A novel support vector machine-based 1-day, single-dose prediction model of genotoxic hepatocarcinogenicity in rats.

The development of a rapid and accurate model for determining the genotoxicity and carcinogenicity of chemicals is crucial for effective cancer risk assessment. This study aims to develop a 1-day, single-dose model for identifying genotoxic hepatocarcinogens (GHCs) in rats. Microarray gene expression data from the livers of rats administered a single dose of 58 compounds, including 5 GHCs, was obtained from the Open TG-GATEs database and used for the identification of marker genes and the construction of a predictive classifier to identify GHCs in rats. We identified 10 gene markers commonly responsive to all 5 GHCs and used them to construct a support vector machine-based predictive classifier. In the silico validation using the expression data of the Open TG-GATEs database indicates that this classifier distinguishes GHCs from other compounds with high accuracy. To further assess the model's effectiveness and reliability, we conducted multi-institutional 1-day single oral administration studies on rats. These studies examined 64 compounds, including 23 GHCs, with gene expression data of the marker genes obtained via quantitative PCR 24 h after a single oral administration. Our results demonstrate that qPCR analysis is an effective alternative to microarray analysis. The GHC predictive model showed high accuracy and reliability, achieving a sensitivity of 91% (21/23) and a specificity of 93% (38/41) across multiple validation studies in three institutions. In conclusion, the present 1-day single oral administration model proves to be a reliable and highly sensitive tool for identifying GHCs and is anticipated to be a valuable tool in identifying and screening potential GHCs.

Survey on Medical Students' Attitudes Toward Medical Practice Just Before Clinical Clerkship in Japan.

INTRODUCTION: The present study examined the confidence in essential medical practices during clinical clerkship (CC) and performance in preparing education for medical students who are just starting CC at our university. METHODS: We conducted a survey using questionnaires with 105 fourth-year medical students just before starting CC. This questionnaire analysis consists of the confidence in objective structured clinical examination (OSCE) and computer-based testing (CBT) performance toward essential medical practice recommended in the "Report on Medical Practice during Clinical Clerkship" by the Japanese Ministry of Health, Labor, and Welfare and medical safety for CC. RESULTS: The response rate was 67.6% (71/105). As for the performance in each OSCE theme, the confidence in basic clinical technique was significantly smaller compared to chest or abdominal examination, medical interview, and emergency response (p<0.05 each). Medical interviews showed stronger confidence compared to gynecological, breast, or rectal examinations and prostate palpitation among medical examinations (p<0.05 each). In the basic technique during CC, skin disinfection showed stronger confidence compared to other techniques (p<0.05 each). On surgical technique during CC, surgical hand washing and gown technique significantly showed stronger confidence compared to skin suture, suture removal, bleeding control, and surgical assistant (p<0.05 each). CONCLUSION: Our results suggest that medical students just before CC have less confidence in invasive medical practice during CC. As medical practice by student doctors becomes public, further systematic basic skill training both before and during CC is warranted.

Attitude toward career development in Japanese medical students: a questionnaire survey.

OBJECTIVES: The study aimed to evaluate attitudes of Japanese medical students toward career development, including the acquisition of medical specialty and doctorate degree qualifications. DESIGN: This involved a web-based questionnaire survey. SETTING: We asked medical students about attitudes toward career development after graduation. We also asked them about their intentions to acquire a medical specialty and a doctorate degree using a 5-point Likert scale. PARTICIPANTS: All 699 medical students (from first to sixth grade) in our medical school. RESULTS: The overall questionnaire response rate was 66.5% (465 of 699). Over 90.3% (420 of 465) of respondents desired the clinical discipline, while only 10 of 465 respondents (2.2%) did for basic research. Awareness of career development for ≥8 years after graduation was significantly lower compared with that for 1-2 years after graduation among fourth-sixth year students (fourth p=0.0023, fifth p<0.001, sixth p<0.001). Awareness of career development for 3-7 years after graduation was significantly lower compared with that for 1-2 years after graduation among third-sixth year students (third p<0.001, fourth p=0.003, fifth p<0.001, sixth p<0.001). In the sixth year medical students, only 10.3% showed strong awareness of career development for ≥8 years after graduation, while 39.7% of them did for 1-2 years after graduation. Intentions to acquire a doctorate degree were significantly weaker than those for a medical specialty in all years (p<0.001 in all grades). CONCLUSION: Most Japanese medical students concentrated on the 2-year initial training period immediately after graduation, with vague plans for the subsequent years. Intentions to acquire a doctoral degree were significantly lower than those for a medical specialty. Our findings underscore the necessity for a comprehensive, longitudinal and systematic career development programme.

