ABSTRACT
Triple-negative breast cancer (TNBC) is a highly invasive and metastatic subtype of breast cancer that often recurs after surgery. Herein, we developed a cyclodextrin-based tumor-targeted nano delivery system that incorporated the photosensitizer chlorin e6 (Ce6) and the chemotherapeutic agent lonidamine (LND) to form the R6RGD-CMßCD-se-se-Ce6/LND nanoparticles (RCC/LND NPS). This nanosystem could target cancer cells, avoid lysosomal degradation and further localize within the mitochondria. The RCC/LND NPS had pH and redox-responsive to control the release of Ce6 and LND. Consequently, the nanosystem had a synergistic effect by effectively alleviating hypoxia, enhancing the production of cytotoxic reactive oxygen species (ROS) and amplifying the efficacy of photodynamic therapy (PDT). Furthermore, the RCC/LND NPS + light weakened anoikis resistance, disrupted extracellular matrix (ECM), activated both the intrinsic apoptotic pathway (mitochondrial pathway) and extrinsic apoptotic pathway (receptor death pathway) of anoikis. In addition, the nanosystem showed significant anti-TNBC efficacy in vivo. These findings collectively demonstrated that RCC/LND NPS + light enhanced the anticancer effects, induced anoikis and inhibited tumor cell migration and invasion through a synergistic effect of chemotherapy and PDT. Overall, this study highlighted the promising potential of the RCC/LND NPS + light for the treatment of TNBC.
Subject(s)
Anoikis , Apoptosis , Chlorophyllides , Nanoparticles , Photochemotherapy , Photosensitizing Agents , Porphyrins , Triple Negative Breast Neoplasms , Triple Negative Breast Neoplasms/drug therapy , Triple Negative Breast Neoplasms/pathology , Humans , Photochemotherapy/methods , Female , Porphyrins/pharmacology , Porphyrins/therapeutic use , Animals , Cell Line, Tumor , Photosensitizing Agents/pharmacology , Photosensitizing Agents/therapeutic use , Anoikis/drug effects , Nanoparticles/chemistry , Nanoparticles/therapeutic use , Apoptosis/drug effects , Indazoles/pharmacology , Indazoles/therapeutic use , Reactive Oxygen Species/metabolism , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , MiceABSTRACT
BACKGROUND: Hepatic arterial infusion chemotherapy (HAIC) has demonstrated remarkable local therapeutic efficacy in treating patients with large unresectable hepatocellular carcinoma (HCC). Additionally, the combination of lenvatinib and programmed cell death protein-1 (PD-1) inhibitors has demonstrated promising antitumor effects in unresectable HCC. Therefore, we conducted a retrospective analysis to evaluate the efficacy and safety of combining HAIC with lenvatinib and PD-1 inhibitors as a first-line therapeutic approach in high-burden HCC patients. METHODS: We conducted a retrospective analysis on patients diagnosed with high-burden HCC who had major portal vein tumor thrombosis (Vp3 and Vp4) or tumor occupancy exceeding 50% of the liver. These patients received a first-line treatment consisting of HAIC with a combination of 5-fluorouracil, leucovorin, and oxaliplatin (FOLFOX), along with lenvatinib and PD-1 inhibitors between November 2020 and June 2023. The primary endpoints of this study included progression-free survival (PFS) and overall survival (OS), while the secondary endpoints were objective response rate (ORR), disease control rate (DCR), and treatment-related adverse events (TRAEs). RESULTS: Ninety-one patients were enrolled in this study, with a median PFS of 8.8 months (95% confidence interval [CI]: 5.75-11.78) and a median OS of 14.3 months (95% CI: 11.23-17.31). According to RECIST 1.1 criteria, the ORR was 52.7%, and DCR was 95.6%. According to the mRECIST criteria, the ORR was 72.5%, and the DCR was 96.5%. Among all patients, 86 (94.5%) experienced TRAEs, and there were no instances of treatment-related deaths. CONCLUSION: The combination of HAIC-FOLFOX with lenvatinib and PD-1 inhibitors as a first-line therapy has exhibited notable therapeutic efficacy and well-tolerated adverse events among patients with high-burden HCC.
