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7 Diagonalisation et décomposition spectrale

Dans le document Algèbre linéaire 2 (Page 49-55)

O programa Statistical Package for the Social Science v. 20.0 (SPSS Inc., Illinois, EUA) foi utilizado para a análise estatística. As variáveis categóricas foram apresentadas em frequências relativas e absolutas, enquanto as variáveis contínuas foram apresentadas como mediana e intervalo interquartil.

A variável consumo alimentar frequente (categórica) foi analisada quanto a sua associação com cada um dos parâmetros de prognósticos histopatológicos do CPT (invasão, extensão, multifocalidade, metástases linfonodais e tamanho do tumor) por meio dos testes do qui-quadrado de Pearson e teste exato de Fisher.

Os valores séricos retinol e α-toceferol foram analisados de forma categorizada pela mediana em cada um dos 3 tempos de coleta, e ainda de forma continua por meio de testes não paramétricos, após teste de normalidade de Kolmogorov-

Smirnov. Em ambos os modelos, categórico e contínuo, foi investigado a associação com cada um dos fatores de prognóstico histopatológico do CPT separadamente.

O teste de Mann-Whitney foi utilizado para comparar os níveis séricos das vitaminas A e E com cada fator de prognóstico histopatológico do CPT de forma independente. E os testes não-paramétricos de Wilcoxon e Friedman foram utilizados para as comparações pareadas de duas ou mais amostras dos níveis séricos das vitaminas no pré (T0) e pós tireoidectomia (T1 e T2).

A regressão logística, nos modelos uni e multivarido, foi realizada a fim de se obter o valor relativo ao risco daquelas variáveis significativas para os testes de qui-quadrado. Os valores de p inferiores a 0,05 foram considerados estatisticamente significantes.

6.0 ARTIGOS CIENTÍFICOS

Os resultados obtidos nesta dissertação serão apresentados na forma de 3 artigos científicos, os quais são descritos nas páginas seguintes.

6.1 REVISÃO SISTEMÁTICA

Embora tenha sido objetivo desse estudo investigar as associações entre a modulação da expressão de miRNA’s induzidas pelas vitaminas A e E, só foram encontrados resultados suficientes para se conduzir um estudo de revisão sistemática para o manuscrito referente a vitamina A, visto que, o número de estudos que trabalharam com a vitamina E e seus derivados como agentes moduladores da expressão de miRNA’s não foi satisifatório para se atender o métodos de análise desta pesquisa.

A revisão sistemática “MODULATION OF ALL-TRANS RETINOIC ACID- INDUCED miRNA EXPRESSION IN NEOPLASTIC CELL LINES: A SYSTEMATIC REVIEW” foi submetida para publicação no periódico “Advances in Nutrition”, que possui fator de impacto 6,853, e Qualis A1 da CAPES para Nutrição. O comprovante de submissão encontra-se na página seguinte e as normas de publicação deste periódico no Anexo 3.

Modulation of All-trans Retinoic Acid-induced MiRNA Expression in Neoplastic Cell Lines: A 1

Systematic Review 2

3

Lara Clarisse de Lima Silva1,2, Thaísa Cristina Tavares de Melo², Diego Marques da Costa Santos2, Jéssica 4

Nayara Góes de Araújo2, Isabela Samária Fernandes Leite2, Camila Xavier Alves4, Julieta Genre², and 5

Vivian Nogueira Silbiger1,3 6

7

¹Department of Nutrition, Postgraduate Program in Nutrition, Federal University of Rio Grande do 8

Norte, Natal, Brazil; 9

²Laboratory of Bioanalysis and Molecular Biotechnology, Federal University of Rio Grande do Norte;

10

3Department of Clinical and Toxicological Analysis, Federal University of Rio Grande do Norte, Natal, 11

Brazil; 12

4Faculty of Health Sciences of Trairi, Federal University of Rio Grande do Norte, Santa Cruz, Brazil.

13 14

Address correspondence to VNS (email: [email protected]) 15

Professor, Departamento de Análises Clínicas e Toxicológicas, Universidade Federal do Rio Grande do

16

Norte, Natal, Rio Grande do Norte, Brazil. Av. General Gustavo Cordeiro de Faria S/N, Petrópolis, 59012-

17 570. Natal - RN, Brazil. 18 Telephone: +55 84 3342 9807; Fax: +55 84 3342 9833. 19 20

Word count: 6941 Figures: 1; Tables: 5

21

Running title: ATRA-induced miRNAs in neoplasia: a systematic review 22

Funding: This work had no financial support. 23

Conflict of interest: The authors declare that there is no conflict of interest regarding the publication of this 24

paper.

