Transfection of the Human Sodium/Iodide Symporter(NIS) Gene with Liposomes and the Expression of the NIS Protein in Human Lung A549 Cancer Cells

OBJECTIVE To examine the possibility of human sodium iodide symporter （hNIS） protein expression in lung cancer cells. METHODS Human lung A549 cancer cells were thawed and cultured in vitro. The cells were divided into an experimental group transfected with a recombinant pcDNA3-hNIS plasmid and a control group transfected only with a pcDNA3 plasmid. The recombinant plasmid vector encoding the hNIS gene （pcDNA3-hNIS） was amplified, purified and identified. The hNIS gene was followed by DNA sequencing. A Western blot and an immunohistochemical assay were applied to detect the hNIS protein expression in the transfected human lung A549 cancer cells. RESULTS Restriction enzyme digestion and DNA sequencing results showed the size and direction of the inserted gene in the recombinant pcD- NA3-hNIS plasmid was correct. The Western blot method and immunohistochemical analysis showed a positive NIS protein expression in the experimental group. The NIS protein was detected mainly in the cell membranes showing a positive rate up to 70.6% with no expression of the NIS protein in the control group. There was a significant difference between two groups （P=0.000）. CONCLUSION The hNIS gene was transfected effectively into human lung A549 cancer cells mediated by Lipofectamine 2000, and was expressed with its protein in vitro.

Optimization on cationic liposome-mediated cell transfection of plasmid DNA

Objective:The development of gene carriers for efficient gene delivery into cells has attracted growing attention in recent years.The aim of this study was to achieve a better outcome of AAV-293 cells transfection by plasmid DNA.Methods:We studied the optimal condition for higher efficiency of cationic lipid-mediated cell transfection.Four experimental groups were set.Plasmid DNA and liposome were mixed in each groups at different ratios(μg:μL),1:2.5,1:3.5,1:4.0 and 1:5.0,respectively.LacZ gene functioned as reporter gene,measuring the transfection efficiency of the four groups using the method of X-gal staining.Results:When the ratio was 1:3.5,the cell transfection rate was the highest.While the ratio of 1:2.5 recommended by product manual achieve the lowest transfection rate.Their difference had statistical significance.Conclusion:In order to obtain a higher transfection efficiency,optimization on conditions of the ratio of plasmid DNA to liposome is necessary in cell transfection.

Cationic Liposome-mediated bcl-xl Gene Transfection into Human Keratocytes

The efficiency and safe range of LipofectamineTM2000 (LF2000)/bcl-xl applied in human keratocytes, the optimal ratio of LF2000/bcl-xl and the bcl-xl gene expression in human keratocytes were investiaged. By using trypan-blue staining, the effects of LF2000 and bcl-xl on the survival rate of the cultured human keratocytes were measured respectively. By using semi-quantitative RT-PCR, the efficiency and the expression of LF2000-mediated bcl-xl transfection into keratocytes were examined. The results showed that the survival rate of human keratocytes had no signficant change in the presence of LF2000 (20 μg/ml) or bcl-xl (10 μg/ml) for 24 h. LF2000 could effectively mediate the transfection of exogenous gene bcl-x1 into human keratocytes. The best transfection efficiency could be obtained when the ratio of bcl-xl/LF2000 was 1:8. One day after transfection, the positive cells for bcl-x1 could be detectable, and the positive rate reached the peak on the post-transfection day 3 (48.3 %), then gradually decreased. Fifteen days after transfection, there were few positive cells. It was suggested that LF2000 could effectively transfer the exogenous gene bcl-xl into human keratocytes without obvious toxicity during a concentration range. LF2000/bcl-xl may be likely to play an important role in gene therapy of human keratocytes.

