Improving the Prognostic Evaluation Precision of Hospital Outcomes for Heart Failure Using Admission Notes and Clinical Tabular Data: Multimodal Deep Learning Model.

BACKGROUND: Clinical notes contain contextualized information beyond structured data related to patients' past and current health status. OBJECTIVE: This study aimed to design a multimodal deep learning approach to improve the evaluation precision of hospital outcomes for heart failure (HF) using admission clinical notes and easily collected tabular data. METHODS: Data for the development and validation of the multimodal model were retrospectively derived from 3 open-access US databases, including the Medical Information Mart for Intensive Care III v1.4 (MIMIC-III) and MIMIC-IV v1.0, collected from a teaching hospital from 2001 to 2019, and the eICU Collaborative Research Database v1.2, collected from 208 hospitals from 2014 to 2015. The study cohorts consisted of all patients with critical HF. The clinical notes, including chief complaint, history of present illness, physical examination, medical history, and admission medication, as well as clinical variables recorded in electronic health records, were analyzed. We developed a deep learning mortality prediction model for in-hospital patients, which underwent complete internal, prospective, and external evaluation. The Integrated Gradients and SHapley Additive exPlanations (SHAP) methods were used to analyze the importance of risk factors. RESULTS: The study included 9989 (16.4%) patients in the development set, 2497 (14.1%) patients in the internal validation set, 1896 (18.3%) in the prospective validation set, and 7432 (15%) patients in the external validation set. The area under the receiver operating characteristic curve of the models was 0.838 (95% CI 0.827-0.851), 0.849 (95% CI 0.841-0.856), and 0.767 (95% CI 0.762-0.772), for the internal, prospective, and external validation sets, respectively. The area under the receiver operating characteristic curve of the multimodal model outperformed that of the unimodal models in all test sets, and tabular data contributed to higher discrimination. The medical history and physical examination were more useful than other factors in early assessments. CONCLUSIONS: The multimodal deep learning model for combining admission notes and clinical tabular data showed promising efficacy as a potentially novel method in evaluating the risk of mortality in patients with HF, providing more accurate and timely decision support.

[Deep learning approach for automatic segmentation of auricular acupoint divisions].

The automatic segmentation of auricular acupoint divisions is the basis for realizing intelligent auricular acupoint therapy. However, due to the large number of ear acupuncture areas and the lack of clear boundary, existing solutions face challenges in automatically segmenting auricular acupoints. Therefore, a fast and accurate automatic segmentation approach of auricular acupuncture divisions is needed. A deep learning-based approach for automatic segmentation of auricular acupoint divisions is proposed, which mainly includes three stages: ear contour detection, anatomical part segmentation and keypoints localization, and image post-processing. In the anatomical part segmentation and keypoints localization stages, K-YOLACT was proposed to improve operating efficiency. Experimental results showed that the proposed approach achieved automatic segmentation of 66 acupuncture points in the frontal image of the ear, and the segmentation effect was better than existing solutions. At the same time, the mean average precision (mAP) of the anatomical part segmentation of the K-YOLACT was 83.2%, mAP of keypoints localization was 98.1%, and the running speed was significantly improved. The implementation of this approach provides a reliable solution for the accurate segmentation of auricular point images, and provides strong technical support for the modern development of traditional Chinese medicine.

Pharmacokinetics and bioequivalence of sunitinib and Sutent® in Chinese healthy subjects: an open-label, randomized, crossover study.

