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1.
BMC Cancer ; 24(1): 547, 2024 Apr 30.
Article in English | MEDLINE | ID: mdl-38689252

ABSTRACT

OBJECTIVE: The purpose of this study was to develop an individual survival prediction model based on multiple machine learning (ML) algorithms to predict survival probability for remnant gastric cancer (RGC). METHODS: Clinicopathologic data of 286 patients with RGC undergoing operation (radical resection and palliative resection) from a multi-institution database were enrolled and analyzed retrospectively. These individuals were split into training (80%) and test cohort (20%) by using random allocation. Nine commonly used ML methods were employed to construct survival prediction models. Algorithm performance was estimated by analyzing accuracy, precision, recall, F1-score, area under the receiver operating characteristic curve (AUC), confusion matrices, five-fold cross-validation, decision curve analysis (DCA), and calibration curve. The best model was selected through appropriate verification and validation and was suitably explained by the SHapley Additive exPlanations (SHAP) approach. RESULTS: Compared with the traditional methods, the RGC survival prediction models employing ML exhibited good performance. Except for the decision tree model, all other models performed well, with a mean ROC AUC above 0.7. The DCA findings suggest that the developed models have the potential to enhance clinical decision-making processes, thereby improving patient outcomes. The calibration curve reveals that all models except the decision tree model displayed commendable predictive performance. Through CatBoost-based modeling and SHAP analysis, the five-year survival probability is significantly influenced by several factors: the lymph node ratio (LNR), T stage, tumor size, resection margins, perineural invasion, and distant metastasis. CONCLUSIONS: This study established predictive models for survival probability at five years in RGC patients based on ML algorithms which showed high accuracy and applicative value.


Subject(s)
Machine Learning , Stomach Neoplasms , Humans , Stomach Neoplasms/pathology , Stomach Neoplasms/surgery , Stomach Neoplasms/mortality , Male , Female , Middle Aged , Prognosis , Retrospective Studies , Aged , Gastrectomy , Gastric Stump/pathology , ROC Curve , Risk Assessment/methods , Algorithms
2.
Front Oncol ; 14: 1320280, 2024.
Article in English | MEDLINE | ID: mdl-38420018

ABSTRACT

Introduction: Magnetic resonance imaging (MRI) staging scans are critical for the diagnosis and treatment of patients with nasopharyngeal cancer (NPC). We aimed to evaluate the application value of LAVA-Flex and T1WI-IDEAL sequences in MRI staging scans. Methods: Eighty-four newly diagnosed NPC patients underwent both LAVA-Flex and T1WI-IDEAL sequences during MRI examinations. Two radiologists independently scored the acquisitions of image quality, fat suppression quality, artifacts, vascular and nerve display. The obtained scores were compared using the Wilcoxon signed rank test. According to the signal intensity (SI) measurements, the uniformity of fat suppression, contrast between tumor lesions and subcutaneous fat tissue, and signal-to-noise ratio (SNR) were compared by the paired t-test. Results: Compared to the T1WI-IDEAL sequence, LAVA-Flex exhibited fewer artifacts (P<0.05), better visualization of nerves and vessels (P<0.05), and performed superior in the fat contrast ratio of the primary lesion and metastatic lymph nodes (0.80 vs. 0.52, 0.81 vs. 0.56, separately, P<0.001). There was no statistically significant difference in overall image quality, tumor signal-to-noise ratio (SNR), muscle SNR, and the detection rate of lesions between the two sequences (P>0.05). T1WI-IDEAL was superior to LAVA-Flex in the evaluation of fat suppression uniformity (P<0.05). Discussion: LAVA-Flex sequence provides satisfactory image quality and better visualization of nerves and vessels for NPC with shorter scanning times.