Subject(s)
Antineoplastic Combined Chemotherapy Protocols , Carcinoma, Hepatocellular , Liver Neoplasms , Phenylurea Compounds , Quinolines , Humans , Carcinoma, Hepatocellular/drug therapy , Carcinoma, Hepatocellular/mortality , Carcinoma, Hepatocellular/pathology , Liver Neoplasms/drug therapy , Liver Neoplasms/mortality , Liver Neoplasms/pathology , Quinolines/administration & dosage , Quinolines/therapeutic use , Male , Female , Phenylurea Compounds/administration & dosage , Phenylurea Compounds/therapeutic use , Phenylurea Compounds/adverse effects , Middle Aged , Retrospective Studies , Aged , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Infusions, Intra-Arterial , Adult , Fluorouracil/administration & dosage , Fluorouracil/therapeutic use , Fluorouracil/adverse effects , Leucovorin/therapeutic use , Leucovorin/administration & dosage , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Immune Checkpoint Inhibitors/therapeutic use , Immune Checkpoint Inhibitors/administration & dosage , Immune Checkpoint Inhibitors/adverse effects , Progression-Free Survival , Organoplatinum CompoundsABSTRACT
Introduction: Tumor hypoxia and invasion present significant challenges for the efficacy of photodynamic therapy (PDT) in triple-negative breast cancer (TNBC). This study developed a mitochondrial targeting strategy that combined PDT and gene therapy to promote each other and address the challenges. Methods: The positively charged amphiphilic material triphenylphosphine-tocopherol polyethylene glycol succinate (TPP-TPGS, TPS) and the photosensitizer chloride e6 (Ce6) formed TPS@Ce6 nanoparticles (NPs) by hydrophobic interaction. They electrostatically condensed microRNA-34a (miR-34a) to form stable TPS@Ce6/miRNA NPs. Results: Firstly, Ce6 disrupted the lysosomal membrane, followed by successful delivery of miR-34a by TPS@Ce6/miRNA NPs. Meanwhile, miR-34a reduced ROS depletion and further enhanced the effectiveness of PDT. Consequently, the mutual promotion between PDT and gene therapy led to enhanced anti-tumor effects. Furthermore, the TPS@Ce6/miRNA NPs promoted apoptosis by down-regulating Caspase-3 and inhibited tumor cell migration and invasion by down-regulating N-Cadherin. In addition, in vitro and in vivo experiments demonstrated that the TPS@Ce6/miRNA NPs achieved excellent anti-tumor effects. These findings highlighted the enhanced anticancer effects and reduced migration of tumor cells through the synergistic effects of PDT and gene therapy. Conclusion: Taken together, the targeted co-delivery of Ce6 and miR-34a will facilitate the application of photodynamic and genic nanomedicine in the treatment of aggressive tumors, particularly TNBC.