Comparison of attitudes toward community-based medicine between regional-quota and general-selected medical student in Japan.

Objective: This study compared the regional-quota and general-selected medical students' understanding, interest, and confidence in the community medicine practice and their attitudes toward the concept guidelines. Methods: We conducted a Web-based questionnaire survey regarding the understanding, interest, and confidence in future community medicine practice and attitudes toward concept guidelines among medical students of all grades (regional-quota and general-selected: n=82 and n=617, respectively). Results: The overall response rates were 68.5% (56/82) and 66.0% (409/617) in the regional-quota and general-selected groups, respectively. Although there was no significant difference between the groups in terms of understanding (P=0.998), interest and confidence in future practice were significantly higher in the regional-quota group (both P<0.001). There was no significant difference between the two groups for any of the six questions regarding community medicine guidelines. Conclusion: The understanding of community medicine or its conceptual guidelines did not significantly differ between the two groups; however, interest and confidence in future practice were significantly higher in the regional-quota group. These results suggest that the regional-quota system positively upregulates the interest in community medicine, which could be associated with confidence in future practice. Comprehensive and longitudinal improvements in the regional-quota system may be effective in cultivating community medicine.

Learner-Centered Experience-Based Medical Education in an AI-Driven Society: A Literature Review.

This review proposes and explores the significance of "experience-based medical education" (EXPBME) in the context of an artificial intelligence (AI)-driven society. The rapid advancements in AI, particularly driven by deep learning, have revolutionized medical practices by replicating human cognitive functions, such as image analysis and data interpretation, significantly enhancing efficiency and precision across medical settings. The integration of AI into healthcare presents substantial potential, ranging from precise diagnostics to streamlined data management. However, non-technical skills, such as situational awareness on recognizing AI's fallibility or inherent risks, are critical for future healthcare professionals. EXPBME in a clinical or simulation environment plays a vital role, allowing medical practitioners to navigate AI failures through sufficient reflections. As AI continues to evolve, aligning educational frameworks to nurture these fundamental non-technical skills is paramount to adequately prepare healthcare professionals. Learner-centered EXPBME, combined with the AI literacy acquirement, stands as a key pillar in shaping the future of medical education.

Early detection of genotoxic hepatocarcinogens in rats using γH2AX and Ki-67: prediction by machine learning.

Direct DNA double-strand breaks result in phosphorylation of H2AX, a variant of the histone H2 protein. Phosphorylated H2AX (γH2AX) may be a potential indicator in the evaluation of genotoxicity and hepatocarcinogenicity. In this study, γH2AX and Ki-67 were detected in the short-term responses (24 h after chemical administration) to classify genotoxic hepatocarcinogens (GHs) from non-GH chemicals. One hundred and thirty-five 6-week-old Crl: CD(SD) (SPF) male rats were treated with 22 chemicals including 11 GH and 11 non-GH, sacrificed 24 h later, and immunostained with γH2AX and Ki-67. Positivity rates of these markers were measured in the 3 liver ZONEs 1-3; portal, lobular, and central venous regions. These values were input into 3 machine learning models-Naïve Bayes, Random Forest, and k-Nearest Neighbor to classify GH and non-GH using a 10-fold cross-validation method. All 11 and 10 out of 11 GH caused significant increase in γH2AX and Ki-67 levels, respectively (P < .05). Of the 3 machine learning models, Random Forest performed the best. GH were identified with 95.0% sensitivity (76/80 GH-treated rats), 90.9% specificity (50/55 non-GH-treated rats), and 90.0% overall correct response rate using γH2AX staining, and 96.2% sensitivity (77/80), 81.8% specificity (45/55), and 90.4% overall correct response rate using Ki-67 labeling. Random Forest model using γH2AX and Ki-67 could independently predict GH in the early stage with high accuracy.