3.
J Cancer Res Clin Oncol ; 149(20): 17795-17805, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37934254

ABSTRACT

PURPOSE: This research aimed to evaluate the prognostic significance of baseline prognostic nutritional index (PNI) and lactate dehydrogenase (LDH) for the outcome of individuals diagnosed with non-metastatic nasopharyngeal carcinoma (NPC). METHODS: A retrospective analysis was conducted on data from 810 patients with non-metastatic NPC who underwent intensity-modulated radiation therapy (IMRT) with or without chemotherapy. The best cut-offs for PNI and LDH were identified by X-tile software to be 48.5 and 150, respectively. To find the independent prognostic factors for survival outcomes, univariate and multivariate regression analyses were conducted, and AUCs were used to compare their prognostic values. RESULTS: Multivariate analysis revealed that patients with PNI > 48.5 had better overall survival (OS) (HR: 0.502, P < 0.001), progression-free survival (PFS) (HR: 0.618, P < 0.001), and distant metastasis-free survival (DMFS) (HR: 0.637, P = 0.005). Higher LDH was associated with poorer OS (HR: 1.798, P < 0.001), PFS (HR: 1.671, P < 0.001), and DMFS (HR: 1.756, P < 0.001). The combination of low PNI and high LDH in non-metastatic NPC patients was correlated with poor OS (P < 0.001), PFS (P < 0.001), and DMFS (P < 0.001). The combination of PNI and LDH had the highest AUCs for predicting OS, PFS, and DMFS. CONCLUSIONS: PNI and LDH might become valuable predictors of the prognosis of non-metastatic NPC patients undergoing IMRT with or without chemotherapy. Prognostic accuracy can be enhanced by combining PNI and LDH.


Subject(s)
Carcinoma , Nasopharyngeal Neoplasms , Radiotherapy, Intensity-Modulated , Humans , Nasopharyngeal Carcinoma/radiotherapy , Prognosis , Nutrition Assessment , Carcinoma/diagnosis , Retrospective Studies , Nasopharyngeal Neoplasms/pathology , Disease-Free Survival , Lactate Dehydrogenases
4.
J Gastrointest Surg ; 27(5): 887-894, 2023 05.
Article in English | MEDLINE | ID: mdl-36750543

ABSTRACT

BACKGROUND: Controversy over whether No.8p lymph nodes (LNs) involvement is distant or regional metastasis remains, and the possible inclusion of No.8p LNs in D2 lymphadenectomy is unclear. AIM: This work aimed to investigate the effect of No.8p LN dissection on the prognosis of patients with different LN metastases in advanced gastric cancer (GC). METHODS: A retrospective case-control study was used to collect 1149 cases of radical gastrectomy from July 2003 to April 2013. The patients were divided into the No.8a group (303 cases) and the No.8a + 8p group (846 cases) according to whether No.8p LN dissection was performed. The effect of No.8p LN dissection on the prognosis of patients with different total number of LN metastasis was analyzed. RESULTS: Both No.8p positive and No.8p dissection were independent prognostic factors in patients with advanced GC. The 5-year overall survival rate (OS) of the positive No.8p group was 13.0%, and that of the negative No.8p group was 66.6%; the difference was significant (P < 0.05). In the group where the total number of LN metastasis was 3-15, the OS of patients with positive No.8p was significantly lower than that of the negative group (P < 0.05). The 5-year OS of the No.8a + 8p dissection group was 65.4%, and that of the No.8a dissection group was 55.5%; the difference was significant (P < 0.05). In the group where the total number of LN metastasis was 0-2, the No.8a + 8p dissection group had significantly higher OS than the No.8a dissection group (P < 0.05). CONCLUSION: For patients with advanced GC, No.8p LN metastasis indicates a poor prognosis. LN dissection in the No.8a + 8p group may further improve the prognosis of some patients, especially when the total number of LN metastasis is 0-2.


Subject(s)
Lymph Nodes , Stomach Neoplasms , Stomach Neoplasms/pathology , Stomach Neoplasms/surgery , Lymph Nodes/pathology , Lymph Nodes/surgery , Neoplasm Metastasis , Gastrectomy , Lymph Node Excision/adverse effects , Prognosis , Retrospective Studies , Case-Control Studies
5.
Front Oncol ; 12: 997665, 2022.
Article in English | MEDLINE | ID: mdl-36226059

ABSTRACT

We aimed to analyze the levels of interleukin-6 (IL-6), tumor necrosis factor-α (TNF-α) and interleukin-12 (IL-12p70) in colorectal cancer and evaluate the predictive significance of clinical efficacy of patients with colorectal cancer treated with anti-vascular therapy combined with chemotherapy. A retrospective study of 162 patients with colorectal cancer in Fujian Medical University Hospital was conducted from January 2019 to December 2020. A comparative analysis of the levels of IL-6, TNF-α and IL-12p70 between the two groups were studied. The relationship between the levels and the clinical characteristics of patients was observed; the factors affecting the levels of IL-6, TNF-α, and IL-12p70 in colorectal cancer patients were analyzed, and the predictive validity of the efficacy of anti-vascular therapy was evaluated. We observed that the individual expression levels of IL-6, TNF-α and IL-12p70 in the patients with colorectal cancer are related to lymph node metastasis, TNM staging, and degree of differentiation (P<0.05); however, they are irrelevant to the age, sex, and tumor location of patients with colorectal cancer (P>0.05). The multiple stepwise regression analysis indicates that lymph node metastasis and TNM staging are independent risk factors that correlate with IL-6 and IL-12p70 levels in colorectal cancer patients (P<0.01). The degree of differentiation was found to be an independent risk factor connected to TNF- α levels of patients with colorectal cancer. The change of IL-12p70 level could predict the validity of anti-vascular treatment for advanced colorectal cancer. When evaluated for combined expression, IL-6 and IL-12p70 in patients with colorectal cancer closely related to lymph node metastasis and TNM staging. IL-12p70 can be used as a predictor of anti-vascular therapy with colorectal cancer.