Comparison of rAAV-2-EGFP versus liposome transfection of neural stem cells

BACKGROUND： At present, a universal method and vector for transfecting enhanced green fluorescent protein （EGFP） into neural stem cells does not exist. The traditional use of liposome to transfect GFP shows low labeling efficiency and short labeling time. However, there is an increasing number of reports in recent years utilizing adeno-associated virus （AAV） transfection of neural stem cells. OBJECTIVE： To compare differences of neural stem cell transfection via rAAV-2-EGFP or liposome, with regard to transfection efficiency, stability, and safety. DESIGN, TIME AND SETTING： A parallel, controlled experiment at a cellular molecular level was performed in the Central Laboratory, Clinical Neuromedicine Research Center, Tongji Medical College, Huazhong University of Science and Technology, between June 2007 and March 2008. MATERIALS： Liposome 2000 was purchased from Invitrogen, USA; rAAV-2-EGFP was offered from Beijing AGTC Gene Technology, China. METHODS： Cerebral cortical cells from embryonic day 12 C57BL/6 mouse embryo were isolated and cultivated, and the logarithmically growing neural stem cells were divided into three groups. Liposome transfection： neural stem cells were transfected with liposome/EGFP plasmid mixture comprising 2 pg pcDNA-3.0-EGFP plasmid and 12 μg Liposome 2000 in complete culture solution. AAV transfection： neural stem cells were transfected with virus transfection solution comprising rAAV-2-EGFP and complete culture solution at multiplicity of infection = 10^5. Negative control： physiological saline was used instead of virus transfection solution. MAIN OUTCOME MEASURES： At different time points after transfection （36 hours, 1 week, 2 weeks, 1 month, and 6 months）, the proportion of green fluorescent cells was quantified under fluorescent microscopy. Transfection efficiency and proliferative activity of the transfected neural stem cells were detected with flow cytometry and 3-（4,5）-dimethylthiahiazo （-z-yl）-3,5-di- phenytetrazoliumremide, respectively. RESULTS： The neural stem cells began to express green fluorescence 36 hours after transfection with rAAV-2-EGFP. Transfection efficiency reached a peak （61.2%） at 1 week, and was higher than the liposome transfection group （38.7%; P 〈 0.05）. Green fluorescence was detectable for 6 months, with no weakness of expression, and rAAV-2-EGFP transfection showed no obvious effects on the proliferation activity of neural stem cells. In the liposome transfection group, green fluorescence was observed after 24 hours and reached a peak at 3 days. Fluorescence expression and proliferation activity disappeared at 2 weeks. CONCLUSION： rAAV-2-EGFP transfection of neural stem cells was superior to liposome transfection.

Evaluation of Small Interfering RNA Delivery into Cells by Reverse Transfection in Suspension with Cationic Liposomes

Successful gene silencing by small interfering RNA (siRNA) requires efficient uptake of siRNA into targeted cells. For in vitro transfection of siRNA using cationic liposomes, two types of transfection method are currently being used: conventional (forward;Fw) and reverse (Rev) transfections. Here, to investigate an efficient siRNA transfection method using cationic liposomes, we compared the transfection efficiency of siRNA between Fw-transfection and Rev-transfection methods with various types of cationic liposomes. In Fw-transfection, siRNA/cationic liposomes complex (siRNA lipoplexes) was added to pre-plated cells. In contrast, Rev-transfection was performed by co-incubation of cells with siRNA lipoplexes in suspension. As a result, Rev-transfection with 1,2-dioleoyl-3-trimethylammonium-propane (DOTAP)-based or cationic cholesterol derivative-based liposomes could deliver siRNA into the cells via efficient cellular association, and induce an improved gene silencing effect by siRNA compared with Fw-transfection. Furthermore, Rev-transfection did not show increased cytotoxicity compared with Fw-transfection. These findings suggested that Rev-transfection in suspension has better potential for efficient transfection of siRNA into cells with minimal toxicity.

Transfection Efficiency Comparison of Oligonucleotide and Plasmid to the HL-60 Cell Line with Liposomes

The transfection efficiency of oligonucleotide and plasmid to the HL-60 cell line with lipofectaminePLUS was compared through observing the transfection rate and the expression duration of exogenous gene in the target cells. The results showed that the transfection rate of oligonucleotide to the HL-60 was about 90 %—95 % and it had no obvious attenuation within 84 h. However, the plasmid transfection rate was only 5 %—25 % and it was decreased significantly within 60 h. It was suggested that the transfection of oligonucleotide with liposomes was better than that of plasmid.

