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Yi Feng

Publications and source records attributed to Yi Feng.

At least 19 recordsLinked to original sources

Mitochondrial Function-Related Genes in Sleep Disorders: A Multi-Omics Mendelian Randomization Study.

Mitochondrial dysfunction is linked to sleep disorders in previous report, but the potential roles of specific genes remain unclear. This study aimed to dissect different subtype-specific genetic associations and their underlying mechanisms. A multi-omics Summary-data-based Mendelian Randomization (SMR) approach was performed to identify potential causal links between mitochondrial function-related genes and sleep disorders. We integrated GWAS data from FinnGen database (the discovery set), independent GWAS datasets (covering different sleep-disorder subtypes and used for validation), and cis-QTLs (including mQTLs, eQTLs, and pQTLs) to perform systematic exploration. Specially, we performed targeted validation of tissue-specific effects, leveraging gene expression data from disease-relevant brain regions within the GTEx database. Our SMR analysis identified mitochondrial function-related genes potentially modulating sleep disorders across biological layers, initially identifying 102 genes at the methylation level, 48 at the gene expression level, and 6 at the protein abundance level. Integrative analysis subsequently prioritized DCXR and ACADVL and revealed their distinct, subtype-specific associations. DCXR exhibited a protective role in sleep apnea while ACADVL showed a paradoxical risk conferring role in daytime sleepiness. In addition, the analysis identified an epigenetic regulatory mechanism for DCXR in which its expression and protein levels are modulated by DNA methylation. Finally, validation in brain-hypothalamus tissue confirmed DCXR as a significant potential protective factor (OR = 0.929, 95% CI: 0.887-0.973, P_HEIDI = 0.999, FDR = 0.2449). Our findings implicate key mitochondrial genes, particularly DCXR and ACADVL, in the pathophysiology of specific sleep disorder subtypes, highlighting potential avenues for precision medicine. Clinical trial number: Not applicable.

Humans↗

Two-sample Mendelian randomization study of gut microbiota and inflammatory proteins: Predictive, preventive, and personalized treatment for migraine.

The human gut microbiota is increasingly recognized as a significant factor in the pathogenesis of migraine, potentially via inflammatory pathways. Identifying specific human gut microbiota components associated with migraines, along with the investigation of particular inflammatory proteins, is essential for advancing primary prediction, targeted prevention, and personalized treatment strategies for migraines. We conducted a two-sample Mendelian randomization study using publicly available summary statistics from genome-wide association studies. Data for 473 human gut microbiota taxa were obtained from the Finnish national health survey conducted by the National Institute for Health and Welfare study (FINRISK, n = 5959 European participants). Genome-wide association study data (https://www.ebi.ac.uk/gwas/) for 91 circulating inflammatory proteins were obtained from 14,824 participants across 11 cohorts using the Olink Target 96 Inflammation panel. Migraine outcome data were obtained from the FinnGen R12 release, with cases defined using ICD-10 code G43. All genome-wide association study analyses were adjusted for sex, age, genotyping batch, and 10 genetic principal components to control population stratification (genomic inflation factors: 1.00–1.05). Inverse variance-weighted Mendelian randomization was the primary analysis method, with Mendelian randomization-Egger, weighted median, and mode-based methods as sensitivity analyses. Two-step Mendelian randomization mediation analysis quantified the proportion of the effects of human gut microbiota on migraine that are mediated through inflammatory proteins. Thirty-seven bacterial genera were found to be associated with migraine using the inverse variance-weighted method. Of these, 18 genera exhibited a negative association, while 19 genera demonstrated a positive association with migraine risk. Additionally, eight inflammatory proteins were found to increase the risk of migraine. Among human gut microbiota, four were observed to reduce inflammatory protein levels, whereas another four were associated with increased inflammatory protein levels. Additionally, five gut microbiota were identified to influence migraine through inflammatory proteins in both Mendelian randomization analyses. Specifically, Actinobacteria, Brachyspiraceae, CAG-269 sp001915995, and Paraglaciecola were found to affect migraine outcomes via inflammatory proteins, with mediation proportions of 12%, 19%, 15.5%, and 6.7%, respectively. Lawsonibacter sp002161175 was identified to influence migraine risk through Oncostatin-M and SLAM, with mediation proportions of 15.6% and 11.3%, respectively. Our study elucidated the role of specific human gut microbiota alterations in the pathogenesis of migraine and highlighted the mediating effects of inflammatory proteins. Targeting these particular human gut microbiota alterations offers a promising strategy for predictive, preventive, and personalized medicine in migraine management, resulting in substantial clinical advancements.

causality↗

Determination of Ophiopogon japonicus polysaccharide in plasma by HPLC with modified postcolumn fluorescence derivatization.

