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A weakly supervised deep learning-based recurrence prediction and risk stratification of lung adenocarcinoma from pathology whole-slide images.

BACKGROUND: Accurate prediction of postoperative recurrence in lung adenocarcinoma (LUAD) is essential for guiding clinical decision-making and improving patient outcomes. Although various predictive models have been developed, most rely on complex genomic analyses and high-dimensional clinical data. The complexity of these approaches substantially limits their feasibility for routine clinical use. To address this clinical challenge, this study aims to predict postoperative recurrence using routinely available hematoxylin and eosin (H&E)-stained images and characterize the associated biological features. METHODS: A total of 329 patients who underwent curative resection at the First Affiliated Hospital of Wenzhou Medical University (FHWMU) were retrospectively enrolled and randomly assigned to training and internal validation cohorts in a 7:3 ratio. An independent external validation cohort comprising 70 patients from the Clinical Proteomic Tumor Analysis Consortium (CPTAC) was included. Three patch-level feature extractors (Inception_V3, ResNet18, and DenseNet121) were evaluated within a weakly supervised multiple-instance learning (MIL) framework incorporating automated region-of-interest (ROI) detection on segmented whole-slide images (WSIs). Model performance was assessed using the area under the receiver operating characteristic curve (AUC), Kaplan-Meier (KM) survival analysis, and multivariable Cox proportional hazards regression. Transcriptomic profiling and gene set enrichment analysis (GSEA) were conducted to investigate biological differences between risk groups. RESULTS: The model achieved AUCs of 0.923 in the training cohort, 0.891 in the internal validation cohort, and 0.847 in the external validation cohort. The model effectively stratified patients into high- and low-risk groups with significantly different recurrence-free survival (RFS) across all cohorts (all P&#x2009;<&#x2009;0.001) and retained prognostic value within AJCC stages I-III. Transcriptomic analyses revealed consistent enrichment of cell cycle-related pathways and neutrophil extracellular trap (NET) formation in high-risk patients across both institutional and CPTAC cohorts, aligning with distinct biological profiles of the model-derived risk stratification. CONCLUSIONS: This weakly supervised deep learning framework enables accurate and externally validated prediction of postoperative recurrence in LUAD using routinely available histopathological images, and integration of histopathological features with molecular analyses enhances biological interpretability. This work provides a clinically accessible and cost-effective tool for postoperative risk assessment in LUAD patients.

Humans

The 21-gene recurrence score assay as a tool for predicting recurrence risk and guiding adjuvant treatment selection in early breast cancer.

INTRODUCTION: Estrogen receptor-positive (ER+), HER2-negative breast cancer is the most common breast cancer subtype. While adjuvant endocrine therapy reduces recurrence risk, identifying which patients benefit from the addition of chemotherapy remains a key clinical challenge. The Oncotype DX&#xae; 21-gene Recurrence Score assay (Exact Sciences, via Genomic Health, Inc.) was developed to address this by quantifying distant recurrence risk and informing chemotherapy decisions in early-stage ER+/HER2- disease. AREAS COVERED: This diagnostic profile reviews the development, validation, and clinical evidence for Oncotype DX, including findings from the TAILORx and RxPONDER prospective trials and the subsequent development of hybrid tools integrating genomic and clinicopathological data. Alternative multiparameter molecular tests (MammaPrint, Prosigna, EndoPredict, Breast Cancer Index) are summarized and compared. We review international guideline recommendations, decision impact studies, cost-effectiveness evidence, and ongoing trials. EXPERT OPINION: Oncotype DX has strong prognostic evidence and has meaningfully reduced chemotherapy use, though its case as a biomarker predictive of therapeutic effect from chemotherapy rests on trial designs with important limitations. Its independent prognostic contribution beyond comprehensive clinicopathological assessment requires further clarification, and cost-effectiveness varies substantially by indication and healthcare setting.

Humans

Transcriptome-based high-frequency recurrence index predicts frequent recurrence in non-muscle-invasive bladder cancer after Bacillus Calmette-Gu&#xe9;rin therapy.