Overcoming neutrophil-induced immunosuppression in postoperative cancer therapy: Combined sialic acid-modified liposomes with scaffold-based vaccines

Immunotherapy is a promising approach for preventing postoperative tumor recurrence and metastasis. However, inflammatory neutrophils, recruited to the postoperative tumor site, have been shown to exacerbate tumor regeneration and limit the efficacy of cancer vaccines. Consequently, addressing postoperative immunosuppression caused by neutrophils is crucial for improving treatment outcomes. This study presents a combined chemoimmunotherapeutic strategy that employs a biocompatible macroporous scaffold-based cancer vaccine (S-CV) and a sialic acid (SA)-modified, doxorubicin (DOX)-loaded liposomal platform (DOX@SAL). The S-CV contains whole tumor lysates as antigens and imiquimod (R837, Toll-like receptor 7 activator)-loaded PLGA nanoparticles as immune adjuvants for cancer, which enhance dendritic cell activation and cytotoxic T cell proliferation upon localized implantation. When administered intravenously, DOX@SAL specifically targets and delivers drugs to activated neutrophils in vivo, mitigating neutrophil infiltration and suppressing postoperative inflammatory responses. In vivo and vitro experiments have demonstrated that S-CV plus DOX@SAL, a combined chemo-immunotherapeutic strategy, has a remarkable potential to inhibit postoperative local tumor recurrence and distant tumor progression, with minimal systemic toxicity, providing a new concept for postoperative treatment of tumors.

Molecular diagnostic approaches in detecting rearranged during transfection oncogene mutations in multiple endocrine neoplasia type 2

Different types of neuroendocrine cancer,including medullary thyroid cancer(MTC)and thyroid C-cell hyperplasia,are part of multiple endocrine neoplasia type 2(MEN2).A proto-oncogene mutation of the rearranged during transfection(RET)gene changes the way that receptor tyrosine kinases work.Multiple endocrine neoplasia,a pathological condition,involves these kinases.When the RET protooncogene changes,it can cause endocrine adenomas and hyperplasia to happen at the same time or one after the other.Pheochromocytoma,medullary thyroid carcinoma,and hyperparathyroidism,alone or in combination,are present in MEN2A patients.Some patients may also have skin lichen amyloidosis or Hirschsprung's disease.Patients with MEN2A often present with MTC.MTC is aggressive and has the worst prognosis,as most patients exhibit lymph node metastasis.MTC is one of the important causes of death in patients with MEN2A.RET mutation analysis aids in identifying MEN2A symptoms and monitoring levels of calcium,thyroid hormones,calcitonin,normetanephrine,fractionated metanephrines,and parathyroid hormone.The earlier diagnosis of MTC significantly improves survival and prompts better management of MEN2A.In this editorial,we will discuss the significance of molecular diagnostic approaches in detecting RET oncogene mutations in MEN2A.

Subtraction of liposome signals in cryo-EM structural determination of protein-liposome complexes

Reconstituting membrane proteins in liposomes and determining their structure is a common method for determining membrane protein structures using single-particle cryo-electron microscopy(cryo-EM).However,the strong signal of liposomes under cryo-EM imaging conditions often interferes with the structural determination of the embedded membrane proteins.Here,we propose a liposome signal subtraction method based on single-particle two-dimensional(2D)classification average images,aimed at enhancing the reconstruction resolution of membrane proteins.We analyzed the signal distribution characteristics of liposomes and proteins within the 2D classification average images of protein–liposome complexes in the frequency domain.Based on this analysis,we designed a method to subtract the liposome signals from the original particle images.After the subtraction,the accuracy of single-particle three-dimensional(3D)alignment was improved,enhancing the resolution of the final 3D reconstruction.We demonstrated this method using a PIEZO1-proteoliposome dataset by improving the resolution of the PIEZO1 protein.

