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1.
Breast Cancer Res ; 26(1): 43, 2024 Mar 11.
Article in English | MEDLINE | ID: mdl-38468326

ABSTRACT

BACKGROUND: Metastasis is the leading cause of death in breast cancer patients. For metastasis to occur, tumor cells must invade locally, intravasate, and colonize distant tissues and organs, all steps that require tumor cell migration. The majority of studies on invasion and metastasis rely on human breast cancer cell lines. While it is known that these cells have different properties and abilities for growth and metastasis, the in vitro morphological, proliferative, migratory, and invasive behavior of these cell lines and their correlation to in vivo behavior is poorly understood. Thus, we sought to classify each cell line as poorly or highly metastatic by characterizing tumor growth and metastasis in a murine model of six commonly used human triple-negative breast cancer xenografts, as well as determine which in vitro assays commonly used to study cell motility best predict in vivo metastasis. METHODS: We evaluated the liver and lung metastasis of human TNBC cell lines MDA-MB-231, MDA-MB-468, BT549, Hs578T, BT20, and SUM159 in immunocompromised mice. We characterized each cell line's cell morphology, proliferation, and motility in 2D and 3D to determine the variation in these parameters between cell lines. RESULTS: We identified MDA-MB-231, MDA-MB-468, and BT549 cells as highly tumorigenic and metastatic, Hs578T as poorly tumorigenic and metastatic, BT20 as intermediate tumorigenic with poor metastasis to the lungs but highly metastatic to the livers, and SUM159 as intermediate tumorigenic but poorly metastatic to the lungs and livers. We showed that metrics that characterize cell morphology are the most predictive of tumor growth and metastatic potential to the lungs and liver. Further, we found that no single in vitro motility assay in 2D or 3D significantly correlated with metastasis in vivo. CONCLUSIONS: Our results provide an important resource for the TNBC research community, identifying the metastatic potential of 6 commonly used cell lines. Our findings also support the use of cell morphological analysis to investigate the metastatic potential and emphasize the need for multiple in vitro motility metrics using multiple cell lines to represent the heterogeneity of metastasis in vivo.


Subject(s)
Triple Negative Breast Neoplasms , Humans , Animals , Mice , Triple Negative Breast Neoplasms/pathology , Cell Line, Tumor , Cell Proliferation , Heterografts , Transplantation, Heterologous , Cell Movement
2.
Ann Surg ; 2024 Mar 14.
Article in English | MEDLINE | ID: mdl-38482684

ABSTRACT

OBJECTIVE: To evaluate whether a machine learning algorithm (i.e. the "NightSignal" algorithm) can be used for the detection of postoperative complications prior to symptom onset after cardiothoracic surgery. SUMMARY BACKGROUND DATA: Methods that enable the early detection of postoperative complications after cardiothoracic surgery are needed. METHODS: This was a prospective observational cohort study conducted from July 2021 to February 2023 at a single academic tertiary care hospital. Patients aged 18 years or older scheduled to undergo cardiothoracic surgery were recruited. Study participants wore a Fitbit watch continuously for at least 1 week preoperatively and up to 90-days postoperatively. The ability of the NightSignal algorithm-which was previously developed for the early detection of Covid-19-to detect postoperative complications was evaluated. The primary outcomes were algorithm sensitivity and specificity for postoperative event detection. RESULTS: A total of 56 patients undergoing cardiothoracic surgery met inclusion criteria, of which 24 (42.9%) underwent thoracic operations and 32 (57.1%) underwent cardiac operations. The median age was 62 (IQR: 51-68) years and 30 (53.6%) patients were female. The NightSignal algorithm detected 17 of the 21 postoperative events a median of 2 (IQR: 1-3) days prior to symptom onset, representing a sensitivity of 81%. The specificity, negative predictive value, and positive predictive value of the algorithm for the detection of postoperative events were 75%, 97%, and 28%, respectively. CONCLUSIONS: Machine learning analysis of biometric data collected from wearable devices has the potential to detect postoperative complications-prior to symptom onset-after cardiothoracic surgery.