BACKGROUND: High-frequency recurrence (HfR,&#x2009;&#x2265;&#x2009;2 recurrences) in non-muscle-invasive bladder cancer (NMIBC) poses a significant clinical burden. Current risk models, such as the European Organization for Research and Treatment of Cancer (EORTC), the European Association of Urology (EAU), and the UROMOL classification, offer limited predictive accuracy for identifying patients at risk for frequent recurrence despite appropriate treatment. METHODS: A 75-gene high-frequency recurrence index (HfRI) was constructed by selecting recurrence-associated genes using differential expression and Cox regression analyses. The HfRI was computed as a weighted sum of normalized gene expression values. The model was trained on a discovery cohort and validated in multiple cohorts (n&#x2009;=&#x2009;1379) using machine-learning approaches. Clinical relevance was assessed using recurrence-free survival (RFS) and Cox models, and predictive performance was compared with that of the EORTC, EAU, and UROMOL classifications using the area under the curve (AUC) and the concordance index (c-index). RESULTS: The HfRI robustly stratified patients into high-risk and low-risk groups across six independent NMIBC cohorts. Patients classified as HfRI-high had a significantly greater likelihood of experiencing&#x2009;&#x2265;&#x2009;2 recurrences (&#x3c7;2, p&#x2009;=&#x2009;0.001) and showed markedly reduced RFS (log-rank test, p&#x2009;<&#x2009;0.001). The adverse prognostic effect of the HfRI persisted even among patients treated with BCG therapy (log-rank test, p&#x2009;=&#x2009;0.02). Multivariate analysis revealed that the HfRI was an independent predictor of HfR (HR&#x2009;=&#x2009;2.82, 95% CI&#x2009;=&#x2009;1.89-4.20, p&#x2009;<&#x2009;0.001). Compared with established clinical risk classifiers, the HfRI demonstrated superior predictive performance (AUC&#x2009;=&#x2009;0.736, c-index&#x2009;=&#x2009;0.673) in terms of the EORTC (AUC&#x2009;=&#x2009;0.594), EAU (AUC&#x2009;=&#x2009;0.557) risk groups, and UROMOL2021 (AUC&#x2009;=&#x2009;0.596) classification. Pathway analysis revealed that HfRI-high tumors were characterized by upregulation of cell cycle progression and DNA replication pathways, accompanied by suppression of immune signaling pathways. These biological features provide a mechanistic explanation for the reduced responsiveness to intravesical BCG therapy, underscoring the role of HfRI not only as a predictor of recurrence risk but also as a biomarker capable of identifying patients unlikely to benefit from standard BCG treatment. CONCLUSIONS: HfRI represents a robust, transcriptome-based tool for predicting frequent recurrence in NMIBC patients. The HfRI supports earlier identification of patients at risk of high-frequency recurrence, thereby supporting personalized treatment strategies.

Humans

Angina following myocardial revascularization. Does time of recurrence predict etiology and influence results of operation?

To assess the operative mortality and long-term results in patients undergoing repeat revascularization for recurrent angina, we analyzed 48 consecutive patients operated upon at New York University Medical Center between 1970 and 1978. Between January, 1970, and July, 1973, 15 patients underwent repeat revascularization with five operative deaths (33 percent). Thirty-three patients underwent similar operations from July, 1973, to July, 1978, with only one operative death (3 percent). Technical factors and improved methods of myocardial protection during the operation directly influence this decrease in operative mortality rate. The indication for reoperation was incapacitating angina developing within 2 months of the inital operation in 18 patients (early failures) and after more than 2 months in 30 patients (late failures). The early failures were most commonly attributed to technical factors (33 percent) and graft occlusion by exuberant pericardial scarring (33 percent). The late failures were commonly related to the development of new native coronary lesions (47 percent) and selection of an incorrect site for distal anastomoses (23 percent). The prognostic and therapeutic implications of these findings will be discussed in detail. Angina was abolished or significantly decreased in 90 percent of the survivors, and there were only two late deaths occuring 18 and 20 months postoperatively. These data indicate that patients undergoing repeat myocardial revascularization can be operated upon with low operative mortality rates and symptomatic improvement comparable to that of patients undergoing coronary artery bypass for the first time.

Adult

Thyroid hypoechogenic pattern at ultrasonography as a tool for predicting recurrence of hyperthyroidism after medical treatment in patients with Graves' disease.