6.
J Chin Med Assoc ; 85(10): 1011-1016, 2022 10 01.
Article in English | MEDLINE | ID: mdl-35947025

ABSTRACT

BACKGROUND: To investigate the technological innovation, safety, operational advantages, and clinical application value of direct percutaneous computed tomography (CT)-guided enterostomy. METHODS: This retrospective study included patients who underwent direct percutaneous CT-guided enterostomy (n = 52), percutaneous endoscopic gastrojejunostomy (PEG-J, n = 39), or laparoscopic jejunostomy (n = 68) at Fujian Provincial Hospital between October 2019 and July 2021. The study indices included stoma surgery success rate, operation time, complication rate, and postoperative pain score. We concurrently analyzed the technological innovation of direct percutaneous CT-guided enterostomy and the changes in body mass index (BMI), serum albumin, prealbumin, and C-reactive protein (CRP) levels and patient-generated subjective global assessment (PG-SGA) scores after patients received 2 months of nutritional support. RESULTS: Direct percutaneous CT-guided enterostomy had a high success rate (100%) and low postoperative complication rate (5.77%). Compared to laparoscopic jejunostomy, direct percutaneous CT-guided enterostomy had a shorter operation time (36.92 ± 10.60) minutes, lower postoperative pain score (4.06 ± 2.02), lower anesthesia risk, and lower operative cost. The anesthetic risk for direct percutaneous CT-guided enterostomy is lower than that for PEG-J and has wider applications. After 2 months of postoperative nutritional support, patients had increased BMI, serum albumin level, and serum prealbumin level and decreased PG-SGA scores and CRP level with statistically significant differences compared to the preoperative state ( p < 0.05). CONCLUSION: Direct percutaneous CT-guided enterostomy is an important method of establishing an enteral nutrition therapy pathway, especially when endoscopic jejunostomy is not possible. It has a high safety profile and few complications, has unique advantages, and deserves further promotion of its application in clinical practice.


Subject(s)
Anesthetics , Enterostomy , Laparoscopy , C-Reactive Protein , Enteral Nutrition/methods , Humans , Inventions , Pain, Postoperative , Prealbumin , Retrospective Studies , Tomography, X-Ray Computed
7.
Front Oncol ; 12: 901061, 2022.
Article in English | MEDLINE | ID: mdl-35847953

ABSTRACT

Objectives: The aim of this work is to study the clinicopathological features and prognostic factors of serum alpha-fetoprotein (AFP)-positive gastric cancer (GC). Methods: A cohort study including 2,318 patients with GC who underwent radical surgery from January 2008 to December 2015 was retrospectively analyzed. Patients were divided into two groups according to preoperative serum AFP values: 191 patients with AFP-positive GC (AFP > 20 ng/ml, 8.24%) and 2,127 patients with AFP-negative GC (AFP ≤ 20 ng/ml, 91.76%). The clinicopathological features and prognostic factors were explored. Results: Compared with AFP-negative GC, AFP-positive GC had higher rates of liver metastasis, lymph node metastasis, venous invasion, and nerve invasion (all P < 0.05). The 5-year OS, DFS, and mLMFS of AFP-positive GC were shorter than AFP-negative GC (55.00% vs. 45.04%, P < 0.001; 39.79% vs. 34.03%, P < 0.001; 13.80 months vs. 16.25 months, P = 0.002). In whole cohort, multivariate analysis found that serum AFP levels (positive vs. negative), pT stage, pN stage, nerve invasion (yes or no), and venous invasion (yes or no) were independent prognostic factors. Serum AFP levels (20-300 ng/ml vs. 300-1,000 ng/ml vs. >1,000 ng/ml), pT stage, pN stage, and venous invasion (yes or no) were independent prognostic factors in AFP-positive GC. Conclusion: Liver metastases and venous invasion are more likely to occur in AFP-positive GC and lead to poor prognosis. Serum AFP level is an independent prognostic factor in patients with GC. As the level of AFP increases, the prognosis becomes worse.

