OBJECTIVES: Non-small cell lung cancer (NSCLC) is associated with poor prognosis, with 30% of patients diagnosed at an advanced stage. Mutations in the EGFR and KRAS genes are important prognostic factors for NSCLC, and targeted therapies can significantly improve survival in these patients. Although tissue biopsy remains the gold standard for detecting gene mutations, it has limitations, including invasiveness, sampling errors due to tumor heterogeneity, and poor reproducibility. This study aims to develop machine learning models based on radiomic features to predict EGFR and KRAS gene mutation status in NSCLC patients, thereby providing a reference for precision oncology. METHODS: Imaging and mutation data from eligible NSCLC patients were obtained from the publicly available Lung-PET-CT-Dx dataset in The Cancer Imaging Archive (TCIA). A three-dimensional-convolutional neural network (3D-CNN) was used to extract imaging features from the regions of interest (ROI). The LightGBM algorithm was employed to build classification models for predicting EGFR and KRAS gene mutation status. Model performance was evaluated using 5-fold cross-validation, with receiver operator characteristic (ROC) curves, area under the curve (AUC), accuracy, sensitivity, and specificity used for validation. RESULTS: The models effectively predicted EGFR and KRAS mutations in NSCLC patients, achieving an AUC of 0.95 for EGFR mutations and 0.90 for KRAS. The models also demonstrated high accuracy (EGFR 89.66%; KRAS 87.10%), sensitivity (EGFR 93.33%; KRAS 87.50%), and specificity (EGFR 85.71%; KRAS 86.67%). CONCLUSIONS A radiogenomics-machine learning predictive model can serve as a non-invasive tool for anticipating EGFR and KRAS gene mutation status in NSCLC patients.
Humans ; Carcinoma, Non-Small-Cell Lung/diagnostic imaging* ; Lung Neoplasms/diagnostic imaging* ; Mutation ; Proto-Oncogene Proteins p21(ras)/genetics* ; ErbB Receptors/genetics* ; Machine Learning ; Positron Emission Tomography Computed Tomography ; Female ; Male ; Neural Networks, Computer ; Middle Aged ; Aged

As the brain's resident immune cells, microglia perform crucial functions such as phagocytosis, neuronal network maintenance, and injury restoration by adopting various phenotypes. Dynamic imaging of these phenotypes is essential for accessing brain diseases and therapeutic responses. Although numerous probes are available for imaging pro-inflammatory microglia, no PET tracers have been developed specifically to visualize anti-inflammatory microglia. In this study, we present an ¹⁸F-labeled PET tracer (QTFT) that targets the P2Y₁₂, a receptor highly expressed on anti-inflammatory microglia. [¹⁸F]QTFT exhibited high binding affinity to the P2Y₁₂ (14.43 nmol/L) and superior blood-brain barrier permeability compared to other candidates. Micro-PET imaging in IL-4-induced neuroinflammation models showed higher [¹⁸F]QTFT uptake in lesions compared to the contralateral normal brain tissues. Importantly, this specific uptake could be blocked by QTFT or a P2Y₁₂ antagonist. Furthermore, [¹⁸F]QTFT visualized brain lesions in mouse models of epilepsy, glioma, and aging by targeting the aberrantly expressed P2Y₁₂ in anti-inflammatory microglia. In a pilot clinical study, [¹⁸F]QTFT successfully located epileptic foci, showing enhanced radioactive signals in a patient with epilepsy. Collectively, these studies suggest that [¹⁸F]QTFT could serve as a valuable diagnostic tool for imaging various brain disorders by targeting P2Y₁₂ overexpressed in anti-inflammatory microglia.

Periodontal bone defects, primarily caused by periodontitis, are highly prevalent in clinical settings and manifest as bone fenestration, dehiscence, or attachment loss, presenting a significant challenge to oral health. In regenerative medicine, harnessing developmental principles for tissue repair offers promising therapeutic potential. Of particular interest is the condensation of progenitor cells, an essential event in organogenesis that has inspired clinically effective cell aggregation approaches in dental regeneration. However, the precise cellular coordination mechanisms during condensation and regeneration remain elusive. Here, taking the tooth as a model organ, we employed single-cell RNA sequencing to dissect the cellular composition and heterogeneity of human dental follicle and dental papilla, revealing a distinct Platelet-derived growth factor receptor alpha (PDGFRA) mesenchymal stem/stromal cell (MSC) population with remarkable odontogenic potential. Interestingly, a reciprocal paracrine interaction between PDGFRA⁺ dental follicle stem cells (DFSCs) and CD31⁺ Endomucin⁺ endothelial cells (ECs) was mediated by Vascular endothelial growth factor A (VEGFA) and Platelet-derived growth factor subunit BB (PDGFBB). This crosstalk not only maintains the functionality of PDGFRA⁺ DFSCs but also drives specialized angiogenesis. In vivo periodontal bone regeneration experiments further reveal that communication between PDGFRA⁺ DFSC aggregates and recipient ECs is essential for effective angiogenic-osteogenic coupling and rapid tissue repair. Collectively, our results unravel the importance of MSC-EC crosstalk mediated by the VEGFA and PDGFBB-PDGFRA reciprocal signaling in orchestrating angiogenesis and osteogenesis. These findings not only establish a framework for deciphering and promoting periodontal bone regeneration in potential clinical applications but also offer insights for future therapeutic strategies in dental or broader regenerative medicine.
Receptor, Platelet-Derived Growth Factor alpha/metabolism* ; Humans ; Neovascularization, Physiologic/physiology* ; Dental Sac/cytology* ; Single-Cell Analysis ; Transcriptome ; Mesenchymal Stem Cells/metabolism* ; Bone Regeneration ; Animals ; Dental Papilla/cytology* ; Periodontium/physiology* ; Stem Cells/metabolism* ; Regeneration ; Angiogenesis

