miRNA expression profiles in chronic lymphocytic and acute lymphocytic leukemia

MicroRNAs (miRNAs) are a class of small endogenous RNAs that play important regulatory roles by targeting mRNAs for cleavage or translational repression. miRNAs act in diverse biological processes including development, cell growth, apoptosis, and hematopoiesis, suggesting their association with cancer. We determined the miRNA expression profile of chronic and acute lymphocytic leukemias (CLL and ALL) using the TaqMan® MicroRNA Assays Human Panel (Applied Biosystems). Pooled leukemia samples were compared to pooled CD19+ samples from healthy individuals (calibrator) by the 2-DDCt method. Total RNA input was normalized based on the Ct values obtained for hsa-miR-30b. The five most highly expressed miRNAs were miR-128b, miR-204, miR-218, miR-331, and miR-181b-1 in ALL, and miR-331, miR-29a, miR-195, miR-34a, and miR-29c in CLL. To our knowledge, this is the first report associating miR-128b, miR-204 and miR-331 to hematological malignancies. The miR-17-92 cluster was also found to be up-regulated in ALL, as previously reported for some types of lymphomas. The differences observed in gene expression levels were validated for miR-331 and miR-128b in ALL and CD19+ samples. These miRNAs were up-regulated in ALL, in agreement with our initial results. A brief target analysis was performed for miR-331. One of its putative targets, SOCS1, promotes STAT activation, which is a known mediator of cell proliferation and survival, suggesting the possibility of an association between miR-331 and these processes. This initial screening provided information on miRNA differentially expressed in normal and malignant B-cells that could suggest the potential roles of these miRNAs in hematopoiesis and leukemogenesis.

Biochemical adaptations of mammalian hibernation: exploring squirrels as a perspective model for naturally induced reversible insulin resistance

An important disease among human metabolic disorders is type 2 diabetes mellitus. This disorder involves multiple physiological defects that result from high blood glucose content and eventually lead to the onset of insulin resistance. The combination of insulin resistance, increased glucose production, and decreased insulin secretion creates a diabetic metabolic environment that leads to a lifetime of management. Appropriate models are critical for the success of research. As such, a unique model providing insight into the mechanisms of reversible insulin resistance is mammalian hibernation. Hibernators, such as ground squirrels and bats, are excellent examples of animals exhibiting reversible insulin resistance, for which a rapid increase in body weight is required prior to entry into dormancy. Hibernator studies have shown differential regulation of specific molecular pathways involved in reversible resistance to insulin. The present review focuses on this growing area of research and the molecular mechanisms that regulate glucose homeostasis, and explores the roles of the Akt signaling pathway during hibernation. Here, we propose a link between hibernation, a well-documented response to periods of environmental stress, and reversible insulin resistance, potentially facilitated by key alterations in the Akt signaling network, PPAR-γ/PGC-1α regulation, and non-coding RNA expression. Coincidentally, many of the same pathways are frequently found to be dysregulated during insulin resistance in human type 2 diabetes. Hence, the molecular networks that may regulate reversible insulin resistance in hibernating mammals represent a novel approach by providing insight into medical treatment of insulin resistance in humans.

Metal-Ion-Binding Oligonucleotides: High-Affinity Probes for Nucleic Acid Sequences

Small non-coding RNAs have numerous biological functions in cell and are divided into different classes such as: microRNA, snoRNA, snRNA and siRNA. MicroRNA (miRNA) is the most studied non-coding RNA to date and is found in plants, animals and some viruses. miRNA with short sequences is involved in suppressing translation of target genes by binding to their mRNA post-transcriptionally and silencing it. Their function besides silencing of the viral gene, can be oncogenic and therefore the cause of cancer. Hence, their roles are highlighted in human diseases, which increases the interest in using them as biomarkers and drug targets. One of the major problems to overcome is recognition of miRNA. Owing to a stable hairpin structure, chain invasion by conventional Watson-Crick base-pairing is difficult. One way to enhance the hybridization is exploitation of metal-ion mediated base-pairing, i. e. oligonucleotide probes that tightly bind a metal ions and are able to form a coordinative bonds between modified and natural nucleobases. This kind of metallo basepairs containing short modified oligonucleotides can also be useful for recognition of other RNA sequences containing hairpin-like structural motives, such as the TAR sequence of HIV. In addition, metal-ion-binding oligonucleotides will undoubtedly find applications in DNA-based nanotechnology. In this study, the 3,5-dimethylpyrazol-1-yl substituted purine derivatives were successfully incorporated within oligonucleotides, into either a terminal or non-terminal position. Among all of the modified oligonucleotides studied, a 2-(3,5-dimethylpyrazol-1-yl)-6-oxopurine base containing oligonucleotide was observed to bind most efficiently to their unmodified complementary sequences in the presence of both Cu2+ or Zn2+. The oligonucleotide incorporating 2,6-bis(3,5-dimethylpyrazol-1-yl)purine base also markedly increased the stability of duplexes in the presence of Cu2+ without losing the selectivity.