8.
Future Oncol ; 18(10): 1259-1271, 2022 Mar.
Article in English | MEDLINE | ID: mdl-35114805

ABSTRACT

Objective: To investigate the efficacy and safety of intraperitoneal administration of recombinant human endostatin in gastric cancer with malignant ascites. Methods: Clinical data of 90 patients (37 in an Endostar® combined with cisplatin group and 53 in a cisplatin group) were retrospectively analyzed. The primary end point was overall survival, and the secondary end points were objective response rate (ORR), disease control rate (DCR) and so on. Results: Median overall survival was longer in the combination group (9.7 vs 8.1 months; p = 0.01). ORR and DCR were higher in the combination group (ORR: 75.7% vs 54.7%; p = 0.04; DCR: 94.6% vs 75.5%; p = 0.02). There were no significant differences in adverse effects between the two groups. Conclusion: Intraperitoneal administration of recombinant human endostatin improved efficacy and survival for gastric cancer with ascites.


Ascites (a buildup of fluid in the abdomen) resulting from the spread of gastric cancer (GC) results in extremely poor clinical outcomes, and current treatments have shown little effectiveness. Previous results showed that abdominal injection with chemotherapeutic agents enabled an increase in the dose of chemotherapeutic agents and reduced side effects or undesirable effects in the abdominal cavity. This study aimed to investigate the effectiveness and safety of abdominal injection with the anticancer drug recombinant human endostatin in GC with ascites. Clinical data of 90 patients were inspected and analyzed in this study. Thirty-seven patients who received abdominal infusion with both cisplatin (CDDP) and recombinant human endostatin were included in an Endostar® combined with CDDP group, and 53 patients who received abdominal infusion with CDDP alone were included in a CDDP group. The results showed that median survival time was longer in the combination group than in the CDDP group (9.7 months vs 8.1 months). Besides, therapeutic outcomes, including objective response rate and disease control rate, were better in the combination group. Side effects or undesirable effects were similar in the two groups. To conclude, abdominal injection with recombinant human endostatin improved survival time and therapeutic outcomes for GC patients with ascites.


Subject(s)
Antineoplastic Agents/administration & dosage , Ascites/drug therapy , Ascites/etiology , Cisplatin/administration & dosage , Endostatins/administration & dosage , Recombinant Proteins/administration & dosage , Stomach Neoplasms/complications , Stomach Neoplasms/drug therapy , Adult , Aged , Antineoplastic Agents/adverse effects , Cisplatin/adverse effects , Endostatins/adverse effects , Female , Humans , Infusions, Parenteral , Male , Middle Aged , Prognosis , Quality of Life , Recombinant Proteins/adverse effects , Retrospective Studies
9.
Asia Pac J Clin Oncol ; 18(2): e173-e181, 2022 Apr.
Article in English | MEDLINE | ID: mdl-34541812

ABSTRACT

BACKGROUND AND PURPOSE: To investigate the prognostic value of retropharyngeal lymphadenopathy in nasopharyngeal carcinoma (NPC) after intensity-modulated radiotherapy. MATERIALS AND METHODS: Retrospective studies were performed in a total of 1197 patients. We evaluated the incidence of the retropharyngeal node (RPN) metastasis and the characteristics of the metastatic RPN including laterality, size, necrosis, and extranodal neoplastic spread. RESULTS: RPN metastasis occured in 86.3% of patients. The RPN and level II metastasis shared similar survival outcomes. RPN metastasis was an independent prognostic factor for distant failure (hazard ratio = 1.615; 95% confidence interval, 1.063-2.452; P = 0.025), in which the laterality of RPN metastasis significantly influences both the distant failure (P = 0.006) and disease progression (P = 0.001). In N1 disease, the occurrence of unilateral and bilateral RPN metastasis resulted in significantly different outcomes of the disease-specific survival (P = 0.045) and progression-free survival (P = 0.049). The co-occurrence of bilateral RPN and cervical lymph nodes (CLN) metastasis was an independent adverse prognostic factor (P < 0.01) for distant failure and disease progression but not for locoregional recurrence. CONCLUSION: Both the RPN and level II are the first stations of NPC lymph node metastasis. For N1-stage NPC patients, RPN metastasis, especially co-occurrence of bilateral RPN and CLN metastasis, have an adverse influence on survival outcomes.


