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1.
Comput Methods Programs Biomed ; 251: 108203, 2024 May 03.
Article in English | MEDLINE | ID: mdl-38744057

ABSTRACT

BACKGROUND AND OBJECTIVE: Drug inhalation is generally accepted as the preferred administration method for treating respiratory diseases. To achieve effective inhaled drug delivery for an individual, it is necessary to use an interdisciplinary approach that can cope with inter-individual differences. The paper aims to present an individualised pulmonary drug deposition model based on Computational Fluid and Particle Dynamics simulations within a time frame acceptable for clinical use. METHODS: We propose a model that can analyse the inhaled drug delivery efficiency based on the patient's airway geometry as well as breathing pattern, which has the potential to also serve as a tool for a sub-regional diagnosis of respiratory diseases. The particle properties and size distribution are taken for the case of drug inhalation by using nebulisers, as they are independent of the patient's breathing pattern. Finally, the inhaled drug doses that reach the deep airways of different lobe regions of the patient are studied. RESULTS: The numerical accuracy of the proposed model is verified by comparison with experimental results. The difference in total drug deposition fractions between the simulation and experimental results is smaller than 4.44% and 1.43% for flow rates of 60 l/min and 15 l/min, respectively. A case study involving a COVID-19 patient is conducted to illustrate the potential clinical use of the model. The study analyses the drug deposition fractions in relation to the breathing pattern, aerosol size distribution, and different lobe regions. CONCLUSIONS: The entire process of the proposed model can be completed within 48 h, allowing an evaluation of the deposition of the inhaled drug in an individual patient's lung within a time frame acceptable for clinical use. Achieving a 48-hour time window for a single evaluation of patient-specific drug delivery enables the physician to monitor the patient's changing conditions and potentially adjust the drug administration accordingly. Furthermore, we show that the proposed methodology also offers a possibility to be extended to a detection approach for some respiratory diseases.

2.
Bioorg Med Chem Lett ; 105: 129741, 2024 Jun 01.
Article in English | MEDLINE | ID: mdl-38599296

ABSTRACT

ZJ-101, a structurally simplified analog of marine natural product superstolide A, was previously designed and synthesized in our laboratory. In the present study four new analogs of ZJ-101 were designed and synthesized to investigate the structure-activity relationship of the acetamide moiety of the molecule. The biological evaluation showed that the amide moiety is important for the molecule's anticancer activity. Replacing the amide with other functional groups such as a sulfonamide group, a carbamate group, and a urea group resulted in the decrease in anticancer activity.


Subject(s)
Amides , Antineoplastic Agents , Drug Screening Assays, Antitumor , Structure-Activity Relationship , Antineoplastic Agents/pharmacology , Antineoplastic Agents/chemistry , Antineoplastic Agents/chemical synthesis , Humans , Amides/chemistry , Amides/pharmacology , Amides/chemical synthesis , Cell Line, Tumor , Molecular Structure , Cell Proliferation/drug effects , Macrolides/chemistry , Macrolides/pharmacology , Macrolides/chemical synthesis , Dose-Response Relationship, Drug
3.
Dig Endosc ; 2024 Mar 03.
Article in English | MEDLINE | ID: mdl-38433315

ABSTRACT

OBJECTIVES: This consensus was developed by the Asian EUS Group (AEG), who aimed to formulate a set of practice guidelines addressing various aspects of endoscopic ultrasound-guided tissue acquisition (EUS-TA). METHODS: The AEG initiated the development of consensus statements and formed an expert panel comprising surgeons, gastroenterologists, and pathologists. Three online consensus meetings were conducted to consolidate the statements and votes. The statements were presented and discussed in the first two consensus meetings and revised according to comments. Final voting was conducted at a third consensus meeting. The Grading of Recommendations, Assessment, Development, and Evaluation system was adopted to define the strength of the recommendations and quality of evidence. RESULTS: A total of 20 clinical questions and statements regarding EUS-TA were formulated. The committee recommended that fine-needle biopsy (FNB) needles be preferred over conventional fine-needle aspiration (FNA) needles for EUS-TA of subepithelial lesions. For solid pancreatic masses, rapid on-site evaluation is not routinely recommended when FNB needles are used. For dedicated FNB needles, fork-tip and Franseen-tip needles have essentially equivalent performance. CONCLUSION: This consensus provides guidance for EUS-TA, thereby enhancing the quality of EUS-TA.

