyme content was significantly higher in Lv-T shrimp compared to Lv-C shrimp.Metabolomic analysis showed that the content of some lipid-related metabolites and antioxidant-related metabolites was significantly higher in Lv-T shrimp compared to Lv-C shrimp.Therefore, the cold tolerance of Lv-T shrimp may be attributed to enhanced antioxidant enzyme activity and lipid metabolism.

Experimental animals and cold stress
Cold-tolerant (Lv-T) and common (Lv-C) L. vannamei were obtained from the Guangxi White Shrimp Genetic Breeding Center (Fangchenggang, Guangxi, China).Lv-T exhibited significantly higher survival time and survival rate at 10 °C compared to Lv-C.The performance parameters have been described in our previous study 27 .
Before the experiment, all shrimp were cultured in seawater with a temperature of 28 ± 0.5 °C, salinity of 30‰, and pH of 7.9 ± 0.1 for one month.The average body weight of shrimp was about 32 g.The shrimp were divided into three different temperature groups: 28 °C, 18 °C, and 10 °C.The temperature of 28 °C represented the normal water temperature during the experiment.The temperature of 18 °C and 10 °C were achieved by gradually lowering the water temperature from 28 °C at a rate of 1 °C/h using a cooling system.After reaching the designated temperature, sampling was conducted after 24 h of maintenance.Each group collected 6 biological replicate samples, with each biological replicate composed of a mixture of samples from 6 shrimp.The hepatopancreas samples were preserved in liquid nitrogen.In addition, three replicates were randomly selected from each group, and each replicate consisted of a mixed sample of plasma from six shrimp (1 mL blood extracted from each shrimp with 1/10 sodium citrate anticoagulant) for physiological and biochemical index analysis.Three replicates of hepatopancreas samples were preserved with 4% paraformaldehyde for apoptosis detection.

Blood biochemical index analysis
The extracted blood samples of L. vannamei was centrifuged at 4 °C and 3000 rpm in a centrifuge for 10 min, and the supernatant of each comparison group was collected for biochemical indicators detection.The concentrations of the following enzymes were measured using an enzyme-linked immunosorbent assay (SpectraMax-190, Molecular Devices, USA) and a fully automated biochemical analyzer (3100, Hitachi, Japan).The total superoxide dismutase (SOD) activity, glutathione peroxidase (GSH-PX), and malondialdehyde (MDA) contents in the blood samples were measured using a reagent kit provided by Nanjing Jiancheng Company.The concentrations of alanine aminotransferase (ALT), alkaline phosphatase (ALP), blood urea nitrogen (BUN), uric acid (UA), triglycerides (TG), and lactate dehydrogenase (LDH-L) indicators were measured using a reagent kit provided by Changchun Huili Company.The data analysis was conducted using SPSS 19.0 for statistical analysis.Single factor analysis of variance (ANOVA) was used for comparison between cold resistant and normal families within each group.T-test was used for comparison between the two families, with P < 0.05 indicating significant differences.

TUNEL analysis for hepatopancreas cell apoptosis
Hepatopancreas tissue sections were prepared.After the fixation was completed, the hepatopancreas samples were slowly flushed with water for 1 h to remove formaldehyde, and were dehydrated with gradient alcohol from low to high in 70% ethanol for 2 h, 80% ethanol for 2 h, 90% ethanol for 1 h, 95% ethanol for 30 min/2 times, and 100% ethanol for 30 min/1 times.The tissue was subjected to two rounds of transparency, each lasting for 15 min.The tissue underwent paraffin embedding four times using a paraffin embedding machine.The embedded tissue was washed four times with melted paraffin and subsequently soaked in dissolved paraffin for 4 times/h.Following the manufacturer's instructions, the fixed tissue samples were sliced into thin sections with a thickness of 4-6 µm using a microtome (Leica-RM2016).After the slicing was completed, the slices were gently placed in 42 °C water and unfolded.Clean glass slides were used to remove the slices from the water, placed in an insulation box and dry at 37 °C, and stored at room temperature for future use.UNEL reagent kit (Roche) was used to perform fluorescence staining on the prepared paraffin sections according to the instructions.The slices were treated with a fixative solution containing anti-fluorescence quenching sealing agent (Servicebio).Finally, the slices were observed under a fluorescence microscope.