Interest in antimyocardial ischemic activity of a graminan-type fructosan with an average molecular weight of 5,000 Da from Ophiopogon japonicus (FOJ-5) has necessitated the development of a sensitive and specific method to study its pharmacokinetics. An HPLC method with modified postcolumn fluorescence derivatization to determine FOJ-5 in plasma was developed in this study. The Shodex Sugar KS-802 high-performance gel column was chosen for separating FOJ-5 from its degradation products and endogenous carbohydrates. The postcolumn procedure involved acid hydrolysis of the column eluate at 150 degrees C, which decreased the detection limit for FOJ-5 from 1 microg to 25 ng, followed by fluorometric reaction with guanidine in an alkaline medium at 90 degrees C. The clearance of FOJ-5 from the bodies of rats following intravenous injection displayed a complex type of kinetics involving at least two compartments, and the half-life of the elimination of FOJ-5 from plasma administered at 15 mg/kg (18.1 min) was quicker than that administered at 50mg/kg (28.9 min). This modified approach can also be used for microanalysis of both nonreducing oligosaccharides and other neutral polysaccharides.

Animals↗

Antibody mediated in vivo delivery of small interfering RNAs via cell-surface receptors.

Delivery of small interfering RNAs (siRNAs) into cells is a key obstacle to their therapeutic application. We designed a protamine-antibody fusion protein to deliver siRNA to HIV-infected or envelope-transfected cells. The fusion protein (F105-P) was designed with the protamine coding sequence linked to the C terminus of the heavy chain Fab fragment of an HIV-1 envelope antibody. siRNAs bound to F105-P induced silencing only in cells expressing HIV-1 envelope. Additionally, siRNAs targeted against the HIV-1 capsid gene gag, inhibited HIV replication in hard-to-transfect, HIV-infected primary T cells. Intratumoral or intravenous injection of F105-P-complexed siRNAs into mice targeted HIV envelope-expressing B16 melanoma cells, but not normal tissue or envelope-negative B16 cells; injection of F105-P with siRNAs targeting c-myc, MDM2 and VEGF inhibited envelope-expressing subcutaneous B16 tumors. Furthermore, an ErbB2 single-chain antibody fused with protamine delivered siRNAs specifically into ErbB2-expressing cancer cells. This study demonstrates the potential for systemic, cell-type specific, antibody-mediated siRNA delivery.

Animals↗

Circulating estradiol and hypothalamic corticotrophin releasing hormone enhances along with time after ovariectomy in rats: effects of electroacupuncture.

Repeated electroacupuncture (EA) stimulation is known to enhance the circulating level of estrogen in the ovariectomized rats by stimulating the activity of the hypothalamus-pituitary-adrenal axis. To explore the mechanism of EA in promoting the homeostasis in ovariectomized rats, the hypothalamic CRH content and its mRNA expression as well as the circulating estradiol in the rats along with time after ovariectomy were detected. Female rats were divided into fourteen groups: 1 month after ovariectomy (OVX1M), OVX2M, OVX3M, OVX4M, OVX5M, OVX6M; intact 1 month (INT1M), INT2M, INT3M, INT4M, INT5M, INT6M; OVX1M with EA (OVX1M+EA) and intact 1 month with EA (INT1M+EA). The blood concentrations of estradiol (E2) and total contents of hypothalamic CRH were measured by radioimmunoassay. The expressions of CRHmRNA were semiquantified by RT-PCR. The results showed that the blood E(2) concentrations increased gradually along with time after ovariectomy in the rats. The level was higher in OVX1M+EA than those in OVX1M, 2M, 3M (p < 0.05), which was near to the level in OVX6M. The total content (ng/g tissue) of hypothalamic CRH and the CRHmRNA expressions in the OVX6M rats were higher than other groups (p < 0.05). The CRH content or mRNA expression in the OVX1M+EA increased significantly compared with that in OVX1M (p < 0.05), and it was close to the level in the OVX4M and OVX5M. The results suggested that the circulating E2 and hypothalamic CRH enhances along with time after ovariectomy in rats, and the EA stimulation might speedup the process.