An abnormal thyroid echographic pattern characterized by a diffuse low echogenicity has been described in Hashimoto's thyroiditis and Graves' disease. The aim of the present work was to study the relationship between thyroid hypoechogenicity and the outcome of treatment for hyperthyroidism with antithyroid drugs in patients with Graves' disease. The study group included 105 patients who underwent a course of methimazole treatment. Thyroid ultrasonography was carried out at diagnosis, and autoantibodies to thyrotropin receptor (TR-ab) were measured at the end of treatment. During the follow-up after methimazole treatment, 87/105 (83%) patients had relapse of hyperthyroidism and 18/105 (17%) were in remission. Recurrence of hyperthyroidism occurred in 71/76 (93%) patients with thyroid hypoechogenicity and in 16/29 (55%) of those with normal thyroid echogenicity (chi 2 = 19.0; p less than 0.0001). Positive TR-ab values at the end of methimazole treatment were found in 59/76 (78%) patients with thyroid hypoechogenicity and in 12/29 (41%) patients with normal thyroid echogenicity (chi 2 = 10.9; p less than 0.0001). Sixty-five/87 (74%) patients with relapse of hyperthyroidism and 6/18 (33%) of those who remained euthyroid were TR-ab-positive at the end of methimazole treatment (chi 2 = 9.8; p less than 0.002). The finding of thyroid hypoechogenicity at diagnosis had higher specificity (0.81) and sensitivity (0.72) with respect to TR-ab positivity at the end of methimazole treatment (0.74 and 0.66 respectively) for the prediction of relapse of hyperthyroidism. Therefore, the evaluation of thyroid echographic pattern can be considered a useful prognostic tool in patients with Graves' disease.

Adult

The use of serial CEA determinations to predict recurrence of colon cancer and when to do a second-look operation.

The concept of second-look surgery was introduced by Wangensteen 25 years ago, and 17% of patients were reported to be converted to a cancer-free state. Instead of an arbitrary time interval for reoperation, serial CEA values were used as the indicator of colon cancer recurrence and second-look operation. Twenty-two retrospective and 18 prospective patients were evaluable. There was no operative mortality. The CEA Nomogram was used to determine whether the CEA change was significant. All patient-samples were analyzed in duplicate, stored, and compared with the most recent sample; therefore, each patient served as his own control. The prospective results emphasize the importance of minimizing the time delay between a significant change in CEA values and reoperation. Equally important are the frequency of serial determinations (every one or two months), a thorough understanding of the limitations of the CEA radioimmunoassay, and the clinical condition of the patient.

Carcinoembryonic Antigen

The value of typing basal cell carcinomas in predicting recurrence after surgical excision.

A classification, based on growth pattern was devised and applied to 156 basal cell carcinomas from 134 patients. The tumours were divided into four main groups; (I) nodular; (2) nodular with infiltrative margin; (3) infiltrative; (4) multifocal. The infiltrative and multifocal types exhibited a high rate of recurrence following surgical excision whereas recurrence of nodular tumours was much rarer. It is therefore suggested that growth pattern should always be stated in the routine histopathological reporting of these neoplasms. Other features were studied and found to have no prognostic value. These included the various types of epithelial differentiation and such stromal factors as the degree of lymphocyte and plasma cell infiltration and the presence of amyloid or elastic fibres.

Basal Cell Carcinoma

The use of serial carcinoembryonic antigen determinations to predict recurrence of carcinoma of the colon and the time for a second-look operation.

Our patients have demonstrated that serial carcinoembryonic antigen determinations contributed to the detection of recurrent tumor and that shortening the delay between carcinoembryonic antigen elevation and reoperation has resulted in an increase from 27 to 78 per cent in instances of resectable recurrent tumor encountered. If these results continue to be substantiated, the carcinoembryonic antigen assay has made a significant contribution in the control of this disease. Serial carcinoembryonic antigen assays should be performed every two months. All benign inflammatory conditions that cause carcinoembryonic antigen elevations must be searched for, and ruled out, before reoperation is decided upon. The physician must be cognizant not only of the significance of the assay but also of the limitations, and he must rely heavily on his clinical judgment.

Adenocarcinoma

Prediction of recurrence in giant cell bone tumors by DNA cytometry.