3.
Chest ; 165(3): 725-737, 2024 Mar.
Article in English | MEDLINE | ID: mdl-37544427

ABSTRACT

BACKGROUND: The American Joint Committee on Cancer (AJCC) 8th edition TNM staging manual for non-small cell lung cancer (NSCLC) M1a descriptors includes tumors presenting with malignant pleural or pericardial effusion (ie, M1a-Effusion), pleural or pericardial nodule(s) (ie, M1a-Pleural), or separate tumor nodule(s) in a contralateral lobe (ie, M1a-Contralateral). RESEARCH QUESTION: Is M1a NSCLC presenting with malignant pleural or pericardial effusion associated with worse survival compared with other types of M1a NSCLC? STUDY DESIGN AND METHODS: Patients with cT1-4, N0-3, M1a NSCLC (satisfying a single M1a descriptor of M1a-Effusion, M1a-Pleural, or M1a-Contralateral), according to AJCC eighth edition staging criteria, in the National Cancer Database from 2010 to 2015 were included. Overall survival was evaluated by using Kaplan-Meier analysis, multivariable-adjusted Cox proportional hazards modeling, and propensity score matching. RESULTS: Of the 25,716 patients who met study eligibility criteria, 12,756 (49.6%) presented with M1a-Effusion tumors, 3,589 (14.0%) with M1a-Pleural tumors, and 9,371 (36.4%) with M1a-Contralateral tumors. In multivariable-adjusted analysis, compared to M1a-Effusion tumors, both M1a-Pleural tumors (hazard ratio, 0.68; 95% CI, 0.64-0.71; P < .001) and M1a-Contralateral tumors (hazard ratio, 0.66; 95% CI, 0.64-0.69; P < .001) were associated with better overall survival. No significant differences were found in overall survival between patients with M1a-Pleural tumors vs M1a-Contralateral tumors. In a propensity score-matched analysis of 5,581 patients with M1a-Effusion tumors and 5,581 patients with other M1a tumors (ie, M1a-Contralateral or M1a-Effusion), those with M1a-Effusion tumors had worse 5-year overall survival than patients with other M1a tumors (M1a-Effusion 6.4% [95% CI, 5.7-7.1] vs M1a-Other 10.6% [95% CI, 9.7-11.5]; P < .001). INTERPRETATION: In this national analysis of AJCC 8th edition cT1-4, N0-3, M1a NSCLC, tumors with malignant pleural or pericardial effusion were associated with worse overall survival than tumors with either pleural or contralateral pulmonary nodules. These findings may be taken into consideration for the upcoming ninth edition of the AJCC lung cancer staging guidelines.


Subject(s)
Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Pericardial Effusion , Pleural Neoplasms , Humans , Carcinoma, Non-Small-Cell Lung/pathology , Lung Neoplasms/pathology , Pericardial Effusion/complications , Neoplasm Staging , Pleural Neoplasms/pathology , Prognosis
4.
J Clin Oncol ; 42(17): 2026-2037, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38537159

ABSTRACT

PURPOSE: Pack-year smoking history is an imperfect and biased measure of cumulative tobacco exposure. The use of pack-year smoking history to determine lung cancer screening eligibility in the current US Preventive Services Task Force (USPSTF) guideline may unintentionally exclude many high-risk individuals, especially those from racial and ethnic minority groups. It is unclear whether using a smoking duration cutoff instead of a smoking pack-year cutoff would improve the selection of individuals for screening. METHODS: We analyzed 49,703 individuals with a smoking history from the Southern Community Cohort Study (SCCS) and 22,126 individuals with a smoking history from the Black Women's Health Study (BWHS) to assess eligibility for screening under the USPSTF guideline versus a proposed guideline that replaces the ≥20-pack-year criterion with a ≥20-year smoking duration criterion. RESULTS: Under the USPSTF guideline, only 57.6% of Black patients with lung cancer in the SCCS would have qualified for screening, whereas a significantly higher percentage of White patients with lung cancer (74.0%) would have qualified (P < .001). Under the proposed guideline, the percentage of Black and White patients with lung cancer who would have qualified for screening increased to 85.3% and 82.0%, respectively, eradicating the disparity in screening eligibility between the groups. In the BWHS, using a 20-year smoking duration cutoff instead of a 20-pack-year cutoff increased the percentage of Black women with lung cancer who would have qualified for screening from 42.5% to 63.8%. CONCLUSION: Use of a 20-year smoking duration cutoff instead of a 20-pack-year cutoff greatly increases the proportion of patients with lung cancer who would qualify for screening and eliminates the racial disparity in screening eligibility between Black versus White individuals; smoking duration has the added benefit of being easier to calculate and being a more precise assessment of smoking exposure compared with pack-year smoking history.


Subject(s)
Early Detection of Cancer , Lung Neoplasms , Smoking , Humans , Lung Neoplasms/diagnosis , Female , Early Detection of Cancer/methods , Middle Aged , Aged , Male , Smoking/epidemiology , Smoking/adverse effects , Eligibility Determination , Black or African American/statistics & numerical data , White People/statistics & numerical data , Cohort Studies
5.
Curr Oncol ; 31(3): 1529-1542, 2024 03 15.
Article in English | MEDLINE | ID: mdl-38534949