Encapsulating taurine into liposomes:A promising therapeutic for liver fibrosis

We summarize the mechanism by which taurine(Tau)inhibits autophagy and induces iron apoptosis in hepatic stellate cells.Tau interacts with autophagy regulates multifunctional proteins,microtubule-associated protein 1 light chain 3 Beta,and autophagy-related gene 5 to inhibit autophagy,binds to ferritin heavy chain 1 and nuclear receptor coactivator 4 to trigger ferritin autophagy,and interacts with glutathione peroxidase 4 to promote iron apoptosis.There is a solid rationale for developing Tau-based therapies targeting autophagy and ferroptosis regulation.From a pharmaceutical point of view,there are certain requirements for Tau protein delivery systems,such as loading efficiency,stability,and targeting.Nanomaterials should also contain a hydrophilic motif similar to Tau to optimize loading efficiency.Since Tau is a hydrophilic molecule with high water solubility,liposomes,micelles,and amphiphilic polymer nanoparticles may represent a superior choice.The nanostructure of the liposome includes a water region and a lipid membrane to sequester hydrophilic and hydrophobic drugs,respectively,whereas Tau is expected to be loaded into the water region.In addition,a representative method of actively targeting hematopoietic stem cells is introduced.A Tau-based method for the treatment of liver fibrosis is proposed based on the formulation of common liposomes(lecithin plus cholesterol).

Lyophilization Process of Hydroxypropyl Tetrahydropyrantriol Liposomes

[Objectives]To enhance the skin permeability of hydroxypropyl tetrahydropyrantriol and provide a reference for the subsequent prevention or treatment of skin aging.[Methods]The lyophilization process of hydroxypropyl tetrahydropyrantriol liposomes was investigated using a single factor method,and a quality evaluation system was established based on the appearance,particle size,PDI,and re-dispersibility of the lyophilized samples.[Results]The lyophilization process of hydroxypropyl tetrahydropyrantriol liposomes was determined by single factor experiments.The pre-freezing period was 16 h at-80℃,the total drying time was 36 h,and the addition of 10%mannitol-sucrose was used as the lyoprotectant.[Conclusions]The product prepared by the lyophilization method exhibits a fluffy and full appearance,with minimal shrinkage and collapse.The volume remains consistent before and after lyophilization,and the re-dispersibility is satisfactory.The re-dissolution process is rapid,and the particle size and polydispersity index(PDI)remain largely unchanged before and after lyophilization.

Immunotherapeutic hydrogel for co-delivery of STAT3 siRNA liposomes and lidocaine hydrochloride for postoperative comprehensive management of NSCLC in a single application

Despite standard treatment for non-small cell lung cancer(NSCLC)being surgical resection,cancer recurrence and complications,such as induction of malignant pleural effusion(MPE)and significant postoperative pain,usually result in treatment failure.In this study,an alginate-based hybrid hydrogel(SOG)is developed that can be injected into the resection surface of the lungs during surgery.Briefly,endoplasmic reticulum-modified liposomes(MSLs)pre-loaded with the signal transducer and activator of transcription 3(STAT3)small interfering RNA and lidocaine hydrochloride are encapsulated in SOG.Once applied,MSLs strongly downregulated STAT3 expression in the tumor microenvironment,resulting in the apoptosis of lung cancer cells and polarization of tumor-associated macrophages towards the M1-like phenotype.Meanwhile,the release of lidocaine hydrochloride(LID)was beneficial for pain relief and natural killer cell activation.Our data demonstrated MSL@LID@SOG not only efficiently inhibited tumor growth but also potently improved the quality of life,including reduced MPE volume and pain relief in orthotopic NSCLC mouse models,even with a single administration.MSL@LID@SOG shows potential for comprehensive clinical management upon tumor resection in NSCLC,and may alter the treatment paradigms for other cancers.