The most interesting therapeutic aspect of giant cell bone tumors is which patients can be cured without a risk of recurrence by intralesional surgery (curettage). To find out the suitability of some DNA cytometric and morphometric parameters for showing differences between this group of patients (n = 9) and those with recurrence (n = 12), the parameters mean ploidy, 2cDI (mean square deviation of the tumor cell DNA content from the normal 2c value), mean nuclear area and its variability were calculated from cytologic specimens prepared by a cell separation technique from formalin-fixed, paraffin-embedded tissues, measuring the values of 100 stromal cells per case by a TV image analysis system. Further measurements were performed on 19 cases of different diseases of the bone and on an additional 17 cases of giant cell tumors without follow-up. The 2cDI allowed us to distinguish the two groups of patients, with and without recurrence, without overlap; even the lowest value for patients with recurrence was higher than the highest value for cured ones. Mean ploidy analysis resulted in a less convincing discrimination of the patients. Mean nuclear area and its variability failed to predict recurrence. Single-cell DNA cytometry provided a parameter, 2cDI, that was able to predict recurrence in patients with giant cell bone tumors with high sensitivity.

Adult

Can thymidine kinase levels in breast tumors predict disease recurrence?

BACKGROUND: Our previous study of thymidine kinase (TK) levels in the serum of breast cancer patients demonstrated a statistically significant positive correlation with cancer stage. In postsurgical follow-up studies of 20 patients with primary breast cancer, total serum TK levels rose with disease recurrence and continued to rise with disease progression but decreased with treatment response. PURPOSE: This study was designed to examine whether TK levels in primary breast tumors can be used to predict recurrence and to establish the relationship between TK levels and estrogen receptor (ER) status and recurrence. METHODS: Eighty-six patients with breast cancer were entered in this study. Tumors were assessed for ER status and TK levels, and the patients had follow-up for recurrence over a period of 41 months. By calculating the percent of TK activity in the presence of adenosine triphosphate (ATP) or cytidine triphosphate (CTP), we estimated the relative contributions of TK isozymes TK1 and TK2 to total TK activity. RESULTS: Total TK (TK1 plus TK2) levels in tumors were significantly (P < .001) elevated in patients who subsequently had recurrence compared with levels in those who did not. Calculations of the percent of TK activity in the presence of ATP or CTP showed that this elevation was due to increased TK1 isozyme levels. ER-negative (ER-) patients had significantly (P < .001) increased TK1 levels relative to those in ER-positive (ER+) patients. ER- patients with recurrence had significantly (P < .001) elevated total tumor TK levels compared with levels in those who did not have recurrence, and calculation of percent of TK activity with ATP or CTP indicated elevated TK1 levels. A similar pattern of increased levels of total tumor TK and TK1 was observed in ER+ patients with recurrence. CONCLUSIONS: The results indicate that total tumor TK levels were significantly higher in breast cancer patients who subsequently had recurrence than levels in those who did not. This finding appears to be largely caused by higher levels of TK1. IMPLICATIONS: Higher TK1 levels in tumors in patients who subsequently had disease recurrence almost certainly indicate a high rate of proliferation in such tumors at the time of excision. It appears that TK is a potentially useful marker in the management of breast cancer. With measurement of levels of TK, particularly TK1, in breast tumors and serum, it may be possible to predict recurrence of breast cancer.

Adult

CA 125 levels in monitoring therapy for endometriosis and in prediction of recurrence.

CA 125 levels were measured in the serum of 18 patients with laparoscopically diagnosed stage 2 to stage 4 endometriosis (American Fertility Society classification) and in eight normally cycling control women. All endometriosis patients were treated medically with either Danazol or Buserelin. CA 125 levels were measured during treatment and during the 18-month follow-up period. The mean CA 125 level in women with endometriosis was significantly higher than that observed in normal women (28.6 +/- 5.1 (+/- SE) units/mL vs. 11.1 +/- 1.1 units/mL). However, there was considerable overlap of values between controls and patients with stage 2 disease. The levels in patients with stage 3 or stage 4 disease were always greater than 20 units/mL. There was a significant positive correlation (r = .51) between the implant score and CA 125 levels, while there was no correlation between the total score (which includes adhesions and implants) and the CA 125 levels. Four of the patients who had recurrence of symptoms approximately 1 year after treatment had CA 125 levels close to pretreatment levels, and recurrence of endometriosis was confirmed by laparoscopy. The CA 125 levels in the rest of the patients remained suppressed during the follow-up periods. These results indicate that (1) CA 125 level can predict active endometriosis lesions in patients with stage 3 and stage 4 endometriosis, but is of no value for predicting adhesions; (2) CA 125 levels are useful in monitoring therapy during treatment; (3) during the follow-up period, elevations in CA 125 might predict recurrence of disease in women with stage 3 and stage 4 endometriosis.(ABSTRACT TRUNCATED AT 250 WORDS)

Adult

A decision support system for predicting a recurrence of breast cancer; a prospective study of serum tumour markers TAG 12, CA 15-3 and MCA.