Animals↗

Pharmacokinetics and tissue retention of (Gd-DTPA)-cystamine copolymers, a biodegradable macromolecular magnetic resonance imaging contrast agent.

PURPOSE: To investigate the pharmacokinetics, long-term tissue retention of Gd(III) ions, and magnetic resonance imaging (MRI) contrast enhancement of extracellular biodegradable macromolecular Gd(III) complexes, (Gd-DTPA)-cystamine copolymers (GDCC), of different molecular weights. METHODS: The pharmacokinetics of blood clearance and long-term Gd(III) retention of GDCC were investigated in Sprague-Dawley rats. Pharmacokinetic parameters were calculated by using a two-compartment model. The blood pool contrast enhancement of GDCC was evaluated in Sprague-Dawley rats on a Siemens Trio 3T MR scanner. Gd-(DTPA-BMA) was used as a control. RESULTS: The alpha phase half-life of Gd-(DTPA-BMA) and GDCC with molecular weights of 18,000 (GDCC-18) and 60,000 Da (GDCC-60) was 0.48 +/- 0.16 min, 1.08 +/- 0.24 min, and 1.74 +/- 0.57 min, and the beta phase half-life was 21.2 +/- 5.5 min, 26.5 +/- 5.9 min, and 53.7 +/- 15.9 min, respectively. GDCC had minimal long-term Gd tissue retention comparable to that of Gd-(DTPA-BMA). GDCC resulted in more significant contrast enhancement in the blood pool than Gd-(DTPA-BMA). CONCLUSIONS: GDCC provides a prolonged blood pool retention time for effective MRI contrast enhancement and then clears rapidly with minimal accumulation of Gd (III) ions. It is promising for further development as a blood pool MRI contrast agent.

Animals↗

[Identification of signature amino acids in the env V3-V4 and flanking regions of human immunodeficiency virus type 1 predominant strains in China].

OBJECTIVE: To identify signature amino acids in the V3-V4 and flanking regions of the env gene from human immunodeficiency virus type 1 (HIV-1) predominant strains in China and to elucidate the role of these signature amino acids on epidemiologic tracking and the development of vaccine. METHODS: Fragments of the HIV-1 env gene were amplified by nested-PCR from the whole blood of HIV-1 infected individuals from 12 provinces in China. Then, the PCR products were directly sequenced by using ABI 377 DNA SEQUENCER. The sequences covering the env V3-V4 region of the strains were used for the analyses described here. Envelope sequence subtypes were assigned using BLAST (http://www.HIV-Web.lanl.gov). Phylogenetic analyses were performed using GCG and MEGA as well as signature amino acids were identified using VESPA. RESULTS: Subtype B' strains and two recombinants (B'/C and CRF01-AE) were discovered among 157 currently circulating strains in China. The most prevalent subtypes were B'/C (38.85%), followed by B' (34.40%), and CRF01-AE (26.75%). Phylogenetic tree analysis of env V3-V4 region showed that subtype B' strains were closely related to B.CN.RL42, while most of B'/C strains clustered with 97CN54A and 97CNGX6F, CRF01-AE strains clustered into two distinct subgroups, which were closely related to THCM240 and 97CNGX2F. Analysis of signature amino acids revealed that eight of positions were identified as conserved signature amino acid sites in the env V3-V4 and flanking regions of the subtype B' and B'/C strains and almost all signature amino acids were found in their reference strains. Interestingly, eleven signature amino acids were demonstrated in the same regions of the CRF01-AE strains, but nine out of 11 signature amino acid sites were distinct from the same positions of the reference strains 97CNGX2F and TH.CM240. It is noteworthy that these 9 signature amino acids were found in the strains from all of the selected provinces except those from Yunnan province. CONCLUSION: Analysis of the signature amino acids suggest that much of the current Chinese epidemics of subtype B' and B'/C strains are descended from a single introduction into China, while the epidemic caused by the CRF01-AE strain is caused by multiple introductions into China from Thailand. These results will contribute to the policy of AIDS prevention and control as well as the ongoing development of AIDS vaccine.

Adolescent↗

Endostatin promotes the anabolic program of rabbit chondrocyte.