25

ABSTRACT 26

Cancer comprises a genetic and epigenetic disease that requires the inactivation of tumor suppressor genes

27

along with proto-oncogene activation. All-trans retinoic acid (ATRA), a retinoic acid derivative, is involved 28

in the onset of differentiation and apoptosis in a wide variety of normal and cancer cells, functioning as an 29

anti-cancer agent for a variety of neoplasms. Several studies have shown that ectopic changes in the 30

expression of certain microRNAs (miRNAs) occur in response to ATRA, leading to phenotypic alterations 31

in neoplastic cell lines. Moreover, the modulation of miRNA patterns upon ATRA-treatment may constitute 32

an effective strategy for chemopreventive and anticancer therapy. Thus, the present systematic review was 33

performed to provide an overview of the modulation of ATRA-induced miRNA expression in different types 34

of neoplastic cells and identify the efficacy of intervention factors (i.e., concentration and time of treatment) 35

and how they influence the expression profile of miRNAs targeting oncogenesis. A systematic search of the 36

published literature was undertaken using the US National Library of Medicine`s MEDLINE/PubMed 37

bibliographic search engine. The search identified 23 experimental studies with human cell lines from four 38

different cancer types (neuroblastoma, myeloid and promyelocytic leukemias, breast and lung cancer) 39

treated with ATRA concentrations ranging between 5 pmol and 10 mmol for 3 to 7 days. The concentrations 40

and time of treatment of cancer cells with ATRA varied widely. The presence of ATRA in culture medium 41

containing cancer cells could modulate the expression of an additional 300 miRNAs, with the changes in 42

miRNA expression profiles potentially resulting in the promotion of apoptosis, growth control, invasion, 43

migration, metastasis, and in some cases, total tumor remission. ATRA may thus be broadly effective for 44

neoplasm treatment and prevention, although these studies may not accurately represent in vivo conditions. 45

Additional studies are required to elucidate the ATRA-induced miRNA modulations during neoplasm 46

treatment. 47

48

Keywords: Cancer, All-trans retinoic acid, MiRNA, Expression modulation 49

50 51 52

Introduction 53

Cancer comprises a genetic and epigenetic disease that requires the inactivation of tumor suppressor genes

54

and the activation of proto-oncogenes (1). Cancer constitutes a public health problem worldwide, with the 55

anticipated impact of this disease on the world population corresponding to over 17 million cases by the year 56

2020 (2). 57

Retinoic acid (RA)3, the major bioactive metabolite of retinol or vitamin A, serves as a potent regulator

58

of cell growth, differentiation, and matrix formation of various cell types during embryogenesis (3, 4). In

59

addition, all-trans retinoic acid (ATRA), a derivative of RA, is involved in the onset of differentiation and 60

apoptosis in a wide variety of normal and cancer cells (5) and has been shown to function as an anti-cancer 61

agent for a variety of neoplasms (6). Notably, several studies have shown that ectopic changes in the

62

expression of certain microRNAs (miRNAs) occur in response to ATRA, leading to phenotypic alterations

63

(7). Thus, a potential role for miRNAs with regard to the anti-tumor action of ATRA has been implied by 64

studies performed in various cellular contexts (8). Moreover, the modulation of miRNA patterns upon

65

ATRA-treatment (9) has been suggested as a potential strategy for chemopreventive and anticancer therapy 66

(6). 67

miRNAs comprise a class of endogenous, small non-coding RNAs that control gene expression by 68

binding to their target messenger RNAs for degradation and/or translational repression (5). These molecules

69

have been extensively associated with the pathology of cancer, as they are involved in the regulation of gene

70

expression and play important roles in regulating biological processes such as development and

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differentiation, cell proliferation,

72

3 Abbreviations: AML, acute myeloid leukemia; APL, acute promyelocytic leukemia; ATRA, all-trans retinoic acid; miRNA, microRNA; NB, neuroblastoma; RA, retinoic acid

apoptosis, tumorigenesis, and maintenance of stem cell pluripotency (10, (11). Furthermore,