UBE2A Deficiency Syndrome: Mild to Severe Intellectual Disability Accompanied by Seizures, Absent Speech, Urogenital, and Skin Anomalies in Male Patients

We describe three patients with a comparable deletion encompassing SLC25A43, SLC25A5, CXorf56, UBE2A, NKRF, and two non-coding RNA genes, U1 and LOC100303728. Moderate to severe intellectual disability (ID), psychomotor retardation, severely impaired/absent speech, seizures, and urogenital anomalies were present in all three patients. Facial dysmorphisms include ocular hypertelorism, synophrys, and a depressed nasal bridge. These clinical features overlap with those described in two patients from a family with a similar deletion at Xq24 that also includes UBE2A, and in several patients of Brazilian and Polish families with point mutations in UBE2A. Notably, all five patients with an Xq24 deletion have ventricular septal defects that are not present inpatients with a point mutation, which might be attributed to the deletion of SLC25A5. Taken together, the UBE2A deficiency syndrome in male patients with a mutation in or a deletion of UBE2A is characterized by ID, absent speech, seizures, urogenital anomalies, frequently including a small penis, and skin abnormalities, which include generalized hirsutism, low posterior hairline, myxedematous appearance, widely spaced nipples, and hair whorls. Facial dysmorphisms include a wide face, a depressed nasal bridge, a large mouth with downturned corners, thin vermilion, and a short, broad neck. (C) 2010 Wiley-Liss, Inc.

Identification of a microRNA signature associated with progression of leukoplakia to oral carcinoma

MicroRNAs (miRs) are non-coding RNA molecules involved in cancer initiation and progression. Deregulated miR expression has been implicated in cancer; however, there are no studies implicating an miR signature associated with progression in oral squamous cell carcinoma (OSCC). Although OSCC may develop from oral leukoplakia, clinical and histological assessments have limited prognostic value in predicting which leukoplakic lesions will progress. Our aim was to quantify miR expression changes in leukoplakia and same-site OSCC and to identify an miR signature associated with progression. We examined miR expression changes in 43 sequential progressive samples from 12 patients and four non-progressive leukoplakias from four different patients, using TaqMan Low Density Arrays. The findings were validated using quantitative RT-PCR in an independent cohort of 52 progressive dysplasias and OSCCs, and five non-progressive dysplasias. Global miR expression profiles distinguished progressive leukoplakia/OSCC from non-progressive leukoplakias/normal tissues. One hundred and nine miRs were highly expressed exclusively in progressive leukoplakia and invasive OSCC. miR-21, miR-181b and miR-345 expressions were consistently increased and associated with increases in lesion severity during progression. Over-expression of miR-21, miR-181b and miR-345 may play an important role in malignant transformation. Our study provides the first evidence of an miR signature potentially useful for identifying leukoplakias at risk of malignant transformation.