4.
J Hazard Mater ; 467: 133631, 2024 Apr 05.
Article in English | MEDLINE | ID: mdl-38335610

ABSTRACT

Ubiquitous pollution due to microplastics through the food chain is a major cause of various deleterious effects on the human health. The aim of this study was to determine the existence of microplastics and the internal mechanism of microplastics as accelerators of cholelithiasis. Gallstones were collected from 16 patients after cholecystectomy, and microplastics in the gallstones were detected through laser direct infrared and pyrolysis gas chromatographymass spectrometry examinations. Mice model of gallstone were constructed with or without different diameters of microplastic (0.5, 5 and 50 µm). The affinity between microplastic and cholesterol or bilirubin was tested by co-culturing and qualified using molecular dynamics simulations. Finally, altered gut microbiota among the groups were identified using 16 s rRNA sequencing. The presence of microplastics in the gallstones of all the patients were confirmed. Microplastic content was significantly higher in younger chololithiasis patients (age<50 years). Mice fed a high-cholesterol diet with microplastic drinks showed more severe chololithiasis. In terms of the mechanism, microplastics showed a higher affinity for cholesterol than for bilirubin. Significant alterations in the gut microbiota have also been identified after microplastic intake in mice. Our study revealed the presence of microplastics in human gallstones, showcasing their potential to aggravate chololithiasis by forming large cholesterol-microplastic heteroaggregates and altering the gut microbiota.


Subject(s)
Gallstones , Humans , Animals , Mice , Middle Aged , Microplastics , Plastics , Cholesterol , Bilirubin
6.
BMC Med ; 21(1): 264, 2023 07 19.
Article in English | MEDLINE | ID: mdl-37468867

ABSTRACT

BACKGROUND: Since the coronavirus disease 2019 (COVID-19) outbreak, many COVID-19 variants have emerged, causing several waves of pandemics and many infections. Long COVID-19, or long-term sequelae after recovery from COVID-19, has aroused worldwide concern because it reduces patient quality of life after rehabilitation. We aimed to characterize the functional differential profile of the oral and gut microbiomes and serum metabolites in patients with gastrointestinal symptoms associated with long COVID-19. METHODS: We prospectively collected oral, fecal, and serum samples from 983 antibiotic-naïve patients with mild COVID-19 and performed a 3-month follow-up postdischarge. Forty-five fecal and saliva samples, and 25 paired serum samples were collected from patients with gastrointestinal symptoms of long COVID-19 at follow-up and from healthy controls, respectively. Eight fecal and saliva samples were collected without gastrointestinal symptoms of long COVID-19 at follow-up. Shotgun metagenomic sequencing of fecal samples and 2bRAD-M sequencing of saliva samples were performed on these paired samples. Two published COVID-19 gut microbiota cohorts were analyzed for comparison. Paired serum samples were analyzed using widely targeted metabolomics. RESULTS: Mild COVID-19 patients without gastrointestinal symptoms of long COVID-19 showed little difference in the gut and oral microbiota during hospitalization and at follow-up from healthy controls. The baseline and 3-month samples collected from patients with gastrointestinal symptoms associated with long COVID-19 showed significant differences, and ectopic colonization of the oral cavity by gut microbes including 27 common differentially abundant genera in the Proteobacteria phylum, was observed at the 3-month timepoint. Some of these bacteria, including Neisseria, Lautropia, and Agrobacterium, were highly related to differentially expressed serum metabolites with potential toxicity, such as 4-chlorophenylacetic acid, 5-sulfoxymethylfurfural, and estradiol valerate. CONCLUSIONS: Our study characterized the changes in and correlations between the oral and gut microbiomes and serum metabolites in patients with gastrointestinal symptoms associated with long COVID-19. Additionally, our findings reveal that ectopically colonized bacteria from the gut to the oral cavity could exist in long COVID-19 patients with gastrointestinal symptoms, with a strong correlation to some potential harmful metabolites in serum.


Subject(s)
COVID-19 , Humans , Post-Acute COVID-19 Syndrome , Aftercare , Quality of Life , SARS-CoV-2 , Patient Discharge , Feces/microbiology , Bacteria/genetics , RNA, Ribosomal, 16S
7.
Int J Mol Sci ; 24(11)2023 May 31.
Article in English | MEDLINE | ID: mdl-37298526

ABSTRACT

Marine natural products represent a unique source for clinically relevant drugs due to their vast molecular and mechanistic diversity. ZJ-101 is a structurally simplified analog of the marine natural product superstolide A, isolated from the New Caledonian sea sponge Neosiphonia Superstes. The mechanistic activity of the superstolides has until recently remained a mystery. Here, we have identified potent antiproliferative and antiadhesive effects of ZJ-101 on cancer cell lines. Furthermore, through dose-response transcriptomics, we found unique dysregulation of the endomembrane system by ZJ-101 including a selective inhibition of O-glycosylation via lectin and glycomics analysis. We applied this mechanism to a triple-negative breast cancer spheroid model and identified a potential for the reversal of 3D-induced chemoresistance, suggesting a potential for ZJ-101 as a synergistic therapeutic agent.