Purpose: The purpose of this study was to examine the pharmacokinetics (PK), bioequivalence and safety of generic sunitinib and its original product Sutent® in healthy Chinese subjects through a phase-I clinical trial. Methods: The study selected two groups of 24 healthy Chinese subjects in a 1:1 ratio through random allocation. Each participant received either 12.5 mg of sunitinib or Sutent® per cycle. A total of 15 different time points were employed for blood sample collection during each cycle. Furthermore, a comprehensive assessment of the drugs' safety was consistently maintained throughout the trial. Results: The average adjusted geometric mean ratios (GMR) (90% CI) for the primary PK parameters Cmax, AUC0-t and AUC0-∞ were 97.04% (93.06%-101.19%), 98.45% (93.27%-103.91%) and 98.22% (93.15%-103.56%), respectively. The adjusted GMRs for essential pharmacokinetic (PK) parameters all met the requirements for bioequivalence, with values within the acceptable range of 80%-125%. In addition, the two drugs showed comparable results for the other PK parameters. These results indicate that the two drugs were bioequivalent. Furthermore, both drugs showed well safety. Conclusion: The research results proved that the PK and safety profiles of sunitinib in healthy Chinese subjects were comparable to those of Sutent®. These results advocate the clinical application of generic sunitinib as a potential alternative to original product Sutent® in the treatment of certain medical conditions.

Lysine methylation promotes NFAT5 activation and determines temozolomide efficacy in glioblastoma.

Temozolomide (TMZ) therapy offers minimal clinical benefits in patients with glioblastoma multiforme (GBM) with high EGFR activity, underscoring the need for effective combination therapy. Here, we show that tonicity-responsive enhancer binding protein (NFAT5) lysine methylation, is a determinant of TMZ response. Mechanistically, EGFR activation induces phosphorylated EZH2 (Ser21) binding and triggers NFAT5 methylation at K668. Methylation prevents NFAT5 cytoplasm interaction with E3 ligase TRAF6, thus blocks NFAT5 lysosomal degradation and cytosol localization restriction, which was mediated by TRAF6 induced K63-linked ubiquitination, resulting in NFAT5 protein stabilization, nuclear accumulation and activation. Methylated NFAT5 leads to the upregulation of MGMT, a transcriptional target of NFAT5, which is responsible for unfavorable TMZ response. Inhibition of NFAT5 K668 methylation improved TMZ efficacy in orthotopic xenografts and patient-derived xenografts (PDX) models. Notably, NFAT5 K668 methylation levels are elevated in TMZ-refractory specimens and confer poor prognosis. Our findings suggest targeting NFAT5 methylation is a promising therapeutic strategy to improve TMZ response in tumors with EGFR activation.

Pharmacokinetics and bioequivalence of two pomalidomide capsules in healthy chinese subjects under fasting and fed conditions.

OBJECTIVE: Imnovid® is an immunomodulatory drug with antineoplastic activity. The aim of this study was to evaluate the bioequivalence and safety of the generic drug pomalidomide (Chia Tai Tianqing Pharmaceutical Group Co., Ltd) and its originator product Imnovid® (Celgene Europe Ltd) in the fasting and fed states, respectively. METHODS: The research consisted of two parts: one with a dose of 1 mg and the other with a dose of 4 mg. 48 healthy subjects were included in each study and were divided into two groups (fasting group and fed group) at a 1:1 ratio to administrate study drugs orally. The plasma drug concentrations were determined by liquid chromatography-tandem mass spectrometry (LC-MS/MS). RESULTS: The 90% CI of GMR for main pharmacokinetic (PK) parameters (Cmax, AUC0 - t and AUC0-∞) met the requirements of bioequivalence standards. The incidence and severity of AEs associated with pomalidomide and Imnovid® were similar. CONCLUSION: The results proved the PK parameters of pomalidomide and Imnovid® were similar and bioequivalent. Both drugs showed safety profile well.

Evolving landscape of PD-L2: bring new light to checkpoint immunotherapy.

Immune checkpoint blockade therapy targeting programmed cell death protein 1 (PD-1) has revolutionized the landscape of multiple human cancer types, including head and neck squamous carcinoma (HNSCC). Programmed death ligand-2 (PD-L2), a PD-1 ligand, mediates cancer cell immune escape (or tolerance independent of PD-L1) and predicts poor prognosis of patients with HNSCC. Therefore, an in-depth understanding of the regulatory process of PD-L2 expression may stratify patients with HNSCC to benefit from anti-PD-1 immunotherapy. In this review, we summarised the PD-L2 expression and its immune-dependent and independent functions in HNSCC and other solid tumours. We focused on recent findings on the mechanisms that regulate PD-L2 at the genomic, transcriptional, post-transcriptional, translational, and post-translational levels, also in intercellular communication of tumour microenvironment (TME). We also discussed the prospects of using small molecular agents indirectly targeting PD-L2 in cancer therapy. These findings may provide a notable avenue in developing novel and effective PD-L2-targeted therapeutic strategies for immune combination therapy and uncovering biomarkers that improve the clinical efficacy of anti-PD-1 therapies.