Subject(s)
MicroRNAs , Nanoparticles , Photochemotherapy , Porphyrins , Triple Negative Breast Neoplasms , Humans , Animals , Mice , Triple Negative Breast Neoplasms/genetics , Triple Negative Breast Neoplasms/therapy , Photosensitizing Agents/chemistry , MicroRNAs/genetics , Disease Models, Animal , Cell Line, Tumor , Porphyrins/chemistry , Nanoparticles/chemistryABSTRACT
Exosomes (EXOs) are considered natural nanoparticles which have been widely used as carriers for the treatment and diagnosis of various diseases. However, due to the non-specific uptake, the unmodified EXOs cannot effectively deliver the vector to the target site. In this study, we used pDisplay vector to engineer Glypican-3 (GPC3) single-chain scFv antibody to the exosome surface, and the effect of engineered exosomes on the proliferation and migration of hepatocellular carcinoma (HCC) cells was determined by a series of in vitro experiments as well as in vivo mouse xenograft model and PDX model. Furthermore, we established an improved delivery system by engineering single-chain scFv antibody against GPC3 on the EXO surface for a more efficient HCC targeting. Moreover, the delivery system was loaded with IR780 and Lenvatinib for a combination of thermotherapy and chemotherapy. Our results revealed that the antibody-engineered exosomes enabled rapid imaging of HCC xenograft models post IR780 loading and showed significant anti-tumor photothermal therapy (PTT) effects after irradiation. Since dual loading of IR780 and Lenvatinib in exosomes required only a single injection and had a maximal efficacy against cancer cells, our findings highlight the clinical application of using GPC3 single-chain scFv antibody-engineered exosomes loaded with IR780 and Lenvartinib to achieve the imaging and the treatment of HCC from the combined effect of IR780-induced PTT and Lenvatinib-induced chemotherapy.
ABSTRACT
Pancreatic ductal adenocarcinoma (PDAC) is the fourth leading cause of cancer-related mortality globally with limited effective treatment options. Although the combination of immunotherapy and chemotherapy has been attempted in clinical trials to treat PDAC, the results are not promising. Therefore, in this study, we explored the application of a novel combination strategy with disulfiram (DSF) to enhance the treatment efficacy of PDAC as well as its underlying molecular mechanism. We compared the antitumor effects between single agents and the combination therapy by using mouse allograft tumor model and found DSF combined with chemoimmunotherapy significantly suppressed the growth of subcutaneous PDAC allograft tumor in mice and prolonged the survival of mice. To further investigate the alterations in the immune microenvironment of tumors from different treatment groups, we employed flow cytometry and RNA-seq analysis to examine the composition of tumor-infiltrating immune cells as well as the expression level of a variety of cytokines. Our results revealed that the proportion of CD8 T cells was notably elevated and that multiple cytokines were upregulated in the combination therapy group. Furthermore, qRT-PCR results indicated that DSF could upregulate the mRNA levels of IFNα and IFNß, which could be reversed by STING pathway inhibitor. Mechanistically, we found that DSF activated STING signaling pathway through Poly (ADP-ribose) polymerases (PARP1) inhibition. Taken together, our findings highlight the potential clinical application of this novel combination strategy using DSF and chemoimmunotherapy in the treatment of patients with PDAC.
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Triple-negative breast cancer (TNBC) is an aggressive breast cancer subtype, which has poor prognosis due to the lack of effective targeted drugs. KPT-330, an inhibitor of the nuclear export protein CRM-1, has been widely used in clinical medicine. Y219, a novel proteasome inhibitor designed by our group, shows superior efficacy, reduced toxicity, and reduced off-target effects as compared to the proteasome inhibitor bortezomib. In this study, we investigated the synergistic effect of KPT-330 and Y219 against TNBC cells, as well as the underlying mechanisms. We report that combination treatment with KPT-330 and Y219 synergistically inhibited the viability of TNBC cells in vitro and in vivo. Further analysis revealed that the combined use of KPT-330 and Y219 induced G2-M phase arrest and apoptosis in TNBC cells, and attenuated nuclear factor kappa B (NF-κB) signaling by facilitating nuclear localization of IκB-α. Collectively, these results suggest that the combined use of KPT-330 and Y219 may be an effective therapeutic strategy for the treatment of TNBC.