Endostatin is a natural occurred angiogenesis inhibitor derived from collagenXVIII. So far its function during the angiogenesis process of bone formation and arthropathy has not been well studied yet. The present study addresses the function of endostatin in rabbit articular chondrocytes (RAC). We found that endostatin can promote RAC adhesion and spreading as well as its proliferation. In monolayer cultured RAC, CollagenII, TIMP1 and collagenXVIII transcription were up regulated by endostatin while collagenI and MMP9 were down regulated. Moreover collagenXVIII and endostatin antigens are present at synovial fluid. These findings indicate new function of endostatin as a homeostatic factor in cartilage metabolism.

Animals↗

Characterization of a monoclonal antibody that antagonizes the function of human endostatin.

Endostatin, a 20-kDa proteolytic fragment of collagen XVIII, is a potent inhibitor of angiogenesis and tumor growth. The anti-angiogenic effects of endostatin include inhibition of endothelial cell migration and proliferation, and inhibition of the activity of MMP2. Structure-function analysis of endostatin that implies this contravention function buried in separate fragments of endostatin introduces new issues into the understanding of the structure-function relationship of endostatin. We developed and characterized a novel murine MAb, 4E7, to human endostatin, which antagonizes the function of endostatin. As we show here, MAb 4E7 blocks the anti-migration/adhesion effects of endostatin in vitro and the anti-angiogenesis effect of endostatin in vivo, but the inhibition effect of endostatin on endothelial cell proliferation is not affected by MAb4E7. These results suggest that the anti-migration and anti-proliferation functions of endostatin may have distinct structural foundations.

Animals↗

Involvement of nociceptin/orphanin FQ in release of hypothalamic GnRH mediated by ORL1 receptor in ovariectomized rats.

AIM: To investigate effect of the nociceptin/orphanin FQ (OFQ) on hypothalamus gonadotropin-releasing hormone (GnRH) release in ovariectomized (OVX) rats. METHODS: GnRH radioimmunoassay (RIA) was used to study the effect of OFQ on GnRH release in hypothalamus slices in vitro. Push-pull perfusion and intracerebroventicular (icv) injection were used to examine the effect of OFQ on GnRH release in the hypothalamus medial preoptic area (POA) in vivo. Ovariectomies were performed on female Sprague-Dawley rats, and their plasma luteinizing hormone (LH) levels were measured after icv injection of OFQ with or without [Nphe1]NC(1-13)NH2, a competitive antagonist of opioid receptor-like1 receptor (ORL1 receptor). Reverse transcription-polymerase chain reaction (RT-PCR) was used to investigate the expression of the ORL1 receptor in rat pituitary. RESULTS: GnRH release from hypothalamus slices was inhibited 90 min after the administration of 2 mmol/L and 20 mmol/L OFQ (P<0.05). Accordingly, GnRH release from hypothalamus POA was also significantly reduced by the injection of 0.2 mmol/L and 2 mmol/L OFQ. Plasma LH levels were also decreased significantly 2 h after icv injection of 20 nmol OFQ in OVX rats (P<0.05) and this effect could be abolished by pretreatment with 20 nmol [Nphe1]NC(1-13)NH2, that is, NC13. More interestingly, plasma LH levels in OVX rats increased markedly 2 h after icv injection of 100 nmol and 200 nmol NC13. RT-PCR analysis further revealed that the ORL1 receptor was not expressed in the pituitary of OVX rats. CONCLUSION: Central administration of nociceptin/orphanin FQ might inhibit the release of hypothalamic GnRH and decrease the plasma LH levels through ORL1 receptors in OVX rats.

Animals↗

A novel in vitro transcription method for producing siRNAs without specific sequence requirements.

RNA interference is a powerful genetic approach for silencing of target genes in which 21-23 nucleotide small interfering RNAs (siRNAs) work as sequence-specific RNA interference (RNAi) mediators. Production of siRNAs by in vitro transcription is a useful method that it is simple, effective, and inexpensive. Commonly used in vitro transcription promoters use guanine as the transcription start nucleotide. This method is, therefore, restricted to generating siRNAs with target sequences of 5'-NNGN17C. Here we report a modified in vitro transcription method, in which pre-siRNAs containing the 5' overhanging single-stranded leader sequence are first synthesized, then a DNA oligonucleotide complementary to the leader sequence is added to form a RNA-DNA hybrid, which is removed using RNase H to obtain desired siRNAs. Using siRNAs prepared with this method, we successfully inhibited the expression of both exogenous and endogenous genes.