73

the deregulation of miRNA expression has been considered to constitute a key factor in the 74

pathogenesis of various types of cancer (12) as they may function as oncogenes or tumor 75

suppressors, with such dysregulated patterns representing promising cancer diagnostic and 76

prognostic markers as well (13). 77

The identification of genetic and epigenetic elements responsible for the transcriptional 78

regulation of miRNAs implicated in cancer might lead to a better understanding of the 79

pathways governing oncogenes. Thus, their detailed examination will contribute to a better 80

comprehension of the molecular basis of human diseases and might allow the characterization 81

of novel cancer biomarkers and therapeutic targets (13,14). Accordingly, the objective of the

82

present systematic review was to provide an overview of the modulation of ATRA-induced 83

miRNA expression in different types of neoplastic cells. 84

85

Methods 86

This review was written in accordance with The PRISMA Statement for Reporting 87

Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: 88

Explanation and Elaboration (15). 89

90

Search strategy 91

A systematic search of the published literature form January 1, 2007 to March 12, 2018 was

92

undertaken by using US National Library of Medicine`s MEDLINE/PubMed

93

(www.ncbi.nlm.nih.gov/pubmed) bibliographic search engine. Multiple PubMed searches

94

were conducted by using the combination of keywords “(miRNA OR microRNA) AND

95

(“retinoic acid” OR “vitamin A” OR retinol) AND (cancer OR neoplasm OR tumor).” The

96

manuscripts were compiled into a single database and duplicates were removed. An initial

screening of manuscripts was performed by assessing the title and abstract. After reading the 98

selected manuscripts, citations on the reference section of each text were analyzed for 99

additional sources of new manuscripts. 100

101

Study selection 102

For this review, we selected studies written in the English language that evaluated changes in 103

the expression profile of miRNAs in neoplastic human cell lines after treatment with ATRA. 104

The exclusion criteria were as follows: studies carried out over 10 years ago, other systematic 105

reviews on the subject, bioinformatics analyses, short communications, and supporting 106 information. 107 108 Data extraction 109

Data extraction was conducted by one reviewer (LCLS) and verified by the other authors.

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Extracted data included the type of cancer, cell type analyzed, conditions of ATRA treatment

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(dose and time), miRNAs evaluated, and significant findings. For those studies that

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determined ATRA-induced miRNA expression at multiple time points, the values of the last

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day were considered. The studies were described according to the type of cancer and cell line 114 employed. 115 116 RESULTS 117

From searches using 18 combinations of key terms, we identified 854 manuscripts. A total of

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142 records were identified through database searching. After screening the abstracts, 92

119

records were excluded, and 50 full-text manuscripts were accessed and assessed for

120

eligibility. Reasons for manuscript exclusion included studies describing ATRA-mediated 121

effects not related to miRNA expression or mentioning genes that exhibited modifications 122

induced by ATRA without describing the miRNA involved, systematic reviews and 123

manuscripts of bioinformatics analysis, short communications or supporting information, and 124

studies that were unclear regarding the description of ATRA treatment (Figure 1). 125

The characteristics and findings of the total of 23 studies included in this systematic

126

review are summarized in Tables 1 to 5 according to type of cancer. In particular, four

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different types of cancer were addressed: neuroblastoma (NB) (n = 11), leukemia (n = 8), 128

breast carcinoma (n = 2), and lung cancer (n = 2). All studies were based on human 129

neoplastic cell lines treated with ATRA, followed by evaluation of changes in miRNA 130

expression patterns. One study (22) used human and animal cell lines; however, only results 131

related to human cells were included in this review. The results, grouped according to the 132

type of cancer, are presented below. 133

134

Neuroblastoma (NB)

135

NB, which originates from the aberrant development of primordial neural crest cells, 136

constitutes the most common extracranial solid tumors in childhood and the most common 137

tumors in infants(16). Several lines of evidence support a role for miRNAs in NB 138

pathogenesis as well as the usefulness of miRNA profiles for NB diagnostics, classification, 139

and prognosis (16). Furthermore, the involvement of miRNAs in ATRA-induced 140

differentiation of NB cells was recently reported (16). In particular, cell lines derived from

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NB, such as SK-N-BE, SH-SY5Y, and LAN-5, can be induced to undergo neural cell

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differentiation by treatment with ATRA and thus are often used as a model system to study

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biochemical pathways involved in the process of differentiation (17).