Simulation-Based Education in the Artificial Intelligence Era.

Simulation-based medical education (SBME) has been widely implemented in skill training in various clinical specialties. SBME has contributed not only to patient and medical safety but also to undergraduate and specialist education in the healthcare field. In this review, we discuss the challenges and future directions of SBME in the artificial intelligence (AI) era. While SBME fidelity or methods may become highly complicated in the AI era, the fact is that learners play a central role. As SBME and clinical education are complementary, mutual feedback and improvement are essential, especially in non-technical skill development. For the development of sustainable SBME in the clinical field in the AI era, continuous improvement is needed by academia, educators, and learners.

Association of longer telomere length in cancer cells and cancer-associated fibroblasts with worse prognosis.

BACKGROUND: Telomere dysfunction has been reported to be directly involved in carcinogenesis owing to chromosomal instability and immortalization; however, the clinicopathological significance of telomeres remains controversial. We have shown that telomere shortening occurs in normal-appearing duct cells at initiation and then continues during the progression of pancreatic cancer. In this study, we determined the clinicopathological and prognostic value of telomere length (TL) in cancer progression. METHODS: TL in both cancer cells and cancer-associated fibroblasts (CAFs) was analyzed by high-throughput quantitative fluorescence in situ hybridization using a previously reported cohort comprising 1434 cases of adenocarcinoma (ADC), squamous cell carcinoma (SCC), adenosquamous carcinoma, hepatocellular carcinoma, and renal cell carcinoma (RCC), which are known cancers with a statistically significantly low incidence of alternative lengthening of telomeres. Cases were divided into 2 groups as follows: longer and shorter telomeres, according to the median TL of cancer cells and CAFs. The statistical significance of TL in cancer cells and CAFs on clinicopathological characteristics and prognosis was analyzed. RESULTS: There was a close association between TL in cancer cells and CAFs. Longer telomeres in cancer cells and CAFs were associated with aggressive features such as advanced stage, high mitosis score and nuclear score, poorly differentiated cancer, and desmoplastic stroma in ADC. Furthermore, a longer TL was an independent prognostic factor for ADC, SCC, and RCC. CONCLUSIONS: Longer telomeres are associated with worse prognosis in ADC, SCC, and RCC. Thus, TL is a novel biomarker for the diagnosis of aggressive cancers with poor prognoses.

GAREM1 is involved in controlling body mass in mice and humans.

The adaptor protein GAREM has two subtypes. Each is involved in Erk activation signaling downstream of the cell growth factor receptor in cultured cells. Regarding their role in individual animals, we have previously reported that mice deficient in GAREM2, which is highly expressed in the brain, exhibit emotional changes. In this paper, we report an amino acid substitution mutation (K291R) in GAREM1, in a patient with idiopathic short stature, which indicates that the mutant exhibits dominant-negative properties. The GAREM K291R mutant did not promote Erk activation in EGF-stimulated cultured cells. Similar features were also observed in cells in which GAREM1 expression was suppressed by genome editing; along with Erk, phosphorylation of S6 kinase and 4EBP1, whose activation is necessary for cell proliferation and biological growth, were inhibited Furthermore, we generated mice deficient in GAREM1 and showed that the mutant mice are lighter in weight. Overall, the results of this paper suggest that GAREM1 is required for normal growth and for maintaing average body size in humans and mice.

Reproducibility and prognostic significance of area of residual tumor (ART) in post-neoadjuvant resections of pancreatic ductal adenocarcinoma.