Subject(s)
Biological Products , Biological Products/pharmacology , Macrolides/pharmacology , Tetrahydronaphthalenes/pharmacology , Cell Line
8.
Bioorg Med Chem Lett ; 91: 129372, 2023 07 15.
Article in English | MEDLINE | ID: mdl-37301523

ABSTRACT

ZJ-101 is a structurally simplified analog of marine natural product superstolide A that was previously designed and synthesized in our laboratory. Biological investigation shows that ZJ-101 maintains the potent anticancer activity of the original natural product with an undefined mechanism of action. To facilitate chemical biology study, a biotinylated ZJ-101 was synthesized and biologically evaluated.


Subject(s)
Biological Products , Macrolides , Macrolides/pharmacology , Tetrahydronaphthalenes/pharmacology , Biological Products/pharmacology , Drug Screening Assays, Antitumor
10.
Endosc Ultrasound ; 12(2): 259-265, 2023.
Article in English | MEDLINE | ID: mdl-37148138

ABSTRACT

Background and Objectives: The Hot AXIOS system, which features a cautery-enhanced lumen-apposing metal stent, facilitates EUS-guided transmural drainage of pancreatic fluid collection (PFC). We aimed to evaluate the safety and efficacy of stents in a multicenter Chinese cohort. Patients and Methods: Thirty patients from nine centers with a single pancreatic pseudocyst (PP) or walled-off necrosis (WON) who underwent EUS-guided transgastric or transduodenal drainage with the novel stent were prospectively enrolled. Results: We included 15 (50%) patients with PPs and 15 (50%) with WONs. The mean diameter of the PFCs was 11.06 ± 3.56 cm. Stent placement was technically successful in all patients (100%), whereas clinical success was achieved in 93.3% of patients (28/30). Clinical success was defined as the alleviation of clinical symptoms combined with at least a 50% reduction in PFC diameter within 60 days after surgery. 73.3% (22/30) of AXIOS stents were removed after reaching clinical success in the 1st month of follow-up. A total of 14 (46.7%) PFC-associated infections occurred (4 pre- and 10 postoperation), which recovered within 1 week after treatment. Other complications included three (10%) partially or fully blocked stents and two (6.7%) stent migrations. Regarding the fully opened stent without blocking, complete remission of PFCs within 1 month was independently predicted by a previous pancreatitis attack > 6 months prior (adjusted odds ratio: 11.143; 95% confidence interval: 1.108-112.012; P = 0.041). Conclusion: EUS-guided drainage of PFCs using the Hot AXIOS system is safe and efficient. Regarding completely patent stents, a previous pancreatitis attack > 6 months prior predicts a greater chance of achieving 100% remission of PFCs within 1 month of AXIOS treatment.

11.
Endosc Ultrasound ; 12(1): 90-95, 2023.
Article in English | MEDLINE | ID: mdl-36861507

ABSTRACT

Background and Objectives: EUS has recently gained attraction in mainland China. This study aimed to evaluate the development of EUS from results of two national surveys. Methods: EUS-related information, including infrastructure, personnel, volume, and quality indicator, was extracted from the Chinese Digestive Endoscopy Census. Data from 2012 and 2019 were compared, and differences among various hospitals and regions were analyzed. The EUS rates (EUS annual volume per 100,000 inhabitants) between China and developed countries were also compared. Results: The number of hospitals performing EUS in mainland China increased from 531 to 1236 (2.33-fold), and 4025 endoscopists performed EUS in 2019. The volumes of all EUS and interventional EUS increased from 207,166 to 464,182 (2.24-fold) and 10,737 to 15,334 (1.43-fold), respectively. The EUS rate in China was lower than that in developed countries but showed a higher growth rate. EUS rate varied substantially among different provincial regions (in 2019: 4.9-152.0 per 100,000 inhabitants) and showed significant positive association with gross domestic product per capita (in 2019: r = 0.559, P = 0.001). The EUS-FNA-positive rate in 2019 was comparable between hospitals in terms of annual volume (≥50 or < 50: 79.9% vs. 71.6%, P = 0.704) and practice duration (starting EUS-FNA before or after 2012: 78.7% vs. 72.6%, P = 0.565). Conclusion: EUS has developed considerably in China in recent years but still needs substantial improvement. More resources are in demand for hospitals in less-developed regions and with low EUS volume.