Subject(s)
Carcinoma , Nasopharyngeal Neoplasms , Radiotherapy, Intensity-Modulated , Carcinoma/pathology , Disease Progression , Humans , Lymph Nodes/pathology , Magnetic Resonance Imaging/methods , Nasopharyngeal Carcinoma/radiotherapy , Nasopharyngeal Neoplasms/pathology , Neoplasm Recurrence, Local/pathology , Neoplasm Recurrence, Local/radiotherapy , Neoplasm Staging , Prognosis , Radiotherapy, Intensity-Modulated/methods , Retrospective Studies
10.
Medicine (Baltimore) ; 99(37): e22165, 2020 Sep 11.
Article in English | MEDLINE | ID: mdl-32925781

ABSTRACT

Aphasia shows high incidence in stroke patients and seriously impairs language comprehension, verbal communication, and social activities. Therefore, screening aphasic patients during the acute phase of stroke is crucial for language recovery and rehabilitation. The present study developed a Chinese version of the Language Screening Test (CLAST) and validated it in post-stroke patients.The CLAST was adapted from the Language Screening Test developed by Constance et al to incorporate Chinese cultural and linguistic specificities, and administered to 207 acute stroke patients and 89 stabilized aphasic or non-aphasic patients. Based on the Western Aphasia Battery (WAB) test, its reliability and validity were assessed. A cut-off for the CLAST in Chinese patients was determined by ROC curve analysis.The CLAST comprised 5 subtests and 15 items, including 2 subscores, namely expression (8 points, assessing naming, repetition, and automatic speech) and receptive (7 points maximum, evaluating picture recognition, and verbal instructions) indexes. Analysis of the alternate-form reliability of the questionnaire showed a retest correlation coefficient of 0.945 (P < .001). Intraclass correlation coefficients of three rating teams were >0.98 (P < .001). Internal consistency analysis showed a Cronbach's alpha coefficient of 0.909 (P < .001). The non-aphasia group showed higher scores than the aphasia group (14.2 ±â€Š1.3 vs 10.6 ±â€Š3.8) (P < .01). The questionnaire showed good construct validity by factor analysis. ROC curve analysis showed high sensitivity and specificity for the CLAST, with a cut-off of 13.5.The CLAST is suitable for Chinese post-stroke patients during the acute phase, with high reliability, validity, sensitivity, and specificity.


Subject(s)
Aphasia/diagnosis , Aphasia/etiology , Language Tests/standards , Stroke/complications , Aged , Aged, 80 and over , China , Female , Humans , Language , Male , Middle Aged , Reproducibility of Results , Sensitivity and Specificity
11.
CNS Neurosci Ther ; 24(10): 897-905, 2018 10.
Article in English | MEDLINE | ID: mdl-29500931

ABSTRACT

OBJECTIVE: To investigate changes in the functional connectivity (FC) pattern in the posterior cingulate cortex (PCC) of Parkinson's disease (PD) patients with mild cognitive impairment and dementia by employing resting-state functional magnetic resonance imaging (RS-fMRI). METHODS: Twenty-seven PD patients with different cognitive status and 9 healthy control subjects (control group) were enrolled for RS-fMRI. The RS-fMRI data were analyzed with DPARSF and REST software. Regions with changed functional connectivity were determined by the seed-based voxelwise method and compared between groups. Correlation between the intensity of FC and the MoCA scores of PD group was analyzed. RESULTS: Parametric maps showed statistical increases in PCC functional connectivity in PD-MCI patients and decreases in PCC connectivity in PDD patients. The latter group of patients also showed evidence for increased connectivity between prefrontal cortices and posterior cerebellum. A significant positive correlation was found between the MoCA scores and the strength of PCC connectivity in the angular gyrus and posterior cerebellum and a negative correlation between MoCA scores and PCC connectivity in all other brain regions. CONCLUSION: When patients transition from PD-NCI to PD-MCI, there appears to be an increase in functional connectivity in the PCC, suggesting an expansion of the cortical network. Another new network (a compensatory prefrontal cortical-cerebellar loop) later develops during the transition from PD-MCI to PDD.


Subject(s)
Cognitive Dysfunction/diagnostic imaging , Dementia/diagnostic imaging , Gyrus Cinguli/diagnostic imaging , Magnetic Resonance Imaging , Parkinson Disease/diagnostic imaging , Aged , Aged, 80 and over , Cognitive Dysfunction/complications , Dementia/complications , Female , Humans , Image Processing, Computer-Assisted , Male , Middle Aged , Neuropsychological Tests , Oxygen/blood , Parkinson Disease/complications , Rest
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