ABSTRACT

The objective of this study was to evaluate the overall survival of patients with ≤8 mm non-small cell lung cancer (NSCLC) who undergo wedge resection versus stereotactic body radiation therapy (SBRT). Kaplan-Meier analysis, multivariable Cox proportional hazards modeling, and propensity score-matched analysis were performed to evaluate the overall survival of patients with ≤8 mm NSCLC in the National Cancer Database (NCDB) from 2004 to 2017 who underwent wedge resection versus patients who underwent SBRT. The above-mentioned matched analyses were repeated for patients with no comorbidities. Patients who were coded in the NCDB as having undergone radiation because surgery was contraindicated due to patient risk factors (e.g., comorbid conditions, advance age, etc.) and those with a history of prior malignancy were excluded from analysis. Of the 1505 patients who had NSCLC ≤8 mm during the study period, 1339 (89%) patients underwent wedge resection, and 166 (11%) patients underwent SBRT. In the unadjusted analysis, multivariable Cox modeling and propensity score-matched analysis, wedge resection was associated with improved survival when compared to SBRT. These results were consistent in a sensitivity analysis limited to patients with no comorbidities.


Subject(s)
Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Radiosurgery , Humans , Carcinoma, Non-Small-Cell Lung/pathology , Lung Neoplasms/pathology , Radiosurgery/methods , Kaplan-Meier Estimate , Comorbidity
6.
Article in English | MEDLINE | ID: mdl-37863179

ABSTRACT

OBJECTIVE: To evaluate race- and sex-based disparities in lung cancer screening eligibility under the 2013 US Preventive Services Task Force, 2021 US Preventive Services Task Force, and National Comprehensive Cancer Network lung cancer screening guidelines. METHODS: Participants in the Southern Community Cohort Study with a smoking history diagnosed with lung cancer from 2002 to 2021 were identified for analysis. Differences in age at lung cancer diagnosis and smoking characteristics were evaluated among 4 groups: Black men, Black women, White men, and White women. RESULTS: A total of 2011 patients with lung cancer met study inclusion criteria, of whom 968 (48.1%) were women and 1248 (62.1%) were Black. Under the 2013 guideline, Black men with lung cancer were significantly less likely to be eligible for screening when compared with White men with lung cancer (37.7% vs 62.4%; P < .001), and Black women with lung cancer were significantly less likely to be eligible for screening when compared with White women with lung cancer (27.8% vs 56.7%; P < .001). Under the 2021 guideline, 62.6% of Black and 73.8% of White men (P < .001) with lung cancer would have been eligible for screening, resulting in an 11.2 percentage point difference in screening eligibility between Black and White men. Under the 2021 guideline, 50.3% of Black and 74.9% of White (P < .001) women with lung cancer would have been eligible for screening; notably, there remained a 24.6 percentage point difference in screening eligibility between Black and White women. In multivariable-adjusted analysis, under the 2021 USPSTF guideline, Black men with lung cancer had 46% lower odds of being eligible for screening compared with White men with lung cancer (multivariable-adjusted odds ratio [aOR], 0.54; 95% CI, 0.39-0.76; P < .001) and Black women with lung cancer had 66% lower odds of being eligible for screening compared with White women with lung cancer (aOR, 0.34; 95% CI, 0.25-0.46; P < .001). The National Comprehensive Cancer Network guideline increased the proportion of patients with lung cancer eligible for screening in each group. CONCLUSIONS: In this analysis of patients with lung cancer in the Southern Community Cohort Study, there remained a large gap in lung cancer screening eligibility between Black and White men and women under the 2021 US Preventive Services Task Force guideline. Only 50% of Black women and 63% of Black men diagnosed with lung cancer would have qualified for screening.

7.
Article in English | MEDLINE | ID: mdl-37722622

ABSTRACT

OBJECTIVE: Despite the growing relevance of immunotherapy for non-small cell lung cancer (NSCLC), there is limited consensus on the optimal treatment strategy for locally advanced NSCLC. This study evaluated the overall survival of patients with stage III-N2 NSCLC undergoing induction chemoimmunotherapy with surgery (CT/IO+Surgery) and definitive concurrent chemoradiation followed by immunotherapy (cCRT+IO). METHODS: Patients with cT1-3, N2, M0 NSCLC in the National Cancer Database (2013 to 2019) were included and stratified by treatment regimen: CT/IO+Surgery or cCRT+IO. Overall survival was evaluated using Kaplan-Meier analysis, Cox proportional hazards modeling, and propensity score matching on 10 prognostic variables. RESULTS: Of the 3382 patients who met the study eligibility criteria, 3289 (97.3%) received cCRT+IO and 93 (2.8%) received CT/IO+Surgery. The 3-year overall survival of the entire cohort was 58.2% (95% CI, 56.2% to 60.1%). Multivariable-adjusted Cox proportional hazards modeling demonstrated better survival after CT/IO+Surgery than after cCRT+IO (hazard ratio [HR], 0.52; 95% confidence interval [CI], 0.32 to 0.84; P = .007). In a 3:1 variable ratio propensity score-matched analysis of 223 patients who received cCRT+IO and 76 patients who received CT/IO+Surgery, 3-year overall survival was 63.2% (95% CI, 55.9% to 70.2%) after cCRT+IO and 77.2% (95% CI, 64.6% to 85.7%) after CT/IO+Surgery (P = .029). CONCLUSIONS: In this national analysis, multimodal treatment including immunotherapy was associated with a 3-year overall survival rate of 58.2% for all patients with stage III-N2 NSCLC and 77.2% for patients who underwent chemoimmunotherapy followed by surgery. These results should be considered hypothesis-generating and demonstrate the importance of developing a randomized trial to evaluate the role of surgery versus chemoradiation for locally advanced NSCLC in the modern immunotherapy era.

