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1.
Biomed Opt Express ; 14(12): 6114-6126, 2023 Dec 01.
Artigo em Inglês | MEDLINE | ID: mdl-38420330

RESUMO

We used diffuse reflectance spectroscopy to quantify tissue absorption and scattering-based parameters in similarly sized tumors derived from a panel of four isogenic murine breast cancer cell lines (4T1, 4T07, 168FARN, 67NR) that are each capable of accomplishing different steps of the invasion-metastasis cascade. We found lower tissue scattering, increased hemoglobin concentration, and lower vascular oxygenation in indolent 67NR tumors incapable of metastasis compared with aggressive 4T1 tumors capable of metastasis. Supervised learning statistical approaches were able to accurately differentiate between tumor groups and classify tumors according to their ability to accomplish each step of the invasion-metastasis cascade. We investigated whether the inhibition of metastasis-promoting genes in the highly metastatic 4T1 tumors resulted in measurable optical changes that made these tumors similar to the indolent 67NR tumors. These results demonstrate the potential of diffuse reflectance spectroscopy to noninvasively evaluate tumor biology and discriminate between indolent and aggressive tumors.

2.
Theranostics ; 12(12): 5351-5363, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35910801

RESUMO

The accurate analytical characterization of metastatic phenotype at primary tumor diagnosis and its evolution with time are critical for controlling metastatic progression of cancer. Here, we report a label-free optical strategy using Raman spectroscopy and machine learning to identify distinct metastatic phenotypes observed in tumors formed by isogenic murine breast cancer cell lines of progressively increasing metastatic propensities. Methods: We employed the 4T1 isogenic panel of murine breast cancer cells to grow tumors of varying metastatic potential and acquired label-free spectra using a fiber probe-based portable Raman spectroscopy system. We used MCR-ALS and random forests classifiers to identify putative spectral markers and predict metastatic phenotype of tumors based on their optical spectra. We also used tumors derived from 4T1 cells silenced for the expression of TWIST, FOXC2 and CXCR3 genes to assess their metastatic phenotype based on their Raman spectra. Results: The MCR-ALS spectral decomposition showed consistent differences in the contribution of components that resembled collagen and lipids between the non-metastatic 67NR tumors and the metastatic tumors formed by FARN, 4T07, and 4T1 cells. Our Raman spectra-based random forest analysis provided evidence that machine learning models built on spectral data can allow the accurate identification of metastatic phenotype of independent test tumors. By silencing genes critical for metastasis in highly metastatic cell lines, we showed that the random forest classifiers provided predictions consistent with the observed phenotypic switch of the resultant tumors towards lower metastatic potential. Furthermore, the spectral assessment of lipid and collagen content of these tumors was consistent with the observed phenotypic switch. Conclusion: Overall, our findings indicate that Raman spectroscopy may offer a novel strategy to evaluate metastatic risk during primary tumor biopsies in clinical patients.


Assuntos
Segunda Neoplasia Primária , Análise Espectral Raman , Animais , Linhagem Celular Tumoral , Melanoma , Camundongos , Metástase Neoplásica , Fenótipo , Neoplasias Cutâneas , Melanoma Maligno Cutâneo
3.
PLoS One ; 16(9): e0249438, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34473703

RESUMO

Muscle derived stem cells (MDSCs) and myoblast play an important role in myotube regeneration when muscle tissue is injured. However, these cells can be induced to differentiate into adipocytes once exposed to PPARγ activator like EPA and DHA that are highly suggested during pregnancy. The objective of this study aims at determining the identity of trans-differentiated cells by exploring the effect of EPA and DHA on C2C12 undergoing differentiation into brown and white adipocytes. DHA but not EPA committed C2C12 cells reprograming into white like adipocyte phenotype. Also, DHA promoted the expression of lipolysis regulating genes but had no effect on genes regulating ß-oxidation referring to its implication in lipid re-esterification. Furthermore, DHA impaired C2C12 cells differentiation into brown adipocytes through reducing the thermogenic capacity and mitochondrial biogenesis of derived cells independent of UCP1. Accordingly, DHA treated groups showed an increased accumulation of lipid droplets and suppressed mitochondrial maximal respiration and spare respiratory capacity. EPA, on the other hand, reduced myogenesis regulating genes, but no significant differences were observed in the expression of adipogenesis key genes. Likewise, EPA suppressed the expression of WAT signature genes indicating that EPA and DHA have an independent role on white adipogensis. Unlike DHA treatment, EPA supplementation had no effect on the differential of C2C12 cells into brown adipocytes. In conclusion, DHA is a potent adipogenic and lipogenic factor that can change the metabolic profile of muscle cells by increasing myocellular fat.