BACKGROUND: The pathologic assessments of tumor response after neoadjuvant chemoradiotherapy (NACRT) are critical to improving the prognostic stratification for patients with pancreatic ductal adenocarcinoma (PDAC). Here we clarified the utility of our new grading system based on the area of residual tumor (ART) as compared to existing systems, such as the College of American Pathologists (CAP) and MD Anderson (MDA) score. METHODS: Eight reviewers individually evaluated the tumor regression grade of 30 patients with PDAC based on three types of grading systems. The interobserver concordance and clinicopathological characteristics were compared between the three systems. RESULTS: The interobserver concordance (kappa value) of the ART, CAP, and MDA score were 0.61, 0.48, and 0.53, respectively. Discrepant cases, which were 27% of the cases, exhibited smaller tumor and tumor bed sizes than concordant cases. The reduction in tumor size evaluated by microscopy showed a correlation with the rate of change in carcinoembryonic antigen (CEA) level, CA19-9 level, and tumor size on computed tomography (CT). The ART score was correlated with the tumor size on CT before and after NACRT and disease-free survival. The CAP and MDA scores were not associated with prognosis. CONCLUSION: The ART grading system may be the most practical system to assess the tumor response in post-NACRT resections of PDAC.

Relationship between Lung Carcinogenesis and Chronic Inflammation in Rodents.

Lung cancer remains the leading cause of cancer-related deaths, with an estimated 1.76 million deaths reported in 2018. Numerous studies have focused on the prevention and treatment of lung cancer using rodent models. Various chemicals, including tobacco-derived agents induce lung cancer and pre-cancerous lesions in rodents. In recent years, transgenic engineered rodents, in particular, those generated with a focus on the well-known gene mutations in human lung cancer (KRAS, EGFR, and p53 mutations) have been widely studied. Animal studies have revealed that chronic inflammation significantly enhances lung carcinogenesis, and inhibition of inflammation suppresses cancer progression. Moreover, the reduction in tumor size by suppression of inflammation in animal experiments suggests that chronic inflammation influences the promotion of tumorigenesis. Here, we review rodent lung tumor models induced by various chemical carcinogens, including tobacco-related carcinogens, and transgenics, and discuss the roles of chronic inflammation in lung carcinogenesis.

Adequate tissue sampling for the assessment of pathological tumor regression in pancreatic cancer.

Standardized pathological evaluation of the regression assessment of neoadjuvant pancreatic cancer is necessary to improve prognostication and compare treatment outcomes in clinical trials. However, appropriate tissue sampling from surgically resected pancreatic cancer after neoadjuvant therapy has not been elucidated. We compared the tumor regression scores in the largest cancer slide determined macroscopically or histologically. We reviewed all slides and macroscopic photos of cut surfaces from resected pancreas of patients treated with neoadjuvant chemotherapy (n = 137; chemoradiotherapy or chemotherapy). The tumor regression scores (the Evans, College of American Pathologists, Japanese Pancreas Society grading systems, and Area of Residual Tumor [ART] score) were evaluated for the largest tumor slide determined by macroscopy or histologically as well as all slides from the resected pancreas. The largest cancer slides determined macroscopically and histologically were discrepant in 26% of the cases. Cancer cells were not detected in the largest macroscopically defined cut slides in 3%. Only ART scores assessed in the largest histological slides displayed significant difference in overall survival. We recommend obtaining the largest histological slides to provide adequate assessment for regression of neoadjuvant-treated pancreatic cancer. Sufficient sampling to detect the largest histological slides would be mandatory.

Single Intratracheal Quartz Instillation Induced Chronic Inflammation and Tumourigenesis in Rat Lungs.

Crystalline silica (quartz) is known to induce silicosis and cancer in the lungs. In the present study, we investigated the relationship between quartz-induced chronic inflammation and lung carcinogenesis in rat lungs after a single exposure to quartz. F344 rats were treated with a single intratracheal instillation (i.t.) of quartz (4 mg/rat), and control rats were treated with a single i.t. of saline. After 52 or 96 weeks, the animals were sacrificed, and the lungs and other organs were used for analyses. Quartz particles were observed in the lungs of all quartz-treated rats. According to our scoring system, the lungs of rats treated with quartz had higher scores for infiltration of lymphocytes, macrophages and neutrophils, oedema, fibrosis, and granuloma than the lungs of control rats. After 96 weeks, the quartz-treated rats had higher incidences of adenoma (85.7%) and adenocarcinoma (81.0%) than control rats (20% and 20%, respectively). Quartz-treated and control rats did not show lung neoplastic lesions at 52 weeks after treatment. The number of lung neoplastic lesions per rat positively correlated with the degree of macrophage and lymphocyte infiltration, oedema, fibrosis, and lymph follicle formation around the bronchioles. In conclusion, single i.t. of quartz may induce lung cancer in rat along with chronic inflammation.