Metabolic profiling analysis of hepatopancreas
The hepatopancreas of L. vannamei were used to extract metabolites.The extraction solvent consisted of acetonitrile, methanol, and water in a ratio of 2:2:1, including an internal standard.After vortexing, homogenization, and ultrasound treatment, the samples were incubated at − 20 °C for 1 h.Subsequently, they were centrifuged at 12,000 rpm and 4 °C for 15 min.The resulting supernatant was collected and stored at − 80 °C for future use.www.nature.com/scientificreports/For analysis, the sample underwent LC-MS/MS using an UHPLC system (1290, Agilent Technologies), and MS data was collected using Xcalibur 4.0.27(Thermo).The MS raw data (.raw) files were converted to mzML format using ProteoWizard and processed using the R package XCMS (version 3.2) (Smith et al., 2006).Samples containing metabolites that were present in less than 50% of all samples in a group were filtered out.Normalization was performed on the filtered samples, resulting in a data matrix containing retention time (RT), massto-charge ratio (m/z) values, and peak intensity.The processed data was annotated using OSI-SMMS (version 1.0) software.
Principal Component Analysis (PCA) was conducted on all samples using the R package model (http:// www.rproje ct.org/).The OPLS-DA model was then validated through cross-validation and 200 permutation tests.In each permutation test, class labels were randomly assigned 200 times to generate distributions of R2' and Q2' values.The most distinct metabolites between the two groups were ranked based on the Variable Importance in Projection (VIP) score of the (O)PLS model.Differential metabolites between the two groups were identified using a VIP threshold set at 1, a P-value < 0.05, and a VIP ≥ 1 in the T-test.KEGG enrichment analysis was performed on these differential metabolites [73][74][75] .

Figure 2 .
Figure 2. TUNEL assay for hepatopancreatic cells apoptosis in cold tolerant (Lv-T) and common (Lv-C) shrimp under 28 °C and 10 °C.Under UV light, the DAPI-stained nuclei display blue, and the FITC-labeled positive apoptotic nuclei appear green.(A) DAPI-stained nuclei in Lv-C shrimp at 28 °C.(B) FITC-labeled nuclei in Lv-C shrimp at 28 °C.(C) Merge of DAPI-stained and FITC-labeled nuclei in Lv-C shrimp at 28 °C.(D) DAPI-stained nuclei in Lv-C shrimp at 10 °C.(E) FITC-labeled nuclei in Lv-C shrimp at 10 °C.(F) Merge of DAPI-stained and FITC-labeled nuclei in Lv-C shrimp at 10 °C.(G) DAPI-stained nuclei in Lv-T shrimp at 28 °C.(H) FITC-labeled nuclei in Lv-T shrimp at 28 °C.(I) Merge of DAPI-stained and FITC-labeled nuclei in Lv-T shrimp at 28 °C.(J) DAPI-stained nuclei in Lv-T shrimp at 10 °C.(K) FITC-labeled nuclei in Lv-T shrimp at 10 °C.(L) Merge of DAPI-stained and FITC-labeled nuclei in Lv-T shrimp at 10 °C.

Figure 3 .
Figure 3. Quality analysis of the metabolomic data.(A) and (B) represent the Principal Component Analysis (PCA) score plot of samples observed under positive ion mode and negative ion mode, respectively.(C-E) Represent Orthogonal Partial Least Squares Discriminant Analysis (OPLS-DA) score plots of samples under positive ion mode.(F-H) represent OPLS-DA score plots of samples under negative ion mode.

Figure 4 .
Figure 4. KEGG enrichment analysis of differential metabolites.(A) Bar chart showing the number of metabolites enriched in each pathway.(B) Heatmap displaying the quantity of significantly different metabolites in various comparison groups, with values represented as Log2 Ratio normalized values.The heatmap was created using the online tools of OmicShare platform (https:// www.omics hare.com/ tools/ home/ report/ repor theat map.html) by Guangzhou Genedenovo Biotechnology Co., Ltd.(Guangzhou, China).