Assuntos
Adipócitos Brancos/efeitos dos fármacos , Ácidos Docosa-Hexaenoicos/farmacologia , Ácido Eicosapentaenoico/farmacologia , Adipócitos Marrons/efeitos dos fármacos , Adipócitos Brancos/citologia , Adipogenia/efeitos dos fármacos , Adipogenia/genética , Tecido Adiposo Marrom/citologia , Tecido Adiposo Marrom/efeitos dos fármacos , Animais , Linhagem Celular , Transdiferenciação Celular/efeitos dos fármacos , Transdiferenciação Celular/genética , DNA Mitocondrial , Regulação da Expressão Gênica/efeitos dos fármacos , Metabolismo dos Lipídeos/efeitos dos fármacos , Metabolismo dos Lipídeos/genética , Lipólise/efeitos dos fármacos , Camundongos , Mioblastos/citologia , Mioblastos/efeitos dos fármacos
4.
Biomed Opt Express ; 7(11): 4364-4374, 2016 Nov 01.
Artigo em Inglês | MEDLINE | ID: mdl-27895979

RESUMO

The development of prognostic indicators of breast cancer metastatic risk could reduce the number of patients receiving chemotherapy for tumors with low metastatic potential. Recent evidence points to a critical role for cell metabolism in driving breast cancer metastasis. Endogenous fluorescence intensity of nicotinamide adenine dinucleotide (NADH) and flavin adenine dinucleotide (FAD) can provide a label-free method for assessing cell metabolism. We report the optical redox ratio of FAD/(FAD + NADH) of four isogenic triple-negative breast cancer cell lines with varying metastatic potential. Under normoxic conditions, the redox ratio increases with increasing metastatic potential (168FARN>4T07>4T1), indicating a shift to more oxidative metabolism in cells capable of metastasis. Reoxygenation following acute hypoxia increased the redox ratio by 43 ± 9% and 33 ± 4% in the 4T1 and 4T07 cells, respectively; in contrast, the redox ratio decreased 14 ± 7% in the non-metastatic 67NR cell line. These results demonstrate that the optical redox ratio is sensitive to the metabolic adaptability of breast cancer cells with high metastatic potential and could potentially be used to measure dynamic functional changes that are indicative of invasive or metastatic potential.

5.
Am J Obstet Gynecol ; 196(2): e6-7, 2007 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-17306641

RESUMO

This is the first reported case of the use of Monsel's solution to arrest excessive uterine bleeding after the evacuation of retained products of conception after a miscarriage. Monsel's solution impregnated into a uterine pack was used to secure hemostasis. Fertility was preserved because 7 months later the woman became pregnant and had an uncomplicated pregnancy and delivery at term. Monsel's solution can be used therefore if other conventional methods were applied unsuccessfully to stop the uterine hemorrhage.


Assuntos
Aborto Espontâneo/cirurgia , Dilatação e Curetagem/efeitos adversos , Compostos Férricos/administração & dosagem , Hemostáticos/administração & dosagem , Hemorragia Pós-Parto/tratamento farmacológico , Sulfatos/administração & dosagem , Administração Tópica , Adulto , Transfusão de Sangue , Feminino , Procedimentos Cirúrgicos em Ginecologia , Humanos , Hemorragia Pós-Parto/etiologia , Hemorragia Pós-Parto/terapia , Gravidez
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