13.
Sci Adv ; 9(1): eadd5239, 2023 Jan 04.
Article in English | MEDLINE | ID: mdl-36598989

ABSTRACT

A large body of knowledge about magnetism is attained from models of interacting spins, which usually reside on magnetic ions. Proposals beyond the ionic picture are uncommon and seldom verified by direct observations in conjunction with microscopic theory. Here, using inelastic neutron scattering to study the itinerant near-ferromagnet MnSi, we find that the system's fundamental magnetic units are interconnected, extended molecular orbitals consisting of three Mn atoms each rather than individual Mn atoms. This result is further corroborated by magnetic Wannier orbitals obtained by ab initio calculations. It contrasts the ionic picture with a concrete example and presents an unexplored regime of the spin waves where the wavelength is comparable to the spatial extent of the molecular orbitals. Our discovery brings important insights into not only the magnetism of MnSi but also a broad range of magnetic quantum materials where structural symmetry, electron itinerancy, and correlations act in concert.

14.
Am J Gastroenterol ; 118(2): 243-255, 2023 02 01.
Article in English | MEDLINE | ID: mdl-36563321

ABSTRACT

INTRODUCTION: Evidence on the comparative diagnostic performance of endoscopic ultrasound (EUS)-based techniques for pancreatic cystic lesions (PCLs) is limited. This network meta-analysis comprehensively compared EUS-based techniques for PCL diagnosis. METHODS: A comprehensive literature search was performed for all comparative studies assessing the accuracy of 2 or more modalities for PCL diagnosis. The primary outcome was the diagnostic efficacy for mucinous PCLs. Secondary outcomes were the diagnostic efficacy for malignant PCLs, diagnostic success rate, and adverse event rate. A network meta-analysis was conducted using the ANOVA model to assess the diagnostic accuracy of each index. RESULTS: Forty studies comprising 3,641 patients were identified. The network ranking of the superiority index for EUS-guided needle-based confocal laser endomicroscopy (EUS-nCLE) and EUS-guided through-the-needle biopsy (EUS-TTNB) were significantly higher than other techniques for differentiating mucinous PCLs; besides, EUS-TTNB was also the optimal technique in identifying malignant PCLs. The evidence was inadequate for EUS-nCLE diagnosing malignant PCLs and contrast-enhanced harmonic EUS diagnosing both mucinous and malignant PCLs. Glucose showed a high sensitivity but low specificity, and molecular analysis (KRAS, GNAS, and KRAS + GNAS mutations) showed a high specificity but low sensitivity for diagnosing mucinous PCLs. Satisfactory results were not obtained during the evaluation of the efficiency of pancreatic cyst fluid (PCF) biomarkers in detecting malignant PCLs. DISCUSSION: For centers with relevant expertise and facilities, EUS-TTNB and EUS-nCLE were better choices for the diagnosis of PCLs. Further studies are urgently required for further improving PCF biomarkers and validating the diagnostic performance of the index techniques.


Subject(s)
Pancreatic Cyst , Pancreatic Neoplasms , Humans , Network Meta-Analysis , Proto-Oncogene Proteins p21(ras) , Pancreatic Neoplasms/diagnostic imaging , Pancreatic Neoplasms/pathology , Endoscopic Ultrasound-Guided Fine Needle Aspiration/methods , Pancreatic Cyst/diagnostic imaging , Pancreatic Cyst/pathology
16.
Surg Endosc ; 37(3): 1761-1770, 2023 03.
Article in English | MEDLINE | ID: mdl-36220991