Objective:To analyze the epidemiological characteristics of tick-borne encephalitis (TBE) in Heilongjiang province, to provide a scientific basis for the prevention and control of TBE.Methods:The epidemiological characteristics of TBE were systematically analyzed by the data of TBE cases reported in Disease Surveillance Information Reporting System.Results:A total of 1 127 TBE cases were reported from 2006 to 2020. The average age was 45.8 year, and the case fatality rate was 1.2%. Most TBE cases occurred from April to August, with a peak in June.Conclusions:This research elucidated the epidemiological characteristics of TBE in Heilongjiang province, and provides important basic data for the disease prevention and control.

Objective:To explore the safety and effectiveness of ileal bypass with stent to prevent anastomotic leakage in Da Vinci robot anus-preserving surgery for low rectal cancer.Methods:From Dec 2021 to Sep 2024, the clinical data of 55 patients undergoing robot anus-preserving surgery and stent ileal bypass for low rectal cancer in the First Affiliated Hospital of Ningbo University was analyzed retrospectively.Results:All the 55 patients successfully completed the operation. Among them, 47 patients underwent low anterior resection and 8 patients did sphincter resection. The total operation time was (207±37)min, the operation time of ileal bypass was (24±3)min, and the intraoperative blood loss was (32±18)ml. After operation, the time of stent disintegration was (23.93± 2.87) days, and the time of catheter removal was (29.55 ± 3.21) days. By postoperative TNM staging, there were 12 cases in T1 stage, 26 cases in T2 and 17 cases in T3. The number of lymph node dissection was (16.84±4.50), 15 cases being positive for lymph node metastasis, 40 cases being negtive for lymph node metastasis, 36 cases were stage Ⅰ, 4 cases were stage Ⅱ and 15 cases were stage Ⅲ. The median follow-up time was 20 (2-35) months. Delayed anastomotic leakage occurred in 1 patient and anastomotic stenosis occurred in 2 patients.Conclusion:Stent ileal bypass is safe and effective to prevent anastomotic leakage in Da Vinci robot anus-preserving surgery for low rectal cancer.

Objective:To analyze the epidemiological characteristics of tick-borne encephalitis (TBE) in Heilongjiang province, to provide a scientific basis for the prevention and control of TBE.Methods:The epidemiological characteristics of TBE were systematically analyzed by the data of TBE cases reported in Disease Surveillance Information Reporting System.Results:A total of 1 127 TBE cases were reported from 2006 to 2020. The average age was 45.8 year, and the case fatality rate was 1.2%. Most TBE cases occurred from April to August, with a peak in June.Conclusions:This research elucidated the epidemiological characteristics of TBE in Heilongjiang province, and provides important basic data for the disease prevention and control.

Objective:To explore the safety and effectiveness of ileal bypass with stent to prevent anastomotic leakage in Da Vinci robot anus-preserving surgery for low rectal cancer.Methods:From Dec 2021 to Sep 2024, the clinical data of 55 patients undergoing robot anus-preserving surgery and stent ileal bypass for low rectal cancer in the First Affiliated Hospital of Ningbo University was analyzed retrospectively.Results:All the 55 patients successfully completed the operation. Among them, 47 patients underwent low anterior resection and 8 patients did sphincter resection. The total operation time was (207±37)min, the operation time of ileal bypass was (24±3)min, and the intraoperative blood loss was (32±18)ml. After operation, the time of stent disintegration was (23.93± 2.87) days, and the time of catheter removal was (29.55 ± 3.21) days. By postoperative TNM staging, there were 12 cases in T1 stage, 26 cases in T2 and 17 cases in T3. The number of lymph node dissection was (16.84±4.50), 15 cases being positive for lymph node metastasis, 40 cases being negtive for lymph node metastasis, 36 cases were stage Ⅰ, 4 cases were stage Ⅱ and 15 cases were stage Ⅲ. The median follow-up time was 20 (2-35) months. Delayed anastomotic leakage occurred in 1 patient and anastomotic stenosis occurred in 2 patients.Conclusion:Stent ileal bypass is safe and effective to prevent anastomotic leakage in Da Vinci robot anus-preserving surgery for low rectal cancer.