Preexisting diabetes mellitus had no effect on the no-observed-adverse-effect-level of acetaminophen in rats.

Information on the safety of chemical substances in patients with various preexisting conditions remains limited. Acetaminophen was added to the basal diet at 0, 80, 253, 800, 2530, or 8000 ppm and administered to type 2 diabetes mellitus rats (GK/Jcl) and the control male rats (Wistar) for 13 weeks. Both strains treated with 8000 ppm acetaminophen (561.4 and 567.7 mg/kg body weight/day, GK/Jcl and Wistar rats, respectively) showed decreased levels of red blood cell counts, blood urea nitrogen, creatinine, and total bilirubin compared to those of non-treated rats. Treatment with 8000 ppm of acetaminophen reduced the blood glucose and hemoglobin A1c levels of GK/Jcl rats. An increase in the relative weights of the kidneys and liver, and a decrease in the weight of the salivary glands were observed in both GK/Jcl and Wistar rats treated with 8000 ppm acetaminophen relative to those of non-treated control rats. Microscopically, both strains treated with 2530 (174.3 and 164.2 mg/kg body weight/day, GK/Jcl and Wistar rats, respectively) or 8000 ppm acetaminophen showed hepatocellular hypertrophy and degenerative lesions in the salivary glands, whereas similar lesions were not observed in non-treated rats. In conclusion, the no-observed-adverse-effect-level of acetaminophen was 800 ppm in both diabetic and control rats.

Lung proliferative lesion-promoting effects of left pulmonary ligation in A/J female mice.

This present study was conducted in an attempt to examine proliferative lesion-promoting effect in the lung by compensatory lung growth after left pulmonary ligation. To examine a strong proliferative lesion-promoting effect in the lung, the effects of left pulmonary ligation on lung proliferative lesions induced by 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone (NNK) were examined for 12 weeks. The number of proliferative lesions induced by NNK in the right lung after left pulmonary ligation increased significantly after 12 weeks, indicated by an increase in the weight of the right lung. In addition, several messenger RNA (mRNA) markers, including insulin growth factor 1, were highly expressed in the right lung on the seventh day after left ligation. These experiments demonstrated the clear proliferative lesion-promoting effects of pulmonary ligation on the induction of the expression of mRNAs related to the cell cycle, cell division and mitosis. However, the proliferative lesion-promoting effects were not strong enough to allow a shortened experimental period for the establishment of the lung bioassay model. The results also indicated the necessity to pay attention to the possibility of a recurrence of lung cancer in the residual lung after resection in humans.

Development and Clinical Trials of Nucleic Acid Medicines for Pancreatic Cancer Treatment.

Approximately 30% of pancreatic cancer patients harbor targetable mutations. However, there has been no therapy targeting these molecules clinically. Nucleic acid medicines show high specificity and can target RNAs. Nucleic acid medicine is expected to be the next-generation treatment next to small molecules and antibodies. There are several kinds of nucleic acid drugs, including antisense oligonucleotides, small interfering RNAs, microRNAs, aptamers, decoys, and CpG oligodeoxynucleotides. In this review, we provide an update on current research of nucleic acid-based therapies. Despite the challenging obstacles, we hope that nucleic acid drugs will have a significant impact on the treatment of pancreatic cancer. The combination of genetic diagnosis using next generation sequencing and targeted therapy may provide effective precision medicine for pancreatic cancer patients.

Characteristics of surfactant proteins in tumorigenic and inflammatory lung lesions in rodents.