Subject(s)
NF-kappa B , Triple Negative Breast Neoplasms , Humans , NF-kappa B/metabolism , Triple Negative Breast Neoplasms/metabolism , Proteasome Inhibitors/pharmacology , Signal TransductionABSTRACT
Herein, a cyclodextrin derivative (R6RGD-CMßCD) with tumor target and a carboxymethyl chitosan derivative (M2pep-CMCS) with tumor-associated macrophages 2 (TAM2) target were successfully synthesized, respectively. DOX-loaded nanoparticles (R6RGD-CMßCD@DOX NPs, RCNPDOX) and R848-loaded nanoparticles (M2pep-CMCS@R848 NPs, MCNPR848) were prepared. Furthermore, the RCNPDOX and MCNPR848 exhibited good DOX and R848 absorption. Meanwhile, the synergetic cell toxicity of RCNPDOX and MCNPR848 was found. Additionally, RCNPDOX + MCNPR848 nanoparticles greatly promoted the expression levels of cleaved Caspase3, which indicated that the nanoparticles could induce cell apoptosis. At the same time, the immunohistochemical images exhibited that RCNPDOX + MCNPR848 group could effectively transform the phenotype of tumor-associated macrophages. Importantly, in vivo experiments revealed that RCNPDOX + MCNPR848 NPs exerted excellent anticancer effects in tumor-bearing mice. To summarize, RCNPDOX + MCNPR848 NPs are effective anticancer treatment combining chemotherapy and immunotherapy, M2pep-CMCS and R6RGD-CMßCD are good delivery materials.
Subject(s)
Chitosan , Nanoparticles , Neoplasms , Mice , Animals , Doxorubicin/pharmacology , Neoplasms/drug therapy , ApoptosisABSTRACT
Introduction: FHND6091, a novel N-capped dipeptidyl boronic acid proteasome inhibitor with promising pharmacological properties, entirely converted into active form FHND6081 under physiological conditions. The proteasome, a key component of the ubiquitin-proteasome pathway (UPP), has emerged as a validated target of multiple myeloma (MM) therapeutics. FHND6091 is a selective oral proteasome inhibitor that binds irreversibly to the ß5 submit of the 20S proteasome and exerts anti-cancer roles. Methods: In this study, we investigated the metabolic stability, metabolite production, metabolic pathways and plasma protein binding (PPB) of FHND6081 along with its absorption, tissue distribution, excretion (ADME) and pharmacokinetics (PK) in animals. Results: Ultra-high performance liquid chromatography-tandem quadrupole time-of-flight mass spectrometry (UPLC-Q-TOF/MS) identified a total of nine new metabolites after co-incubation with FHND6091 in hepatocytes from different species. A hypothetical CYP450-metabolic pathway including dehydrogenation, N-dealkylation plus mono-oxygenation and other was proposed. In addition, FHND6081 was highly bound to plasma proteins (>99%); nevertheless, it preferred to partition to red blood cells (B/P ratio: 4.91). The results of microsomal metabolic stability corroborated that FHND6081 was a moderate-clearance compound. In Caco-2 cell experiments, the compound displayed modest permeability suggesting that it may show limited bioavailability via oral routes. Furthermore, FHND6081 was extensively distributed in rats and the highest exposure was achieved in the stomach followed by the small intestine and adrenal gland. Pharmacokinetic studies were done by using Sprague-Dawley (SD) rats, oral absorption was fast and plasma exposure was dose-dependent and oral bioavailability were low. At the same dose, FHND6081 exposure was severalfold higher in whole blood than in plasma, which was consistent with blood cell partitioning. Moreover, only a small fraction of the parent compound was excreted via feces and urine and oxidative metabolites were detected in feces and plasma. Conclusion: The overall preclinical pharmacokinetic profile supported the selection and development of FHND6091 as a clinical candidate.