Evolution and genomic organization of muscle microRNAs in fish genomes

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Análise da expressão gênica de pequenos RNAs derivados de tRNAs (tRFs) em plantas

Small non coding RNAs emerged as important characters in several biology aspects. Among then, the most studied are microRNAs (miRNAs) and short interfering RNAs (siRNAs), that regulate their target gene post-transcriptionally in plants, animals and RNAi pathway intermediates, respectively. Both of classes have similar biogenesis being processed by Dicer enzymes and subsequent association with Argonaute enzymes. In plants, miRNAs and siRNAs have important functions in development, genome integrity and biotic and abiotic stress responses. The advances in high-throughtput sequencing and in silico analisys provide the uncover of new small non coding RNAs classes, many of them with unknown functions and biogenesis. tRNA derived small RNAs (tRFs) are a small non coding RNA class, that have as precursor a tRNA molecule. These were uncovers in the last decade in many organisms and, recently, in plants. Recent works detected tRFs from different sizes, with different source portions of the mature tRNA molecule (5’ end; 3’ end, anti-codon loop) and some from the tRNA precursor (pre-tRNA), suggesting that may be a novel class of small RNA and not random degradation products. Works in humans showed that some tRFs are processed by the Dicer enzymes, have association with the Argonaute enzymes and cell differentiation, tumor appearance and gene silencing related functions. Works in Arabidopsis and pumpkin (Cucurbita maxima) showed, respectively, that the tRFs have nutritional stress response possible functions and long distance signaling function between source and drain tissues, and may affect the translation. The tRFs biogenesis in plants are, until now an unknown, absence information about it in the literature and its possible biological functions are few studied yet, making then interesting target for studies among the small non coding RNAs in plants

MicroRNoma do carcinoma de pâncreas

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Mutations in ADAR1 cause Aicardi-Goutieres syndrome associated with a type I interferon signature

Adenosine deaminases acting on RNA (ADARs) catalyze the hydrolytic deamination of adenosine to inosine in double-stranded RNA (dsRNA) and thereby potentially alter the information content and structure of cellular RNAs. Notably, although the overwhelming majority of such editing events occur in transcripts derived from Alu repeat elements, the biological function of non-coding RNA editing remains uncertain. Here, we show that mutations in ADAR1 (also known as ADAR) cause the autoimmune disorder Aicardi-Goutieres syndrome (AGS). As in Adar1-null mice, the human disease state is associated with upregulation of interferon-stimulated genes, indicating a possible role for ADAR1 as a suppressor of type I interferon signaling. Considering recent insights derived from the study of other AGS-related proteins, we speculate that ADAR1 may limit the cytoplasmic accumulation of the dsRNA generated from genomic repetitive elements.

Die Rolle der Ubiquitin-Ligase Smurf2 in T-Lymphozyten bei der Entwicklung von chronisch entzündlichen Darmerkrankungen