ABSTRACT

BACKGROUND: For esophageal squamous cell carcinoma (ESCC) invading the muscularis mucosa (T1a-MM) or upper submucosa (T1b-SM1, up to 200 µm), the curative effectiveness of endoscopic submucosal dissection (ESD) and additional therapeutic strategies remain controversial. The present study aims to investigate the effectiveness of ESD followed by different therapeutic strategies in treating such patients. METHODS: A total of 242 patients with T1a-MM/T1b-SM1 ESCCs were involved. Data on therapeutic outcomes and long-term survivals were collected for analysis. Propensity score-matched analysis was performed to compensate for selection bias between patients with no additional therapy (NAT group) and those with additional therapy (AT group). RESULTS: R0 resection rate was 83.1% and curative resection rate was 78.5%. After a mean follow-up period of 57.8 ± 27.3 months, the cumulative recurrence rate was 7.9%. The 5-year overall survival (OS) and cause-specific survival (CSS) rate was 91.1% and 94.0%. In a matched cohort of 24 pairs, the 5-year OS and CSS rates showed no significant difference between NAT group (82.0% and 87.1%) and AT group (86.0% and 89.9%) (P > 0.05). In the subgroup of patients with noncurative ESD (n = 52), the 5-year OS and CSS rates were significantly higher in surgery group (90.2% and 95.2%) than that in NAT group (50.1% and 59.5%) and chemoradiotherapy group (51.4% and 60.0%) (P < 0.05). CONCLUSIONS: ESD with no additional therapy could achieve favorable long-term outcomes in treating T1a-MM/T1b-SM1 ESCCs. For patients with noncurative ESD, surgery ranks a prime recommendation over CRT.


Subject(s)
Endoscopic Mucosal Resection , Esophageal Neoplasms , Esophageal Squamous Cell Carcinoma , Humans , Esophageal Squamous Cell Carcinoma/surgery , Esophageal Neoplasms/pathology , Propensity Score , Chemoradiotherapy , Retrospective Studies , Treatment Outcome , Neoplasm Recurrence, Local/pathology
17.
Saudi J Gastroenterol ; 29(1): 12-20, 2023.
Article in English | MEDLINE | ID: mdl-36124489

ABSTRACT

Background: Endoscopic retrograde cholangiopancreatography (ERCP) for patients with periampullary diverticulum (PAD) remains a challenge. This study aims to investigate the factors and techniques related to successful and safe ERCP in patients with PAD. Methods: We enrolled patients who underwent ERCP in a large tertiary center. The difficult cannulation rate, technical success rate, clinical success rate, and adverse events (AEs) rate were compared between patients with or without PAD. Three independent logistic regression models were established to identify factors and techniques associated with difficult cannulation, clinical success, and AEs. Results: Five thousand five hundred and ninety patients were included, of which 705 (12.6%) were diagnosed with PAD. Patients with PAD had a significantly higher difficult cannulation rate compared with patients without PAD (10.6% vs 8.0%, P < 0.0001), but the rates of technical success (clinical success (95.2% vs 95.2%, P = 0.951), and AEs (16.5% vs 14.4%, P = 0.156) were similar. Type I PAD (odds ratio [OR] = 2.114, 95% confidence interval [CI]:1.05-5.25) and ERCP indication for pancreatic diseases (OR = 1.196, 95%CI: 1.053-1.261) were independently associated with difficult cannulation. Small endoscopic sphincterotomy (EST) with balloon dilatation (OR = 1.581, 95%CI: 1.044-2.393) was independently associated with clinical success. Somatostatin injection showed no preventive effect on post-ERCP pancreatitis (OR = 1.144, 95%CI: 1.044-1.254). Moreover, the auxiliary cannulation techniques were safe for PAD patients. Conclusions: PAD did not affect ERCP outcomes. However, the choice of techniques and AE prophylactic measures should be more specific, especially for patients with type I PAD.


Subject(s)
Ampulla of Vater , Diverticulum , Duodenal Diseases , Humans , Cholangiopancreatography, Endoscopic Retrograde/adverse effects , Cholangiopancreatography, Endoscopic Retrograde/methods , Ampulla of Vater/surgery , Treatment Outcome , Catheterization/adverse effects , Catheterization/methods , Sphincterotomy, Endoscopic/adverse effects , Sphincterotomy, Endoscopic/methods , Duodenal Diseases/etiology , Duodenal Diseases/surgery , Diverticulum/surgery , Diverticulum/etiology , Retrospective Studies
18.
Diagnostics (Basel) ; 14(1)2023 Dec 27.
Article in English | MEDLINE | ID: mdl-38201373

ABSTRACT

Endoscopic ultrasound-guided fine-needle aspiration/biopsy (EUS-FNA/FNB) is very safe and has a high diagnostic rate for upper gastrointestinal lesions, especially pancreatic lesions, but its application in the lower gastrointestinal tract has rarely been reported. Due to the tortuous course of the colorectum, with the sigmoid colon particularly prone to perforation, most endoscopists are reluctant to perform lateral-sector endoscopic ultrasound scanning without a water-bag protection for the puncture. The ultrasonic endoscopy and flexible puncture needle techniques recently introduced into clinical practice have made ultrasound-guided puncture safer and more convenient. In addition, endoscopists have carefully tested various protective measures to improve the safety of the lower gastrointestinal puncture, substantially increasing its clinical feasibility. In this article, we review the iterations of endoscopic ultrasound equipment introduced in recent years and the many ingenious ideas proposed by endoscopists regarding lower gastrointestinal puncture.