Objective:To analyze clinical characteristics of primary pancreatic lymphoma (PPL) patients.Methods:Clinical features of 22 patients diagnosed as PPL admitted to Peking Union Medical College Hospital from January 2002 to May 2023 were analyzed retrospectively.Results:The median age was 56.4±13.3 years. The median time from onset to diagnosis was 1.0 (1.0, 3.0) months. The main clinical manifestations were abdominal pain (15/22), weight loss (14/22) and jaundice (10/22). Elevated lactate dehydrogenase (LDH) was observed in 15/20 (75%) patients. Only 2 (2/9, 22.2%) patients had increased CA199 levels and 2 (2/9, 22.2%) patients had increased CEA levels. The maximum tumor diameter was 5.0 (3.8, 6.9) cm. Contrast-enhanced CT mostly showed low enhancement lesions. Major pancreatic duct dilatation were rare on CT scan (4/20). Fifteen patients were confirmed by pancreatic pathology, of which 8 were obtained by surgery, 4 were obtained by CT or ultrasound-guided percutaneous biopsy, and 3 were obtained by EUS-FNA. The main pathological type was diffuse large B-cell lymphoma (14/22). 19 patients received chemotherapy, and 6 patients died with a median follow-up of 5.0 (1.5, 35.5) months.Conclusions:PPL is rare and easy to be misdiagnosed. Elevated LDH levels, normal tumor markers, and non-dilatation of main pancreatic duct are important diagnostic clues. It is important to obtain pathology by EUS-FNA and other methods for definite diagnosis.

Objective To explore the role and efficacy of VEGF and HGF gene adenovirus vector in promoting angiogenesis in ischemic tissue.Methods 84 Kunming mice were randomly divided into sham group,control group,VEGF group,HGF group and VEGF+HGF group,and the left lower limb ischemia model was established.The blood supply of ischemic tissue was observed by rheometer,and the expression levels of VEGF and HGF in each group were detected by Western Blot and ELISA.Immunohistochemical staining was used to detect angiogenesis(CD31,SMA)in ischemic tissues.Safety was assessed by side effects during treatment in mice.Results After the successful modeling,the blood flow velocity of the left lower limb in each group decreased significantly.On the 7th day after operation,the blood flow of the left lower limb in each group was significantly better than that on the 0th day after operation(P<0.05),and the blood flow of the left lower limb in Ad-VEGF-HGF group was significantly better than that in other groups(P<0.05).On the 28th day after operation,the blood flow of the left lower limb in Ad-VEGF-HGF group gradually stabilized,the blood flow in Ad-VEGF-HGF group was significantly better than that in other groups,and both VEGF group and HGF group were significantly better than the control group(P<0.05).On the 7th,14th,and 28th days following surgery,HGF and VEGF protein levels in the Ad-HGF,Ad-VEGF,and Ad-VEGF-HGF groups were substantially greater than those in the control group(P<0.05).The expression level in the Ad-VEGF-HGF group peaked on the 14th day(all P<0.001)and subsequently declined to preoperative levels on the 28th day after operation.Conclusion Ad-VEGF-HGF gene injection can effectively boost VEGF and HGF protein expression and rapidly reach the relative peak level,encour-aging angiogenesis after lower limb ischemia,increasing blood flow,and improving lower limb circulation.

To investigate the epidemiology of avian infectious bronchitis virus(IBV)and study the pathogenicity of IBV isolate,we isolated the IBV field strain from a clinical sample of chickens sus-pected to be infected with infectious bronchitis virus(IBV)from Hefei,Anhui Province,named HF210416.Sequencing analysis of the S1 gene showed that HF210416 belonged to the GI-22 geno-type,which was significantly differed from that of the reference GI-22-type strains,with homology ranging only from 84.5％to 87.8％.Recombinant analysis showed that HF210416 was a recombi-nant strain,with YX10(GI-19)as the major parent and YN(GI-19)as the minor parent.2-day-old SPF chicks infected with the HF210416 isolate showed clinical symptoms such as breathing with difficulty,depression and excreting watery droppings;the infected chicks had a rapid onset of dis-ease,with mortality occurring on the second day of inoculation,and mortality persisted until the fifth day,with 33.33％(5/15)mortality rate.The infected chicks recovered the 14th day after inoculation.RT-PCR detection of pharyngeal-anal swabs showed that the virus shedding by infected chicks could be continuously detected within 14 days of the test period;Enlarged and pale kidney as well as urate deposition in the kidney were observed in infected dead and undead chicks;and the HE staining of histopathological slices showed that the cilia of trachea were removed.Immunohis-tochemistry showed that obvious viral signals were observed in the trachea,lungs,and kidneys.The viral load of various tissues was detected by RT-qPCR and it showed that HF210416 had the high-est replication efficiency in kidney tissues,then in cecum tonsils and trachea.The results of serum neutralization test showed that HF210416 had a better neutralization effect on GI-22 homologous strains,but poorer neutralization effect on other genotypes strains,suggesting that HF210416 is not suitable for vaccine candidate.In conclusion,the GI-22 isolate HF210416 is highly pathogenic and nephrotropic to chicks,and its genomic genetic characteristics and immunogenicity are differ-ent from those of other strains.This study enriches the resources of IBV strains and provides refer-ence data for understanding of the prevalence and pathogenicity of GI-22 genotypes in China.