TGF-beta ist ein Schlüsselmolekül zellvermittelter Immuntoleranz. So spielt es neben seiner pleiotropen Rolle in Immunzellen auch bei der Tumorentwicklung eine große Rolle. Das TGF-beta hat bei der Tumorentwicklung eine duale Rolle. So dient es in frühen Phasen als Tumorsuppressor, währenddessen es in späten Phasen der Entwicklung als Tumorpromotor wirkt. Eine strikte Regulation des TGF-beta Signalweges ist daher für ein funktionierendes Immunsystem von essentieller Bedeutung. Die Ubiquitin Ligase Smurf2 ist dabei ein wichtiger negativ Regulator des TGF-beta Signalweges.In der vorliegenden Arbeit konnte eine neue Spleißform des Smurf2 (dE2Smurf2) aus murinen CD4+ T-Zellen isoliert werden, deren Funktion in vitro und in vivo in T-Lymphozyten untersucht worden ist. Für diese Spleißform konnte zudem eine humane Relevanz nachgewiesen werden. Mit Hilfe von Überexpressionen in Cos7 Zellen konnte eine veränderte Lokalisation der Smurf2 Spleißformen (WT und dE2) festgestellt werden. Dabei konnten lysosomale und endosomale Kompartimente bei der Kolokalisation mit dem dE2Smurf2 Konstrukt beobachtet werden. Das Spleißen des Exons2 führte dabei zu Änderungen der Topologie der N-terminalen C2-Domäne, wodurch sich eine veränderte Lokalisation in der Zelle beschreiben ließ. Mit der veränderten intrazellulären Verteilung erfuhr auch die Funktion der dE2Smurf2 Ubiquitin Ligase eine Änderung. So konnte überraschenderweise eine positive Signalinduktion des TGF-beta Signalweges beobachtet werden, was im Gegensatz zum beschriebenen WTSmurf2 stand. Durch eine Überexpression des dE2Smurf2 Proteins in T-Lymphozyten wurde der TGF-beta Signalweg in CD4+ und CD8+ Zellen positiv reguliert, dabei wurde der TGFbetaRII vermehrt exprimiert und gleichzeitig fand eine verstärkte Phosphorylierung der Transkriptionsfaktoren Smad2 und Smad3 nach TGF-beta Stimulation statt. Die transgenen T-Lymphozyten waren somit sensitiver gegenüber TGF-beta. Dies führte zur Hypothese, die durch Western Blot Analyse bestätigt werden konnte, daß das dE2Smurf2 nach Überexpression seine WT-Form bindet und dadurch degradiert. Die Degradation der Ubiquitin Ligase war dabei Smad7 abhängig. Zur Analyse des Einflusses der Ubiquitin Ligase dE2Smurf2 auf die Differenzierung von CD4+ T-Zellen, sowie ihre Rolle bei der T-Zell Proliferation, konnte gezeigt werden, daß durch die höhere Sensitivität gegenüber TGF-beta naive T-Zellen unter Einfluß von TGF-beta und IL6 vermehrt in TH17 Zellen differenzierten. Zudem konnte gezeigt werden, daß die Proliferationsrate transgener naiver CD4+ T-Zellen bei geringen Mengen von TGF-beta starkt vermindert war. Weiterhin konnte gezeigt werden, daß bei einer Differenzierung der naiven CD4+ T-Zellen in TH1 Zellen, diese signifkant weniger das proinflammatorische Zytokin INFγ produzierten.So zeigten in vivo Versuche, daß die transgenen Tiere in der Entwicklung von Kolorektalen Karzinomen protektiert waren. Sowohl im kolitisassiziierten Tumor Modell als auch bei der spontanen Entwicklung von Tumoren im APCmin Modell. Dies konnte zum einen auf eine deutlich verminderte Entzündung (geringere Produktion an Zytokinen durch verminderte Proliferation) des Darms und zum anderen durch eine stärkere Produktion an zytotoxischen Genen, wie Perforin, INFγ und Granzym B erklärt werden. Interessanterweise konnte jedoch im Transfer Kolitis Modell eher eine proinflammatorische Wirkung des dE2Smurf2 Proteins nachgewiesen werden. So wiesen die immundefizienten Mäuse, in denen die transgenen T-Zellen injiziert wurden, eine signifikant stärkere Kolitis auf als die Kontrollen. Dies konnte mit einer Überproduktion an IL17 sezernierenden T-Zellen erklärt werden. Klonierungsexperimente führten zudem zur Identifikation einer bisher nicht beschriebenen nicht kodierenden RNA. Diese zeigte in Kombination mit dem dE2Smurf2 Protein in einer Reportergen Analyse eine Hyperaktivierung des Smad3 Promotors. Diese Daten liefern zum einen ein genaueres Modell über die Regulation des TGF-beta Signalweges sowie wichtige Erkenntnisse zur Pathophysiologie chronisch entzündlicher Darmerkrankung und daraus resultierende Tumorerkrankungen. So entwickelt sich das dE2Smurf2, Teil des TGF-beta Signalweges, als attraktives Zielprotein für die Modulation von chronisch entzündlichen Darmerkrankungen und (kolitisassoziierte) Kolonkarzinomen.

New computational biology tools for the systematic analysis of the structure and expression of human genes