A randomized, double-blind, single-dose, parallel phase I clinical trial to compare the bioequivalence, immunogenicity, and safety of bevacizumab biosimilar and bevacizumab in healthy Chinese subjects.

BACKGROUND: Bevacizumab, a humanized monoclonal antibody against VEGF, can be used as a target therapy for colorectal cancer. A phase I clinical trial was conducted to compare the bioequivalence, immunogenicity, and safety of bevacizumab biosimilar (Chia Tai Tianqing Pharmaceutical Group Co., Ltd.) and Bevacizumab (Roche Diagnostics GmbH) in healthy Chinese males. RESEARCH DESIGN & METHOD: Healthy Chinese subjects (N = 98) were randomly divided into two groups. A single-dose bevacizumab biosimilar or Bevacizumab was given per cycle. Plasma drug concentrations were detected by liquid chromatography-tandem mass spectrometry (LC-MC/MS) assay. We detected the levels of anti-drug antibody (ADA) to evaluate drug immunogenicity and the safety of drugs throughout the study. RESULTS: The geometric mean ratios (GMRs) of AUC0-t, Cmax, and AUC0-∞ for bevacizumab biosimilar and Bevacizumab were 96.27%, 93.69%, and 97.01%, respectively. The 90% CIs were all within 80-125%, meeting the bioequivalence standards. The levels of ADA were similar. In addition, the two drugs both demonstrated excellent safety in the trial. CONCLUSION: This study showed that bevacizumab biosimilar and Bevacizumab had similar pharmacokinetics (PK) parameters and safety in healthy Chinese subjects.

A randomized, double-blind, single-dose, two-way, parallel phase I clinical study comparing the pharmacokinetics and safety of adalimumab injecta and Humira® in healthy Chinese male volunteers.

BACKGROUND: Humira® is a fully humanized anti-tumor necrosis factor (TNF-α) monoclonal antibody that has been marketed and approved in the United States for the clinical treatment of rheumatoid arthritis (RA), ankylosing spondylitis, psoriasis and other immune-mediated diseases. This study compared the bioequivalence, immunogenicity and safety of adalimumab injecta (a biosimilar of Humira® produced by Chia Tai Tianqing Pharmaceutical Group Co., Ltd) and Humira® in healthy Chinese male subjects in a phase I clinical study. METHODS: Healthy Chinese male subjects (N = 164) were randomly given a subcutaneous injection of 40 mg adalimumab or Humira® at a 1:1 ratio. Plasma drug concentrations were detected by enzyme-linked immunosorbent assay (ELISA), and primary pharmacokinetic (PK) parameters were statistically analyzed. To evaluate drug immunogenicity, anti-drug antibody (ADA) and neutralizing antibody (nAb) levels were detected. To evaluate the safety of the drugs, the subjects' physical indicators, such as multiple vital signs and routine blood tests, were continuously monitored. RESULTS: The similarity ratios of adalimumab and Humira® PK parameters were all within 80%-125%, meeting the bioequivalence standards. Drug-induced ADA and nAb levels were similar, and the drug safety in subjects was also similar. CONCLUSIONS: All study drugs showed similar bioequivalence, immunogenicity and safety. CLINICAL TRIAL REGISTRATION: CTR20182070 (Chinese Clinical Trial Registry).

PD-L2 glycosylation promotes immune evasion and predicts anti-EGFR efficacy.