Base Sequence↗

[Research progress on the oral solid rapidly disintegrating dosage form].

Oral solid rapidly-disintegrating dosage form has aroused general concern increasingly because of its characteristics about convenient taking, rapid absorption, high bioavailability and not serious adverse drug reaction. This article introduced its mechanism, which was rapid disintegration, fast dissolution or the promoting dissolving action of supplementary material. This dosage form included dispersible tablets, fast dissolving tablets, fast releasing tablets, droppills, granules and tablets by solid dispersible technology, quick-liquefying chewable tablets and dry elixir. It will become a new way for promoting bioavailability in traditional Chinese medicine difficultly-dissolving composition, create up a new dosage form for treating emergency case by traditional Chinese medicine and give a new thinking for studying new supplementary materials. In brief, oral solid rapidly-disintegrating dosage form will have good prospect in the field of traditional Chinese medicine.

Administration, Oral↗

[Intra-bone marrow cavity transplantation of human umbilical cord blood mononuclear cells into NOD/SCID mice].

OBJECTIVE: To evaluate the hematopoietic reconstitution of implanted NOD/SCID mice, after intra-bone marrow cavity injection (iBM) of human umbilical cord blood (CB) mononuclear cells (MNCs). METHODS: 24 female NOD/SCID mice were divided into different MNCs dosage iBM groups (3 x 10(6), 1 x 10(7), 3 x 10(7) cells), tail vein intravenous injection (iTV) group (3 x 10(7) cells) and control group (iBM of medium only). CB MNCs sorted by Ficoll-Hypaque were transplanted into left tibia bone marrow cavity of 6- to 8-week-old NOD/SCID mice, which were anesthetized and sublethally irradiated (270 cGy (137)Cs-gamma irradiation). The distribution of injected CB MNCs in noninjected right tibia of the same implanted mice was observed 24 hours after iBM. The establishment of hematopoiesis and the survival of mice were observed. BM cell surface CD marker expressions, dye Dil-CM tracing and human beta-actin from implanted mice were assessed 8 weeks after iBM or iTV. RESULTS: Dil-CM marker could be detected on BM cells from noninjected right tibia 24 hours after iBM. Fourteen engrafted mice survived at the end of our study. Among them two, four and five were of iBM-1, iBM-2 and iBM-3 groups respectively, and one of control group and two of iTV group. White blood cell reconstitution was better in iBM mice than in iTV and control mice. There were human markers including CD45, Dil-CM and beta-actin DNA in the marrow cells from the human CB MNC engrafted mice. CONCLUSION: The preliminary results showed that hematopoiesis reconstitution by iBM was significantly better than iTV.

Animals↗

[In vitro expansion of cord blood megakaryocyte progenitor].

OBJECTIVE: To expand cord blood megakaryocyte progenitor cells in vitro. METHODS: Cord blood CD34+ cells were selected by magnetic cell sorting (MACS), and thrombopoietin (TPO), interleukin-11 (IL-11), and heparin were used in the expansion system of megakaryocyte progenitor. The expansion efficiency was measured by fluorescence-activated cell sorting (FACS) using the megakaryocytic specific monoclonal antibodies (CD34+, CD41a+, CD61+, CD34+CD41a+, CD41a+CD61+) and colony-forming units-megakaryocyte (CFU-MK) analysis. The expanded megakaryocyte progenitor were determined by histochemistry staining using CD41a and the observation of the ultrastructure of megakaryocyte (MK) by electron microscopy. The megakaryocyte function were examined by the platelet activation in vitro and nonobese diabetic/severe combined immunodifficiency (NOD/SCID) mice transplantation in vivo. RESULTS: CD34+CD41a+ cells was expanded (4.0 +/- 1.7) folds on day 7 in TPO (50 ng/ml) group and (10.5 +/- 4.8) fold in TPO combined with IL-11 group; after heparin was joined in on day 0, a more significantly elevated expansion was found in the heparin, TPO, and IL-11 group [(29.9 +/- 6.4) folds than the above two groups; P < 0.05]. Meanwhile, the large CFU-MK colony (> 50 cells/colony) was (106.8 +/- 26.9) folds on day 7 (P < 0.05). The megakaryocyte expanding with TPO, IL-11 and heparin for 7 days in vitro transplanted the NOD/SCID mice fasten the recovery of platelet and white blood cell account and improved the survival. Megakaryocyte under culture displayed certain development of territories membrane. Platelet activation test comfirmed that the expanding megakaryocyte progenitor had the normal function. CONCLUSION: TPO, IL-11, and heparin combination system for ex vivo expansion is an effective expansion system of megakaryocyte progenitor.