8.
bioRxiv ; 2023 Jun 14.
Article in English | MEDLINE | ID: mdl-37398306

ABSTRACT

Background: Metastasis is the leading cause of death in breast cancer patients. For metastasis to occur, tumor cells must invade locally, intravasate, and colonize distant tissues and organs, all steps that require tumor cell migration. The majority of studies on invasion and metastasis rely on human breast cancer cell lines. While it is known that these cells have different properties and abilities for growth and metastasis, the in vitro morphological, proliferative, migratory, and invasive behavior of these cell lines and their correlation to in vivo behavior is poorly understood. Thus, we sought to classify each cell line as poorly or highly metastatic by characterizing tumor growth and metastasis in a murine model of six commonly used human triple-negative breast cancer xenografts, as well as determine which in vitro assays commonly used to study cell motility best predict in vivo metastasis. Methods: We evaluated the liver and lung metastasis of human TNBC cell lines MDA-MB-231, MDA-MB-468, BT549, Hs578T, BT20, and SUM159 in immunocompromised mice. We characterized each cell line's cell morphology, proliferation, and motility in 2D and 3D to determine the variation in these parameters between cell lines. Results: We identified MDA-MB-231, MDA-MB-468, and BT549 cells as highly tumorigenic and metastatic, Hs578T as poorly tumorigenic and metastatic, BT20 as intermediate tumorigenic with poor metastasis to the lungs but highly metastatic to the livers, and SUM159 as intermediate tumorigenic but poorly metastatic to the lungs and livers. We showed that metrics that characterize cell morphology are the most predictive of tumor growth and metastatic potential to the lungs and liver. Further, we found that no single in vitro motility assay in 2D or 3D significantly correlated with metastasis in vivo. Conclusions: Our results provide an important resource for the TNBC research community, identifying the metastatic potential of 6 commonly used cell lines. Our findings also support the use of cell morphological analysis to investigate the metastatic potential and emphasize the need for multiple in vitro motility metrics using multiple cell lines to represent the heterogeneity of metastasis in vivo.

9.
EBioMedicine ; 75: 103767, 2022 Jan.
Article in English | MEDLINE | ID: mdl-34933180

ABSTRACT

BACKGROUND: There is a critical need to better understand the mechanisms that drive local cell invasion and metastasis to develop new therapeutics targeting metastatic disease. Bioelectricity is an important mediator of cellular processes and changes in the resting membrane potential (RMP) are associated with increased cancer cell invasion. However, whether the RMP can be used to target invading cancer cells is unknown. METHODS: We employed both genetic and pharmacological manipulation of potassium channel activity and characterized the effects on breast cancer cell migration and invasion in vitro, and metastasis in an animal model of breast cancer. FINDINGS: Our data demonstrate that altering the RMP of triple-negative breast cancer (TNBC) cells by manipulating potassium channel expression increases in vitro invasion, in vivo tumour growth and metastasis, and is accompanied by changes in gene expression associated with cell adhesion. INTERPRETATION: We describe a novel mechanism for RMP-mediated cell migration involving cadherin-11 and the MAPK pathway. Importantly, we identify a new strategy to target metastatic TNBC in vivo by repurposing an FDA-approved potassium channel blocker. Our results demonstrate that bioelectricity regulates cancer cell invasion and metastasis which could lead to a new class of therapeutics for patients with metastatic disease. FUNDING: This work was supported by the National Institutes of Health (R00-CA207866 to M.J.O.), Tufts University (Start-up funds from the School of Engineering to M.J.O., Tufts Collaborates Award to M.J.O. and M.L.), Allen Discovery centre program (Paul G. Allen Frontiers Group (12,171) to M.L.), and Breast Cancer Alliance Young Investigator Grant to M.J.O, Laidlaw Scholar funding to D.S. M.L. also gratefully acknowledges support of the Barton Family Foundation.


Subject(s)
Triple Negative Breast Neoplasms , Animals , Cell Line, Tumor , Cell Movement/genetics , Cell Proliferation , Humans , Neoplasm Metastasis , Potassium Channels , Triple Negative Breast Neoplasms/pathology
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