Subject(s)
Proteasome Inhibitors , Tandem Mass Spectrometry , Animals , Antiviral Agents , Blood Proteins , Boronic Acids , Caco-2 Cells , Humans , Proteasome Endopeptidase Complex , Proteasome Inhibitors/pharmacology , Rats , Rats, Sprague-Dawley , Tandem Mass Spectrometry/methods , Tissue Distribution , UbiquitinsABSTRACT
To study shifts in the intestinal microbiota during estrus synchronization in ruminants, we characterized the intestinal microbiota in grazing Simmental cows and the possible mechanism that mediates this shift. Fourteen postpartum Simmental beef cows were synchronized beginning on day 0 (D0) with a controlled internal release device (CIDR), and cloprostenol was injected on D9 when the CIDR was withdrawn. Synchronization ended with timed artificial insemination on D12. Serum and rectal samples harvested on D0, D9, and D12 were analyzed to assess the reproductive hormones and microbiota. Reproductive hormones in the serum of the host were measured using enzyme-linked immunosorbent assay. The microbiota was characterized using 16S rRNA sequencing of the V3−V4 hypervariable region, alpha diversity and beta diversity analyses (principal coordinate analysis, PCoA), cladogram of the linear discriminant analysis effect size (LEfSe) analysis, and microbiota function analysis. Levels of the reproductive hormones, except gonadotropin-releasing hormone (p > 0.05), shifted among D0, D9, and D12 (p < 0.05). Decreased community diversity (Chao1 and ACE) was observed on D12 compared with D0 (p < 0.05). The beta diversity (PCoA) of the microbiota shifted markedly among D0, D9, and D12 (p < 0.05). The LEfSe analysis revealed shifts in the intestinal microbiota communities among D0, D9, and D12 (p < 0.05 and LDA cutoff >3.0). The KEGG pathway analysis showed that carbohydrate metabolism, genetic information and processing, the excretory system, cellular processes and signaling, immune system diseases, and the metabolism were altered (p < 0.05). Reproductive hormones (especially estradiol) were correlated with the alpha diversity indices, beta diversity indices, and an abundance of biomarkers of the shifting intestinal microbiota (p < 0.05). In conclusion, the structure, composition, and function of the intestinal microbiota were shifted during estrus synchronization in a grazing Simmental cow model, and these shifts were mediated by reproductive hormones.
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Radiotherapy has been widely applied for breast cancer treatment in the clinic, while improving the radiation sensitivity of tumors and protecting normal tissues from radiation damage has drawn considerable attention. In this study, we reported a biomimetic multifunctional nanozyme (BSA@CeO/Fe2+), which can be used as a radiosensitizer for breast cancer treatment. It was demonstrated that BSA@CeO/Fe2+ presented a pH dependent multiple enzyme like activity that enhances the hydroxyl radical level by cascade catalytic reactions in a tumor microenvironment to obtain a desirable tumor-suppression rate (83.07%). Moreover, BSA@CeO/Fe2+ was also proved to reduce reactive oxygen species levels in normal cells. Additionally, BSA@CeO/Fe2+ nanozymes showed no obvious toxicity by routine blood examination and blood biochemistry assays. Therefore, this work provided a promising strategy for nanocatalytic tumor therapy by rationally designing biomimetic nanozymes with multienzymatic activities for achieving high radiotherapy efficacy and excellent biosafety simultaneously.