Nonclinical Study of the Active Components of Doxorubicin Hydrochloride Liposome Injection in Vivo

Objectives: A non-clinical study was performed to establish a LC-MS/MS method to determine the in vivo active components of doxorubicin hydrochloride liposome injection in the plasma of Sprague-Dawley rats. Methods: Ten male SD rats were administered tail vein with a single dose of 10 mg/kg, and the concentrations of doxorubicin hydrochloride in plasma, heart, liver, spleen, lung, and kidney were determined by liquid chromatography-tandem mass spectrometry, and the pharmacokinetic parameters were calculated. Results: The final concentration of doxorubicin hydrochloride ranged from 500 ng/mL to 250,000 ng/mL, and the lower limit of quantification was 500 ng/mL;the main pharmacokinetic parameters: T1/2 was (19.282 ± 10.305) h, Cmax was (118514.828 ± 26155.134) ng/mL, AUC0-24 and AUC0-∞ were (1216659.205 ± 192706.268) ng/mL⋅h and (2082244.523 ± 860139.487) ng/mL⋅h, MRT0-24 and MRT0-∞ were (9.237 ± 0.423) h and (26.52 ± 14.015) h, respectively, and clearance (CL) was (0.005 ± 0.002) mL/h⋅ng. Conclusions: The method is simple, rapid, and sensitive, which can be used for the determination of doxorubicin hydrochloride concentration in the plasma of SD rats and pharmacokinetic non-clinical studies.

Microwave ablation combined with transarterial chemoembolization containing doxorubicin hydrochloride liposome for treating primary and metastatic liver cancers

Aims:To determine the safety and efficacy of microwave ablation(MWA)and transarterial chemoembolization(TACE)with doxorubicin hydrochloride liposome(DHL)in patients with primary liver cancer(PLC)and metastatic liver cancer(MLC).Materials and methods:The medical records of patients with primary or metastatic liver cancer who underwent MWA combined with TACE containing DHL from March 2019 to March 2022 were collected and analyzed.Treatment-related adverse events(AEs)were recorded.Local tumor response was evaluated according to the modified RECIST criteria.Local tumor progression-free survival(LTPFS)and overall survival(OS)were calculated using the Kaplan-Meier method.Results:Altogether,96 patients with liver cancer were included(PLC,n=45;MLC,n=51).Forty(41.7%)patients experienced AEs during treatment,and eight(8.3%)patients developed grade 3 AEs.Compared to before treatment,the serum total bilirubin level and neutrophil to lymphocyte ratio significantly increased after treatment.The median LTPFS was 14.5 months in patients with PLC and 10.7 months in patients with MLC.The median OS was not reached in patients with PLC or MLC.The 1-month and 3-month disease control rates reached more than 80%in both groups.Conclusion:MWA combined with TACE with DHL may be a safe and effective method for the treatment of liver cancer.

Optimization of Culture Medium and Transfection Method for Head and Neck Squamous Cell Carcinoma Organoids

[Objectives] To optimize the culture medium for head and neck squamous cell carcinoma patient-derived organoid and screen suitable cytokines;compare the transfection efficiency of direct transfection and short-term suspension transfection for organoid in matrigel. [Methods] Advanced DMEM/F12 medium, GlutaMax and HEPES buffer, nicotinamide, N-acetylcysteine, B27, A83-01, EGF, Y-27632 and Primocin primary cell antibiotics were prepared. On this basis, fibroblast growth factor 10(FGF10), Neuregulin 1, Noggin and R-spondin-1 were added in turn to prepare the selection medium, and the organoid diameter was used as the evaluation index to evaluate the effect of organoid medium. Using lentivirus, mCherry red fluorescent protein was transfected into HNSCC—PDO in different ways, and the transfection effect was evaluated by the fluorescence intensity of organoid sphere. [Results] Nrg1 Noggin and R-Spondin-1 promoted the growth of head and neck squamous cell carcinoma sphere(P<0.05) while FGF10 did not significantly promote the growth of head and neck squamous cell carcinoma sphere(P>0.05). Compared with direct transfection, short-term suspension transfection had higher transfection efficiency for HNSCC—PDO in matrigel. [Conclusions] R-Spondin-1 Nrg1 and Noggin may be the key cytokines in culture of HNSCC—PDO whereas FGF10 played an insignificant role in this study. Short-term suspension transfection could improve the transfection efficiency of lentivirus to HNSCC—PDO.