BACKGROUND: Combination therapy has been explored for advanced head and neck squamous cell carcinoma (HNSCC) owing to the limited efficacy of anti-epidermal growth factor receptor (EGFR) therapy. Increased expression and glycosylation of immune checkpoint molecules in tumors are responsible for cetuximab therapy refractoriness. The role of programmed death ligand 2 (PD-L2), a ligand of PD-1, in the immune function is unclear. Here, we examined the regulatory mechanism of PD-L2 glycosylation and its role in antitumor immunity and cetuximab therapy. METHODS: Single-cell RNA sequencing and immunohistochemical staining were used to investigate PD-L2 expression in cetuximab-resistant/sensitive HNSCC tissues. The mechanism of PD-L2 glycosylation regulation was explored in vitro. The effects of PD-L2 glycosylation on immune evasion and cetuximab efficacy were verified in vitro and using mice bearing orthotopic SCC7 tumors. RESULTS: The PD-L2 levels were elevated and N-glycosylated in patients with cetuximab-resistant HNSCC. Glycosylated PD-L2 formed a complex with EGFR, which resulted in the activation of EGFR/signal transducer and activator of transcription 3 (STAT3) signaling and decreased the cetuximab binding affinity to EGFR. The N-glycosyltransferase fucosyltransferase (FUT8), a transcriptional target of STAT3, was required for PD-L2 glycosylation. Moreover, glycosylation modification stabilized PD-L2 by blocking ubiquitin-dependent lysosomal degradation, which consequently promoted its binding to PD-1 and immune evasion. Inhibition of PD-L2 glycosylation using Stattic, a specific STAT3 inhibitor, or PD-L2 mutation blocking its binding to FUT8, increased cytotoxic T lymphocyte activity and augmented response to cetuximab. CONCLUSIONS: Increased expression and glycosylation of PD-L2 in tumors are an important mechanism for cetuximab therapy refractoriness. Thus, the combination of PD-L2 glycosylation inhibition and cetuximab is a potential therapeutic strategy for cancer.

PD-L2 based immune signature confers poor prognosis in HNSCC.

PD-L2 expression is an important predictor of anti-PD-1 therapy efficacy in patients with head and neck squamous cell carcinoma (HNSCC). However, whether the PD-L2-based immune signature can serve as a prognostic biomarker for patients with HNSCC remains unclear. Here, we reported that PD-L2 was positively stained in 62.7% of tumors, which was more than twice as that of PD-L1, and in 61.4% of patients with PD-L1-negative tumors. Survival tree analysis (STA) revealed that PD-L2high was an independent predictor of poor overall survival (OS). Six patterns were generated from STA, demonstrating that patients with PD-L2lowCD3high were associated with an improved median OS of 72 months and prognostic index (PI) of -3.95 (95% CI, -5.14 to -2.76), whereas patients with PD-L2highCD3lowCD8low to a median OS of 10 months and PI of 1.43 (95% CI, 0.56 to 2.30). Analysis of single-cell RNA sequencing showed that PD-L2 expression was associated with IL-6 expression. We confirmed that IL-6 augments PD-L2 expression in HNSCC cell lines. The PD-L2-based immune signature can serve as an effective biomarker for anti-PD-1 therapy. In addition, PD-L2 may serve as a potential immunotherapeutic target, and we propose anti-IL6 therapy in the adjuvant setting for patients with HNSCC with high PD-L2 expression.

Development and validation of a LC-MS/MS method for simultaneous determination of TQ-A3326 and its major metabolites in human plasma, urine and feces: application to pharmacokinetic assay.

TQ-A3326 has been developed as a new drug by modifying the structure of daclatasvir with deuterium. The pharmacokinetics (PK) of TQ-A3326 in human remains unclear. The aim of the present study was to establish a LC-MS/MS method to investigate preliminarily the PK characteristics of TQ-A3326 and its major metabolites in healthy Chinese volunteers. All volunteers were administrated TQ-A3326 (60 mg). Plasma, feces and urine samples were extracted through protein precipitation. A rapid and sensitive LC-MS/MS method was successfully developed and applied to assess the PK properties of TQ-A3326. The AUC0-t and Cmax were 39516.3 ± 10778.5, 1034.6 ± 452.9 and 71.0 ± 49.5 ng·h·mL-1, and 1411.2 ± 325.4, 52.9 ± 16.4 and 1.8 ± 0.5 ng·mL-1, respectively, for TQ-A3326, M2-D and M4-D. Feces were the predominant route of elimination of TQ-A3326. M2-D was an abundant metabolite in feces and urine, representing 23.72% and 0.24% of the dose, respectively. The measurements of TQ-A3326 and its active metabolites would help to better understand the predominant route of elimination of the prototype drug, and provide meaningful information for further investigation of the bioactive mechanism of TQ-A3326 and its clinical applications.