Surfactant proteins (SPs) are essential for the proper structure and respiratory function of the lungs. There are four subtypes of SPs: SP-A, SP-B, SP-C, and SP-D. The expectorant drug ambroxol hydrochloride is clinically used to stimulate pulmonary surfactant and airway serous secretion. In addition, previous studies showed that ambroxol regulated SP production and attenuated pulmonary inflammation, with ambroxol hydrochloride being found to suppress quartz-induced lung inflammation via stimulation of pulmonary surfactant and airway serous secretion. In this study, we investigated the expression of SP-A, SP-B, SP-C, and SP-D in neoplastic and inflammatory lung lesions in rodents, as well as their possible application as potential markers for diagnostic purposes. SP-B and SP-C showed strong expression in lung hyperplasia and adenoma, whereas SP-A and SP-D were expressed in the mucus or exudates of inflammatory alveoli. Rodent tumorigenic hyperplasic tissues induced by various carcinogens were positive for napsin A, an aspartic proteinase involved in the maturation of SP-B; this indicated a focal increase in type II pneumocytes in the lungs. Therefore, high expression of napsin A in the alveolar walls may serve as a useful marker for prediction of the tumorigenic potential of lung hyperplasia in rodents.

Effects of the expectorant drug ambroxol hydrochloride on chemically induced lung inflammatory and neoplastic lesions in rodents.

Ambroxol hydrochloride (AH) is an expectorant drug used to stimulate pulmonary surfactant and serous airway secretion. Surfactant proteins (SPs) are essential for maintaining respiratory structure and function, although SP expression has also been reported in lung inflammatory and proliferative lesions. To determine whether AH exerts modulatory effects on these lung lesions, we examined its effects on pleural thickening induced by intrathoracic administration of dipotassium titanate (TISMO) in A/JJmsSlc (A/J) mice. We also analyzed the modulatory effects of AH on neoplastic lung lesions induced by 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone (NNK) in A/J mice and by N-nitrosobis (2-hydroxypropyl) amine (DHPN) in F344/DuCrlCrj (F344) rats. A/J mice treated with TISMO showed decreased body weight, increased white blood cell (WBC) counts, and pleural thickening caused by pleuritis and poor general condition. However, A/J mice treated with TISMO + 120 ppm showed significant recovery of body weight and WBC counts to the same levels as those of A/J mice not treated with TISMO, although no significant differences were observed in histopathological changes including the immunohistopathological expression of IL-1ß in the lung and maximum pleural thickness regardless of AH treatment. In the NNK and DHPN experiments, no significant differences in body weight, hematology, plasma biochemistry, and histopathological changes were associated with AH concentration. These results suggest that AH potentially exerts anti-inflammatory effects but does not have a direct suppressive effect on lung tumorigenesis in rodents.

γH2AX is immunohistochemically detectable until 7 days after exposure of N-bis (2-hydroxypropyl) nitrosamine (DHPN) in rat lung carcinogenesis.

It is known that γH2AX, which is formed when there is a double-strand break in DNA, can act as a sensitive marker of genomic instability. In this experiment, the time-course manner of the expression of γH2AX in the lung was examined in the early phase after treatment with a lung carcinogen, N-bis (2-hydroxypropyl) nitrosamine (DHPN). The expression of γH2AX is expected to be one of the useful markers for lung carcinogenesis in early stages. Rats were separated into 10 groups of 5 rats. The DHPN groups were administered 0.1% DHPN in drinking tap water for two weeks, while the control group received drinking tap water. At 0, 1, 3, 7, and 14 days after finishing DHPN treatment, one group each from the DHPN and control groups was sacrificed. The removed lung tissues were examined for immunostaining of γH2AX and PCNA, and positive cells were counted. The γH2AX levels of the DHPN-treated groups were found to be increased significantly at 0, 1, 3, and 7 days (4.4 ± 1.4, 5.1 ± 2.7, 3.3 ± 1.0, and 4.1 ± 1.3%, respectively), and they dropped significantly on day 14 (1.1 ± 0.4%). The experiment showed that the γH2AX-positive score could be effectively measured for up to 7 days after exposure, as a significance difference was observed between the treated group and the control group. It can be deduced that γH2AX is an effective marker for DHPN-induced double-strand breaks in pulmonary epithelial cells.