Selective ischemic-hemisphere targeting Ginkgolide B liposomes with improved solubility and therapeutic efficacy for cerebral ischemia-reperfusion injury

Cerebral ischemia-reperfusion injury(CI/RI)remains the main cause of disability and death in stroke patients due to lack of effective therapeutic strategies.One of the main issues related to CI/RI treatment is the presence of the blood-brain barrier(BBB),which affects the intracerebral delivery of drugs.Ginkgolide B(GB),a major bioactive component in commercially available products of Ginkgo biloba,has been shown significance in CI/RI treatment by regulating inflammatory pathways,oxidative damage,and metabolic disturbance,and seems to be a candidate for stroke recovery.However,limited by its poor hydrophilicity and lipophilicity,the development of GB preparations with good solubility,stability,and the ability to cross the BBB remains a challenge.Herein,we propose a combinatorial strategy by conjugating GB with highly lipophilic docosahexaenoic acid(DHA)to obtain a covalent complex GB-DHA,which can not only enhance the pharmacological effect of GB,but can also be encapsulated in liposomes stably.The amount of finally constructed Lipo@GB-DHA targeting to ischemic hemisphere was validated 2.2 times that of free solution in middle cerebral artery occlusion(MCAO)rats.Compared to the marketed ginkgolide injection,Lipo@GB-DHA significantly reduced infarct volume with better neurobehavioral recovery in MCAO rats after being intravenously administered both at 2 h and 6 h post-reperfusion.Low levels of reactive oxygen species(ROS)and high neuron survival in vitro was maintained via Lipo@GB-DHA treatment,while microglia in the ischemic brain were polarized from the pro-inflammatory M1 phenotype to the tissue-repairing M2 phenotype,which modulate neuroinflammatory and angiogenesis.In addition,Lipo@GB-DHA inhibited neuronal apoptosis via regulating the apoptotic pathway and maintained homeostasis by activating the autophagy pathway.Thus,transforming GB into a lipophilic complex and loading it into liposomes provides a promising nanomedicine strategy with excellent CI/RI therapeutic efficacy and industrialization prospects.

Preparation Process of Hydroxypropyl Tetrahydropyrantriol Liposomes

[Objectives] To explore the optimal process for preparing hydroxypropyl tetrahydropyrantriol liposomes. [Methods] A refractive index method was used to determine the content of hydroxypropyl tetrahydropyrantriol. Using particle size distribution and encapsulation rate as evaluation indicators, the effects of hydration time, ratio of organic phase to aqueous phase, granulation method, as well as thin film dispersion and reverse evaporation methods on liposomes preparation were investigated, and the optimal preparation method was selected. Single factor experiments were used to screen the drug phospholipid ratio, ultrasound time, and phospholipid cholesterol ratio, and the preparation process was optimized through orthogonal experiments. [Results] The optimal process of preparing hydroxypropyl tetrahydropyrantriol liposomes was as below: 1 : 10 of drug phospholipid ratio, 6 min of ultrasound time, 4 : 1 of phospholipid cholesterol ratio, (60.94%±7.24%) of entrapment efficiency, (86.44±6.08) nm of particle size, (0.195±0.077) of PDI. [Conclusions] The optimal preparation process of hydroxypropyl tetrahydropyrantriol liposomes selected by orthogonal experiment could effectively improve the encapsulation efficiency of hydroxypropyl tetrahydropyranotriol and reduce particle size. Moreover, the method was stable and reliable.