144 145

SK-N-BE cell line

Das et al. (7) administered 5 pmol of ATRA in SK-N-BE NB cells by replacing the culture 147

medium every 24 h for 7 days to determine changes in the expression of 368 miRNAs after 148

ATRA treatment. Of these, they observed that seven were over expressed by at least 2-fold

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and 17 exhibited a 2-fold or greater decrease in expression. This study showed that miR-152

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increased 2.5-fold following ATRA treatment and that the ectopic up-regulation of this

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miRNA negatively regulates cell invasiveness and anchorage-independent cell growth but

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does not induce differentiation or inhibit cell growth. Moreover, miR-9, miR-125a, and miR-

153

125b were up-regulated in response to ATRA. Subsequently, Das et al. (18) repeated the

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treatment applied in NB cell lines in his previous study (7) and observed a correlation

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between changes in the expression profile of miRNAs and methylation following ATRA

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treatment. In SK-N-BE cells, they identified 20 miRNAs as being up-regulated and 24 down-

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regulated following ATRA treatment. Furthermore, miR-340 exhibited the most significant

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up-regulation. 159

Using an ATRA concentration a thousand times greater (5 µmol/L) than that of Das et

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al. (18), Chen and Stallings (19) evaluated the expression of 34 human miRNAs in SK-N-BE 161

cells treated with ATRA by replacing the culture medium every 24 h for 5 days. The results 162

revealed that the expression of 21 miRNAs examined was altered when compared to that in 163

untreated cells. Of these miRNAs, 17 were up-regulated in ATRA-treated cells and four were 164

down-regulated. In particular miR-184 showed the most significant alteration in expression, 165

being up-regulated by 9-fold following ATRA treatment. In comparison, 13 miRNAs 166

exhibited no significant changes in their expression profile. In SK-N-BE cells treated with 167

ATRA for 5 days, and then released from ATRA for 3 days, levels of miR-184 were 25-fold 168

higher than untreated cells, suggesting that the effects of ATRA on miRNA expression 169

continued even after ATRA treatment. 170

Foley et al. (17) also used 5 µmol/L ATRA; however, they followed the treatment for 171

an additional two days, changing the culture medium every 24 h for 7 days in total, and 172

analyzed the expression profile of 364 miRNAs. This study showed that ATRA treatment 173

induced changes in the expression profile of many miRNAs with highest significance 174

observed in 56, of which 30 were up-regulated and 26 down-regulated. miRNAs with the

175

most significant changes in expression (410-fold at day 7) included miR-132, miR-10a, and

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miR-10b.

177

In turn, Laneve et al. (20) doubled the dose and reduced the time to 72 h and analyzed 178

the expression pattern of 70 miRNAs. The results showed that 14 miRNAs were up-

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regulated, 33 did not change their expression, and 23 were undetectable. The miRNAs

180

that were up-regulated were miR-9, miR-124a, miR-125a, miR-125b, let-7a, let-7b, miR-

181

7, miR-22, miR-23a, miR-24, miR-26a, miR-30a-5p, miR-100, and miR-103. Expression of

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the majority of these miRNAs was induced after 3 days upon ATRA treatment and

183

progressively accumulated at higher levels after terminal differentiation (10 days).

184

Moreover, they observed that the expression levels of miR-9, miR-125b, and miR-125a

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increased 1.7, 2.2, and 2.6 folds, respectively, compared to that of control cells, and that

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the increase in the levels of these miRNAs led to a strong decrease of NB cell proliferation

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in vitro. In a similar manner, Ragusa et al. (21) analyzed the expression profile of miR-

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152, miR-200b, and miR-338 using the same concentration of ATRA during 10 days of

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treatment, observing up-regulation of all three miRNAs analyzed, with miR-200b

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exhibiting the most significant increase in expression.

191 192

SH-SY5Y cell line

In order to test the effects of RA on the differentiation of NB and the development of

194

embryonic cells, Das et al. (18) also treated the SH-SY5Y cell line with 5 pmol ATRA during

195

7 days, showing that ATRA altered the expression of 13 miRNAs among which miR-340 was 196

significantly up-regulated. In addition, the ATRA treatment resulted in a decrease in cell 197

growth to that comparable to negative controls.