Subject(s)
Breast Neoplasms , Biomimetics , Breast Neoplasms/drug therapy , Breast Neoplasms/radiotherapy , Female , Humans , Reactive Oxygen Species , Tumor Microenvironment , X-RaysABSTRACT
Background: Genomic instability (GI) plays a crucial role in the development of various cancers including hepatocellular carcinoma. Hence, it is meaningful for us to use long non-coding RNAs related to genomic instability to construct a prognostic signature for patients with HCC. Methods: Combining the lncRNA expression profiles and somatic mutation profiles in The Cancer Genome Atlas database, we identified GI-related lncRNAs (GILncRNAs) and obtained the prognosis-related GILncRNAs through univariate regression analysis. These lncRNAs obtained risk coefficients through multivariate regression analysis for constructing GI-associated lncRNA signature (GILncSig). ROC curves were used to evaluate signature performance. The International Cancer Genomics Consortium (ICGC) cohort, and in vitro experiments were used for signature external validation. Immunotherapy efficacy, tumor microenvironments, the half-maximal inhibitory concentration (IC50), and immune infiltration were compared between the high- and low-risk groups with TIDE, ESTIMATE, pRRophetic, and ssGSEA program. Results: Five GILncRNAs were used to construct a GILncSig. It was confirmed that the GILncSig has good prognostic evaluation performance for patients with HCC by drawing a time-dependent ROC curve. Patients were divided into high- and low-risk groups according to the GILncSig risk score. The prognosis of the low-risk group was significantly better than that of the high-risk group. Independent prognostic analysis showed that the GILncSig could independently predict the prognosis of patients with HCC. In addition, the GILncSig was correlated with the mutation rate of the HCC genome, indicating that it has the potential to measure the degree of genome instability. In GILncSig, LUCAT1 with the highest risk factor was further validated as a risk factor for HCC in vitro. The ESTIMATE analysis showed a significant difference in stromal scores and ESTIMATE scores between the two groups. Multiple immune checkpoints had higher expression levels in the high-risk group. The ssGSEA results showed higher levels of tumor-antagonizing immune cells in the low-risk group compared with the high-risk group. Finally, the GILncSig score was associated with chemotherapeutic drug sensitivity and immunotherapy efficacy of patients with HCC. Conclusion: Our research indicates that GILncSig can be used for prognostic evaluation of patients with HCC and provide new insights for clinical decision-making and potential therapeutic strategies.
Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , RNA, Long Noncoding , Carcinoma, Hepatocellular/genetics , Genomic Instability , Humans , Liver Neoplasms/genetics , Prognosis , RNA, Long Noncoding/genetics , Tumor Microenvironment/geneticsABSTRACT
Herein, a pH-responsive cyclodextrin derivative (R6H4-CMßCD) with cell-penetrating ability was successfully synthesized, and curcumin-loaded nanoparticles (R6H4-CMßCD@CUR NPs, RCCNPs) were developed to improve its efficacy in hepatoma. RCCNPs could improve the cell uptake compared with CMßCD@CUR NPs (CCNPs) and were internalized into cells mainly through endocytosis mediated by reticulin and macropinocytosis. Furthermore, the accumulation of RCCNPs in hepatoma cells at pH 6.4 was higher than that at pH 7.4, indicating a pH-responsive uptake. Additionally, RCCNPs could escape from the lysosomes via the "proton sponge effect", and a high apoptosis rate was detected. Importantly, in vivo experiments revealed that orally administered RCCNPs could exert excellent anti-cancer effects in tumor-bearing mice. Hematoxylin-eosin staining did not show significant histological changes in the major organs. Thus, our findings indicate the potential of R6H4-CMßCD as a nanopharmaceutical material, and RCCNPs as an effective delivery system for oral curcumin in cancer management.
Subject(s)
Antineoplastic Agents/pharmacology , Curcumin/pharmacology , Cyclodextrins/chemistry , Nanoparticles/chemistry , Peptides/chemistry , Administration, Oral , Animals , Antineoplastic Agents/administration & dosage , Apoptosis/drug effects , Cell Proliferation/drug effects , Cell Survival/drug effects , Cells, Cultured , Curcumin/administration & dosage , Drug Screening Assays, Antitumor , Humans , Hydrogen-Ion Concentration , Liver Neoplasms, Experimental/drug therapy , Liver Neoplasms, Experimental/metabolism , Liver Neoplasms, Experimental/pathology , Mice , Mice, Inbred ICRABSTRACT
Acute kidney injury (AKI) is one of the most severe consequences of kidney injury, and it will also cause or aggravate the complications by the fast decline of kidney excretory function. Accurate AKI prediction, including the AKI case, AKI stage, and AKI onset time interval, can provide adequate support for effective interventions. Besides, discovering how the medical features affect the AKI result may also provide supporting information for disease treatment. An attention-based temporal neural network approach was employed in this study for AKI prediction and for the analysis of the impact of medical features from temporal electronic health record (EHR) data of patients before AKI diagnosis. We used the publicly available dataset provided by the Medical Information Mart for Intensive Care (MIMIC) for model training, validation, and testing, and then the model was applied in clinical practice. The improvement of AKI case prediction is around 5% AUC (area under the receiver operating characteristic curve), and the AUC value of AKI stage prediction on AKI stage 3 is over 82%. We also analyzed the data by two steps: the associations between the medical features and the AKI case (positive or inverse) and the extent of the impact of medical features on AKI prediction result. It shows that features, such as lactate, glucose, creatinine, blood urea nitrogen (BUN), prothrombin time (PT), and partial thromboplastin time (PTT), are positively associated with the AKI case, while there are inverse associations between the AKI case and features such as platelet, hemoglobin, hematocrit, urine, and international normalized ratio (INR). The laboratory test features such as urine, glucose, creatinine, sodium, and blood urea nitrogen and the medication features such as nonsteroidal anti-inflammatory drugs, agents acting on the renin-angiotensin system, and lipid-lowering medication were detected to have higher weights than other features in the proposed model, which may imply that these features have a great impact on the AKI case.