Mechanistic engineering of celastrol liposomes induces ferroptosis and apoptosis by directly targeting VDAC2 in hepatocellular carcinoma

Hepatocellular carcinoma(HCC)is one of most common and deadliest malignancies.Celastrol(Cel),a natural product derived from the Tripterygium wilfordii plant,has been extensively researched for its potential effectiveness in fighting cancer.However,its clinical application has been hindered by the unclear mechanism of action.Here,we used chemical proteomics to identify the direct targets of Cel and enhanced its targetability and antitumor capacity by developing a Cel-based liposomes in HCC.We demonstrated that Cel selectively targets the voltage-dependent anion channel 2(VDAC2).Cel directly binds to the cysteine residues of VDAC2,and induces cytochrome C release via dysregulating VDAC2-mediated mitochondrial permeability transition pore(mPTP)function.We further found that Cel induces ROS-mediated ferroptosis and apoptosis in HCC cells.Moreover,coencapsulation of Cel into alkyl glucoside-modified liposomes(AGCL)improved its antitumor efficacy and minimized its side effects.AGCL has been shown to effectively suppress the proliferation of tumor cells.In a xenograft nude mice experiment,AGCL significantly inhibited tumor growth and promoted apoptosis.Our findings reveal that Cel directly targets VDAC2 to induce mitochondria-dependent cell death,while the Cel liposomes enhance its targetability and reduces side effects.Overall,Cel shows promise as a therapeutic agent for HCC.

Predicting liposome formulations by the integrated machine learning and molecular modeling approaches

Liposome is one of the most widely used carriers for drug delivery because of the great biocompatibility and biodegradability.Due to the complex formulation components and preparation process,formulation screening mostly relies on trial-and-error process with low efficiency.Here liposome formulation prediction models have been built by machine learning(ML)approaches.The important parameters of liposomes,including size,polydispersity index(PDI),zeta potential and encapsulation,are predicted individually by optimal ML algorithm,while the formulation features are also ranked to provide important guidance for formulation design.The analysis of key parameter reveals that drug molecules with logS[-3,-6],molecular complexity[500,1000]and XLogP3(≥2)are priority for preparing liposome with higher encapsulation.In addition,naproxen(NAP)and palmatine HCl(PAL)represented the insoluble and water-soluble molecules are prepared as liposome formulations to validate prediction ability.The consistency between predicted and experimental value verifies the satisfied accuracy of ML models.As the drug properties are critical for liposome particles,the molecular interactions and dynamics of NAP and PAL liposome are further investigated by coarse-grained molecular dynamics simulations.The modeling structure reveals that NAP molecules could distribute into lipid layer,while most PAL molecules aggregate in the inner aqueous phase of liposome.The completely different physical state of NAP and PAL confirms the importance of drug properties for liposome formulations.In summary,the general prediction models are built to predict liposome formulations,and the impacts of key factors are analyzed by combing ML with molecular modeling.The availability and rationality of these intelligent prediction systems have been proved in this study,which could be applied for liposome formulation development in the future.

The Applications of Mitoxantrone and Its Liposome in Adult Acute Myeloid Leukemia

Acute myeloid leukemia (AML), a rapidly progressing hematopoietic malignancy, can only be cured hopefully by hematopoietic stem cells transplantation (HSCT). Before HSCT, we usually exert effects by attempting certain regimens to induce these tumor cells to death. Administered in AML patients, the classic “3 + 7” intensive induction regimen including anthracyclines and cytarabine is recommended by guidelines worldwide. However, conventional regimens consist of anthracyclines, a category of drug limited by cumulative, dose-related, progressive myocardial damage and congestive heart failure occurs when its total doses break through the cut-off. Based on this background, mitoxantrone (MIT), an anthraquinone, was developed to a new form to reduce cardiotoxicity. Meanwhile, the nanomedicine, mitoxantrone liposome (Lipo-MIT), was characterized by improved bioavailability and limited toxicity. This drug has great therapeutic potential, but different side effects. We conclude the overall history and development of MIT and Lipo-MIT, which show controversial efficacy of MIT compared to doxorubicin and therapeutic potential of Lipo-MIT. This article reviewed the application of MIT and liposome forms in adult AML patients. .