198

In turn, Meseguer et al. (16) showed that ATRA treatment of SH-SY5Y NB cells resulted 199

in profound changes in the expression pattern of miRNAs. In this study, NB cells were 200

treated with 1 µmol/L ATRA and changes in miRNAs expression were assessed at 0, 24, 48, 201

and 96 h, demonstrating that 42 miRNAs exhibited significantly changed expression levels 202

(26 up-regulated and 16 down-regulated). In particular, miR-10a and -10b showed the most

203

prominent expression changes. Furthermore, changes in the expression of these miRNAs, 204

induced by ATRA, contributed to the regulation of SH-SY5Y NB cell differentiation and in 205

the associated changes in migratory and invasive activities. 206

Foley et al. (17) utilized a 5-fold increased ATRA concentration and cultured SH-SY5Y

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cells over the same duration. Similar to the observations for SK-N-BE cells that received the

208

same treatment, the miRNAs that showed greatest up-regulation were miR-132, miR-10a, and

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miR-10b.

210

In comparison, Chen et al. (22) treated SH-SY5Y cells with 10 µmol/L ATRA for 2 days.

211

The results showed significant changes in the expression profile of 12 miRNAs, of which half

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were up-regulated (miR-132, miR-16, miR-27a, miR-27b, miR-214, and miR-197) and half

213

down-regulated (miR-133a, miR-508-3p, miR-7, miR-1, miR-205, and miR-20b). Similarly, 214

Le et al. (23) also used the same concentration of ATRA during 5 days and analyzed the

215

expression profile of 175 miRNAs. This study revealed that the expression of 12 of these was

216

significantly modified during treatment, with miR-7, miR-124a, miR-125b, miR-199a, miR-

217

199a*, and miR-214 being up-regulated.

Using the same concentration as Chen et al. (22) and Le et al. (23), Evangelisti et al. 219

(24) measured miR-128 expression following treating the culture of cells with ATRA 220

every 48 h, with the treatment stopped six days after the first stimulation. They observed 221

that miR-128 expression was up-regulated approximately 3-fold when compared to that 222

in untreated cells. 223

Beverigde et al. (25) also treated SH-SY5Y cells with 10 µmol/L ATRA albeit for one

224

additional day than Evangelisti et al. (24). They identified 43 miRNAs with altered

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expression after treatment, of which 32 were significantly down-regulated and 11 up-

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regulated. Furthermore, six miRNAs that exhibited increased expression (miR-9, miR-124a,

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miR-128a, miR-208, miR-210, and miR-423) were previously shown to comprise brain-

228

specific or brain-enriched miRNAs, and are considered to play an important role in brain

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development, neuronal maturation, and neuronal differentiation. In addition, this study

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revealed that treatment with ATRA induced the down-regulation of the entire miR-17 cluster.

231 232

LAN-5 cell line

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Similar to the treatment performed in other NB cell lines (SK-N-BE and SH-SY5Y), Foley et

234

al. (17) treated LAN-5 cells with 5 µmol/L ATRA, changing the culture medium every 24 h 235

for 7 days. The results were similar among the three cell lines with the miRNAs that showed

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significant up-regulation including miR-132, miR-10a, and miR-10b. These results support 237

the idea that miRNA regulation plays a key role in the differentiation of NB cells induced by 238

ATRA and in the phenotypic changes linked to the expression of genes associated with the 239 affected miRNAs. 240 241 Leukemia 242

In hematopoietic malignancies, a number of miRNAs have been reported to exhibit tumor- 243

suppressive or oncogenic roles in leukemogenesis (12). Accordingly, it has been suggested

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that miRNAs might be important in the molecular pathogenesis of leukemia by interfering

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with essential pathways for hematopoietic differentiation (26).

246 247

Acute promyelocytic leukemia (APL) 248

APL is characterized by chromosomal translocations involving the retinoic acid receptor-α

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gene, which result in clonal expansion of hematopoietic precursors blocked at the

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promyelocytic stage of differentiation (26). A discrete number of miRNAs up-regulated upon

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ATRA treatment of APL cell lines have been already identified by different studies (26).

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To evaluate changes in miRNA expression mediated by ATRA, Bräuer-Hartmann et al.

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(9) cultured APL NB4 cell in the presence of 10−7 mol/L ATRA and analyzed the expression

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of miR-181 family members (miR 181a-d) 24 h after treatment. In this study, a significant

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down-regulation of all miR-181 family members was observed, among which miR-181a and

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mi-181b showed similar expression levels, whereas miR-181c and miR-181d were

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differentially expressed. They also observed that inhibition of the miR-181a/b-cluster by

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ATRA treatment effectively represses cell proliferation and induces apoptosis in APL cells.

Dans le document Algèbre linéaire 2 (Page 49-55)