Bifunctional Fusion Proteins Derived from Tumstatin and 4-1BBL for Targeted Cancer Therapy.

The therapeutic utilities of antiangiogenesis and immunotherapy have been proven in clinics, and cancer patients have benefited from respective therapy. Given that the combination of both therapeutic strategies may further improve the effectiveness, a recombinant human 4-1BBL/tumstatin fusion protein (rh4TFP) library was constructed in the present study to target both angiogenesis and T lymphocyte activation, in which the fragments of an endogenous angiogenesis inhibitor tumstatin and a T lymphocyte costimulatory 4-1BBL are coupled with different linkers. After comparison of different combinations, rh4TFP-2 was found to show a promise on potential antiangiogenic immunotherapy. On one hand, rh4TFP-2 inhibited proliferation and migration of human umbilical vein endothelial cells, exhibiting the antiangiogenic activity similar to tumstatin. On the other hand, rh4TFP-2 led to significant increase of T lymphocyte activation for the release of IL-2 and IFN-γ, showing the T lymphocyte activation by 4-1BBL. Moreover, administration of rh4TFP-2 suppressed tumor growth and prolonged survival in a B16F10 melanoma-bearing mouse model. Taken together, the present study provides a new approach of using bifunctional fusion proteins to target both angiogenesis and T lymphocyte activation for cancer therapy.

[Determination of the detachment force of platelet membrane protein GPIb/IX and von Willebrand factor].

CHO cells expressing human GPIb/IX and rabbit red blood cells coated with human von Willebrand factor (VWF) were adapted to our study on the binding probability and the detachment force of GPIb/IX and VWF. With the micropipette system, the two cells were impinged under a constant force for controlled time. When the cells were pulled apart, the deformation of RBC was recorded, and the binding score and detachment force of the proteins were determined. After the two cells were impinged into 0.5 microm for 30 s, the binding probability of the two cells carrying GPIb/IX and VWF was 15.0%. Via analyzing the deformation of red blood cells, we found out the distribution of rupture forces of cells with GPIb/IX and VWF. Therefore, we infer that the continuous distribution of the detachment force is due to the stochastic effect. The most probable value of the detachment force was 10 pN.

Effects of von Willebrand factor concentration and platelet collision on shear-induced platelet activation.

The binding of plasma von Willebrand factor (vWF) to platelet glycoprotein (GP) Ibalpha in a high shear stress field, and subsequent integrin-GPIIb/IIIa-vWF conjunction induces platelet aggregation (SIPA). However, the specific biomechanical mechanism of the vWF-GPIb interaction still remains to be elucidated. A parallel-plate rectangular flow chamber was built to simulate a stenopeic artery flow pattern. Using the flow chamber, we examined shear-induced platelet activation (SIPAct) at different vWF concentrations (5-25 microg/ml) and several simulated stenotic high shear rates. P-selectin expression on the platelets and annexin V binding to the platelets were used as two markers of platelet activation. At different localized shear rates (3,000 s(-1)-9,500 s(-1)), the percentage of annexin V and P-selectin positive cells increased from 8.3 +/- 0.4% to 22.3 +/- 1.8% ( p 0.05) and from 17.4 +/- 0.5% to 33.5 +/- 2.5% (p 0.05), respectively. As the vWF concentration increased from 5 microg/ml to 25 microg/ml, the annexin V binding rate increased from 7.2 +/- 0.6% to 53.4 +/- 3.8% (p 0.05), and P-selectin expression increased from 16.5 +/- 1.2% to 65.9 +/- 5.2% (p 0.05). A test in a uniform shear field using cone-plate viscometer rheometry showed that the platelet activation rate was proportional to the platelet concentration. This result suggests that platelet collision is one of the impact factors of SIPAct.