The aim of the present study was to evaluate the clinical value of the preoperative serum tumour markers TAG 12, CA 15-3 and MCA in predicting a recurrence of breast cancer patients. The sensitivity of the TAG 12 test was 54%, that of the CA 15-3 test 15% and that of the MCA test 15% in predicting a recurrence of breast cancer. The most important predictor of breast cancer recurrence was TAG 12. In order to evaluate the contributions of different tumour marker serum test, a stepwise discriminant analysis was carried out. The discriminant function (DF) is DF = TAG 12 x 0.061 - CA 15-3 x 0.1336 - 0.396. The sensitivity of the DF in detecting recurrence of breast cancer was 63% with a specificity of 90% and an efficiency of 75%. In conclusion, the results indicate that a new tumour marker TAG 12 is superior to CA 15-3 and MCA in predicting breast cancer recurrence. In this study the discriminant function including TAG 12 and CA 15-3 was superior to single preoperative tumour marker tests. The results speak for the use of a decision support system to aid in predicting a recurrence of breast cancer.

Antigens, Neoplasm

Predicting the recurrence of ependymomas from the bromodeoxyuridine labeling index.

The usefulness of histopathological grading in predicting the prognosis of patients with ependymomas is controversial. To clarify the discrepancy between the histological malignancy and the prognosis of these tumors, we estimated the proliferative potential of 32 intracranial and intraspinal ependymomas and correlated the findings with the clinical behavior. Each patient received an intraoperative infusion of bromodeoxyuridine (BUdR, 200 mg/m2 i.v.) before tumor removal; the BUdR labeling index (LI), or percentage of BUdR-labeled cells, was determined immunohistochemically in excised specimens. The mean BUdR LI (+/- SD) of intracranial malignant ependymomas was 4.1 +/- 2.8%. Nonmalignant intracranial and intraspinal ependymomas and subependymomas had mean LIs of 1.5 +/- 0.9%, 1.1 +/- 0.3%, and less than 1%, respectively. Overall, 44% of the tumors recurred. There were no statistically significant differences in the recurrence rates of intracranial and intraspinal ependymomas, including subependymomas (43% and 44%, respectively), or of intracranial ependymomas with LIs greater than 1.0% and less than 1.0% (67% and 44%, respectively). However, the early recurrence rate (within 24 months after treatment) of tumors with LIs greater than 1.0% was higher than that of tumors with LIs of less than 1.0% (100% vs. 25%, P less than 0.05). The BUdR LI also showed a statistically significant inverse correlation with the time to recurrence. These findings indicate that BUdR LI reflects the proliferative potential of individual ependymomas and can be used to help predict the recurrence and estimate the prognosis of these tumors.

Adolescent

Prediction of recurrence and progression in primary superficial bladder cancer with DNA flow cytometry.

Intravesical chemotherapy has been well established as an effective therapy for recurrent superficial bladder tumors. We investigated the role of flow cytometry as a predictor of tumor recurrence/progression after intravesical chemotherapy. Flow cytometric analysis of nuclear DNA ploidy pattern was performed on 'cold cup' biopsy samples of 52 patients with primary superficial bladder cancer. Cell suspensions, retrieved after mechanical fragmentation, were stained with propidium iodide and examined on FACScan flow cytometer. Clinical follow-up ranged from 3 to 57 months with a median of 20 months. Of the 52 patients, 24 aneuploid and 28 diploid tumors were observed. The degree of ploidy in relation to histological grade showed an increasing frequency of aneuploid pattern in grades 2 and 3 but with no statistical significance. 17.8% of diploid tumors versus 54.1% of aneuploid tumors recurred (p less than 0.05). 12.5% of the aneuploid tumors progressed. No progression among diploid tumors was observed. Of the 52 patients examined, 35 (16 aneuploid and 19 diploid) were treated, after TUR, with intravesical prophylactic therapy. Epirubicin in 24, mitomycin C in 4 and recombinant interferon alpha 2a in 7 were used. 50% of aneuploid tumors versus 10.5% of diploid tumors recurred (p less than 0.05). Strong predictors of response to intravesical prophylaxis of recurrence were G1 grade and diploid DNA content.

Adult

Toward precision prognosis: Predicting recurrence-free survival in high-grade serous ovarian cancer patients using multi-time point clinical and computed tomography radiomics data.