19.
Endosc Ultrasound ; 11(6): 466-477, 2022.
Article in English | MEDLINE | ID: mdl-36537384

ABSTRACT

Background and Objectives: It remains unclear whether the use of the stylet slow-pull (SP) and wet suction (WS) can improve the yield of endoscopic ultrasound-guided fine-needle biopsy compared to standard suction (SS). The aim of this study was to compare the diagnostic efficacy of the three sampling techniques when using 25G ProCore needles for solid pancreatic lesions. Materials and Methods: This multicenter single-blind randomized crossover superiority trial enrolled patients with solid pancreatic lesions (n = 300) from four digestive endoscopic centers in China. All three sampling techniques were performed on each patient using a 25G ProCore needle in a randomized sequence. The diagnostic efficacy, the specimen yield, and quality of each technique, the overall technical success rate and diagnostic yield of the 25G ProCore needle, and rate of adverse events were evaluated. Results: A total of 291 patients were analyzed. No significant difference was found in diagnostic efficiency among the three techniques (sensitivity, 82.14% vs. 75.00% vs. 77.86, P = 0.1186; accuracy, 82.82% vs. 75.95% vs. 78.69%, P = 0.1212). The SP had an inferior tissue integrity compared to the SS and WS techniques (71.82% vs. 62.55% vs. 69.76%, P = 0.0096). There was no significant difference in the degree of blood contamination among the three groups (P = 0.2079). After three passes, the overall sensitivity was 93.93%, and the accuracy was 94.16%. Conclusions: SS and WS techniques are better choices than SP technique for 25G ProCore needle, for they could provide higher specimen adequacy without increasing the amount of blood contamination. The 25G ProCore needle can provide a satisfactory diagnostic yield for solid pancreatic lesions.

20.
Aging (Albany NY) ; 14(15): 6299-6315, 2022 08 12.
Article in English | MEDLINE | ID: mdl-35963640

ABSTRACT

With the progress of precision medicine treatment in pancreatic ductal adenocarcinoma (PDAC), individualized cancer-related examination and prediction is of great importance in this high malignant tumor, and antibody-dependent cell phagocytosis (ADCP) with changed pathways highly enrolled in the carcinogenesis of PDAC. High-throughput data of pancreatic ductal adenocarcinoma were downloaded and 160 differentially expressed ADCP-related genes (ARGs) were obtained. Secondly, GO and KEGG enrichment analyses show that ADCP is a pivotal biologic process in pancreatic carcinogenesis. Next, CALB2, NLGN2, NCAPG and SERTAD2 are identified through multivariate Cox regression. These 4 genes are confirmed with significant prognostic value in PDAC. Then, a risk score formula is constructed and tested in PDAC samples. Finally, the correlation between these 4 genes and M2 macrophage polarization was screened. Some pivotal differentially expressed ADCP-related genes and biologic processes, four pivotal subgroup was among identified in the protein-protein network, and hub genes was found in these sub group. Then, an ADCP-related formula was set: CALB2* 0.355526 + NLGN2* -0.86862 + NCAPG* 0.932348 + SERTAD2* 1.153568. Additionally, the significant correlation between M2 macrophage-infiltration and the expression of each genes in PDAC samples was identified. Finally, the somatic mutation landscape and sensitive chemotherapy drug between high risk group and low risk group was explored. This study provides a potential prognostic signature for predicting prognosis of PDAC patients and molecular insights of ADCP in PDAC, and the formula focusing on the prognosis of PDAC can be effective. These findings will contribute to the precision medicine of pancreatic ductal adenocarcinoma treatment.


Subject(s)
Biological Products , Carcinoma, Pancreatic Ductal , Pancreatic Neoplasms , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , Carcinogenesis/genetics , Carcinoma, Pancreatic Ductal/metabolism , Cytophagocytosis , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Gene Regulatory Networks , Humans , Pancreatic Neoplasms/pathology , Prognosis , Pancreatic Neoplasms
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