ABSTRACT
BACKGROUND: This study aimed to simulate the visual field (VF) effects of patients with VF defects using deep learning and computer vision technology. METHODS: We collected 3,660 Humphrey visual fields (HVFs) as data samples, including 3,263 reliable 24-2 HVFs. The convolutional neural network (CNN) analyzed and converted the grayscale map of reliable samples into structured data. The artificial intelligence (AI) simulations were developed using computer vision technology. In statistical analyses, the pilot study determined 687 reliable samples to conduct clinical trials, and the two independent sample t-tests were used to calculate the difference of the cumulative gray values. Three volunteers evaluated the matching degree of shape and position between the grayscale map and the AI simulation, which was graded from 0 to100 scores. Based on the average ranking, the proportion of good and excellent grades was determined, and thus the reliability of the AI simulations was assessed. RESULTS: The reliable samples in the experimental data consisted of 1,334 normal samples and 1,929 abnormal samples. Based on the existing mature CNN model, the fully connected layer was integrated to analyze the VF damage parameters of the input images, and the prediction accuracy of the damage type of the VF defects was up to 89%. By mapping the area and damage information in the VF damage parameter quintuple data set into the real scene image and adjusting the darkening effect according to the damage parameter, the visual effects in patients were simulated in the real scene image. In the clinical validation, there was no statistically significant difference in the cumulative gray value (P>0.05). The good and excellent proportion of the average scores reached 96.0%, thus confirming the accuracy of the AI model. CONCLUSIONS: An AI model with high accuracy was established to simulate the visual effects in patients with VF defects.
ABSTRACT
Chylous ascites (CA) is a rare postoperative complication. It also occurs in pancreatic surgery and can influence the patient's prognosis after pancreatic resection. There are few studies focusing on CA following pancreatic resection. We aimed to evaluate the incidence and risk factors of CA following pancreatic resection. Patients who underwent pancreatic resection from the year 2007 to 2013 were retrospectively reviewed. The diagnosis of CA was based on the presence of a non-infectious milky or creamy peritoneal fluid greater than 100 ml/day with a triglyceride concentration ≥110 mg/dl. The incidence and possible risk factors following pancreatic resection were evaluated. In this study, 1921 patients who underwent pancreatic resection were included. 49 patients developed CA. The overall incidence was 2.6 percent (49 out of 1921). The incidence following pancreaticoduodenectomy and distal pancreatectomy was much higher (35 out of 1241, 12 out of 332, respectively). A multivariable analysis demonstrated that manipulating para-aortic area and superior mesenteric artery root area; retroperitoneal invasion; focal chronic pancreatitis and early enteral feeding were the independent risk factors for CA after pancreatic surgery. In conclusion, CA is a rare complication after pancreatic resection. Some clinicopathological factors were associated with the development of CA following pancreatic resection.