Animals↗

[Pharmacokinetics of ginsenosides Rg1 and Re in Shenmai injection].

AIM: To study the pharmacokinetics of ginsenosides Rg1 and Re after iv infusion of Shenmai injection in human. METHODS: Ginsenosides Rg1 and Re in plasma were determined by LC/MS/MS and the pharmacokinetic parameters were calculated. RESULTS: The linear regressive curves were obtained in the range of 1.023-1023 microg x L(-1) for Rg1 and 1.05-1050 microg x L(-1) for Re. Recoveries using the method of Rg1 and Re were 99%-105% and 99%-104%, respectively. The within-day and between-day RSDs were less than 15%. After iv infusion of Shenmai injection to volunteers, the concentration-time curves of Rg1 and Re fitted to the two-compartment model, T1/2alpha were 0.28 h and 0.10 h, T1/2beta were 2.1 h and 1.2 h, respectively. CONCLUSION: The method is specific, simple, sensitive and suitable for the measurement of plasma Rg1 and Re concentrations. The distribution and elimination of Rg1 and Re were rapid after iv infusion of Shenmai injection in volunteers, the pharmacokinetic characteristics were fitted with the two-compartment model.

Area Under Curve↗

[Effect of intestinal bacteria on metabolism of ophiopognin saponin D' in rats].

OBJECTIVE: To explore the metabolic transformation and the absorbed metabolites of ophiopognin saponin D' (OD') given orally in rats. METHOD: The contents of both original OD' and its metabolites were detected by means of HPLC-ELSD and the metabolites of OD' in blood and urine were measured by use of TLC and HPLC-MS in vivo. RESULT: OD' could be metabolized by intestinal bacteria in rats. The content of diosgenin, one of the metabolites, increased gradually as the time passed. CONCLUSION: OD' can be metabolized in intestine of rat and its metabolite, diosgenin, was absorbed in blood of rat.

Administration, Oral↗

[Isolation, purification and structural analysis of a polysaccharide MDG-1 from Ophiopogon japonicus].

AIM: To separate and purify the anti-myocardial ischemic polysaccharide fraction with a homogenous molecular weight from Ophiopogon japonicus, then study the chemical structure of the parts. METHODS: Crude polysaccharides were prepared by extracting the tube root fraction of Ophiopogon japonicus with water, then precipitation with ethanol. From the crude polysaccharides, the polysaccharide of MDG-1 was separated and purified using ultrafiltration, DEAE Sepharose FF and Sephadex G-25 column chromatography. Its structure was studied by complete hydrolysis, periodate oxidation, Smith degradation, methylation analysis, 1H NMR and 13C NMR analysis etc. RESULTS AND CONCLUSION: MDG-1 was a water-soluble beta-D-fructosan, containing a backbone composed of Fruf (2 --> 1), and a branch of Fruf (2 --> 6) Fruf (2 --> per average 2. 8 of main chain residues. Mn, Mw and Mp of MDG-1 were 3 400, 4 800 and 5 000, respectively. MDG-1 contains trace of Glc, which maybe connect to its reducing terminal. Molar ratio of Fru and Glc is approximately 35: 1.

Methylation↗

[A new linear neural network multi-component analysis method and its application in the analysis of VC yinqiao tablets quantitative analysis].

We measured NIR spectrum of VC yinqiao tablets with spectral instrument, analyzed the contents of acetaminophen and vitamin C in the VC yinqiao tablets with principal component analysis (PCA) and Linear Neural Network, and discussed the choice of principal component number and ANN's parameters affecting the network. To compare arithmetic performance, the authors also processed the spectral data with partial least squares and PCA-BP neural network. Compared with other two data process methods, the experiment and the result of data process showed that the PCA-linear neural network possess the best forecasting precision.

Acetaminophen↗