OBJECTIVE: To evaluate the predictive value of clinical, genomic, and radiomics features in estimating recurrence-free survival (RFS) in patients with high-grade serous ovarian carcinoma (HGSOC) treated with neoadjuvant chemotherapy (NACT). METHODS: This single-center, retrospective study included 91 patients with HGSOC who underwent treatment with NACT followed by surgery, and who had portal venous phase contrast enhanced CT imaging at baseline and after NACT. First-order texture features based on 2D segmentation were extracted from baseline and post-NACT CT images for selected disease sites using commercially available texture software. Multivariate Cox models assessed the prognostic significance of features at baseline, after NACT, and post-surgery time points, and model performance in predicting RFS was evaluated using C-statistics. RESULTS: A model including only baseline clinical data had C-statistic 0.53, while a model including both clinical and radiomics features at baseline had C-statistic 0.63. After NACT, a model including all baseline data plus the change in radiomics features between baseline and post-NACT had C-statistic 0.63. Post-surgery, a model including all baseline data plus surgical outcome had C-statistic 0.69. Incorporating changes in radiomic features between time points did not measurably enhance model performance in the post-surgery data set (C-statistic 0.7). Age, residual disease at surgery, and kurtosis were individually associated with shorter RFS. CONCLUSIONS: Radiomic features extracted from CT imaging may offer additive prognostic value for predicting RFS in HGSOC when integrated with clinical and genetic data. Our results support the potential integration of radiomic analysis with clinical data to improve outcome prediction in HGSOC.

Humans

Identification of breast cancer patients with high risk of early recurrence after radical mastectomy. II. Clinical and pathological correlations. A report of the Primary Therapy of Breast Cancer Study Group.

A prospective study of factors that might be helpful in predicting recurrence of breast cancer during the 2 years after radical mastectomy has been completed in 381 women by the Cooperative Breast Cancer Group (National Cancer Institute). Identification of clinical factors which might be associated with such recurrence has been achieved. A multivariate analysis of the data was oriented toward the identification of clinical factors other than lymph node status that might be simultaneously used to predict recurrence because of the current trend of cancer therapy toward more limited surgery. Degree of differentiation of the tumor, blood vessel invasion, patient age and tumor size were identified as important predictors of recurrence for premenopausal patients and tumor size was identified as important for postmenopausal patients. The addition of axillary lymph node status to these factors, however, made a significant improvement in the prediction equation for both pre- and postmenopausal patients. Studies of this type are of particular value to understand further the biology of breast cancer which is necessary to develop rational primary and adjuvant treatment strategies.

Adult

ctDNA can detect minimal residual disease in curative treated non-small cell lung cancer patients using a tumor agnostic approach.

BACKGROUND: Circulating tumor DNA (ctDNA) has the potential to become a reliable biomarker for identifying minimal residual disease (MRD) and predicting recurrence in patients with non-small cell lung cancer (NSCLC) following curative treatment. However, there is a lack of studies that investigate the clinical validity of ctDNA using a tumor-agnostic approach, which can provide significant clinical benefits. METHODS: We analyzed samples from 45 NSCLC patients recruited in a prospective national multicenter study, all of whom had undergone curative treatment. A total of 38 pre-treatment plasma samples and 76 post-treatment plasma samples were examined using a commercially available cancer personalized profiling by deep sequencing (CAPP-seq) strategy, and a tumor-agnostic approach. Post-treatment samples were collected at two distinct landmark time points: Follow-up 1 (0.5-4.5&#xa0;months post-treatment) and Follow-up 2 (4.5-7.5&#xa0;months post-treatment). RESULTS: Detectable ctDNA post-treatment was significantly associated with increased risk of tumor recurrence and shorter recurrence-free survival (RFS). Using only a single blood sample taken from Follow-up 2, we correctly identified MRD in 50% of the patients who later experienced recurrence. However, subgroup analysis further revealed that in patients treated with radiotherapy or chemoradiotherapy (CRT), ctDNA detection was significantly linked to shorter RFS in the MRD analysis from Follow-up 2, but not in the MRD analysis from Follow-up 1. CONCLUSION: These findings suggest that post-treatment ctDNA, detected using a tumor-agnostic approach, is a reliable biomarker for predicting recurrence in NSCLC patients following curative treatment. However, the optimal timing for blood sampling to detect MRD appears to depend on the type of curative treatment received.

Humans