From the late 1980s, the automation of sequencing techniques and the computer spread gave rise to a flourishing number of new molecular structures and sequences and to proliferation of new databases in which to store them. Here are presented three computational approaches able to analyse the massive amount of publicly avalilable data in order to answer to important biological questions. The first strategy studies the incorrect assignment of the first AUG codon in a messenger RNA (mRNA), due to the incomplete determination of its 5' end sequence. An extension of the mRNA 5' coding region was identified in 477 in human loci, out of all human known mRNAs analysed, using an automated expressed sequence tag (EST)-based approach. Proof-of-concept confirmation was obtained by in vitro cloning and sequencing for GNB2L1, QARS and TDP2 and the consequences for the functional studies are discussed. The second approach analyses the codon bias, the phenomenon in which distinct synonymous codons are used with different frequencies, and, following integration with a gene expression profile, estimates the total number of codons present across all the expressed mRNAs (named here "codonome value") in a given biological condition. Systematic analyses across different pathological and normal human tissues and multiple species shows a surprisingly tight correlation between the codon bias and the codonome bias. The third approach is useful to studies the expression of human autism spectrum disorder (ASD) implicated genes. ASD implicated genes sharing microRNA response elements (MREs) for the same microRNA are co-expressed in brain samples from healthy and ASD affected individuals. The different expression of a recently identified long non coding RNA which have four MREs for the same microRNA could disrupt the equilibrium in this network, but further analyses and experiments are needed.

Translationsregulation des Myelin basischen Proteins in Gliazellen

Im zentralen Nervensystem (ZNS) myelinisieren Oligodendrozyten neuronale Axone, indem sie ihre Zellfortsätze mehrfach um axonale Segmente wickeln. Die Ausbildung dieser multilamellaren Membranstapel ermöglicht eine saltatorische und damit rasche und energie-effiziente Erregungsleitung (Nave, 2010). Eine Schädigung des Myelins beeinträchtigt die Reizweiterleitung und führt zur Degeneration der Axone, wie es zum Beispiel bei der Multiplen Sklerose der Fall ist. Das Myelin basische Protein (MBP) ist ein Hauptbestandteil des Myelin und ist essentiell für die Kompaktierung der Myelinmembran (Wood et al., 1984). Die MBP mRNA wird in hnRNP A2 enthaltenen RNA Granulen in einem translations-inaktiven Zustand zu den distalen Fortsätzen transportiert. Vermittelt durch axonale Signale wird nach axo-glialem Kontakt die Translation von MBP ermöglicht (White et al., 2008). Der genaue Mechanismus der differentiellen Genregulation des MBP Proteins ist bisher nur unzureichend aufgeklärt. In der vorliegenden Arbeit konnte eine kleine regulatorische RNA (sncRNA) identifiziert werden, welche über die seed Region mit der MBP mRNA interagieren und die Translation regulieren kann. In primären Oligodendrozyten führt die Überexpression der sncRNA-715 zu reduzierten MBP Protein Mengen und die Blockierung der endogenen sncRNA-715 führt zu einer gesteigerten MBP Synthese. Interessanterweise korreliert während der Differenzierung der Oligodendrozyten in vitro und in vivo die Synthese des MBP Proteins invers mit der Expression der sncRNA-715. In Oligodendrozyten beeinflusst eine experimentell erhöhte sncRNA-715 Menge die Zellmorphologie und induziert Apoptose. Weiterhin ist sncRNA-715 in zytoplasmatischen granulären Strukturen lokalisiert und assoziiert mit MBP mRNA in hnRNP A2 Transport- Granula. Diese Ergebnisse lassen vermuten, dass sncRNA-715 ein Bestandteil der hnRNP A2 Granula sein könnte und dort spezifisch die Translation der MBP mRNA während des Lokalisationsprozesses inhibiert. In chronischen MS Läsionen sind Olig2+-Zellen zu finden. Obwohl die MBP mRNA in diesen Läsionen nachzuweisen ist, kann kein Protein synthetisiert werden. In dieser Arbeit konnte gezeigt werden, dass in diesen Läsionen die Expression der sncRNA-715 erhöht ist. SncRNA-715 könnte die Translation von MBP verhindern und folglich als Inhibitor der Remyelinisierung während des Krankheitsverlaufs fungieren. Schwann-Zellen sind die myelinisierenden Zellen im peripheren Nervensystem (PNS). Im Zuge der Myelinisierung wird die MBP mRNA in diesen Gliazellen ebenfalls in die distalen Fortsätze transportiert und dort lokal translatiert und in die Myelinmembran eingebaut (Trapp et al., 1987). Im Gegensatz zum ZNS ist im PNS nur wenig über den Transportmechanismus der mRNA bekannt (Masaki, 2012). Es ist es sehr wahrscheinlich, dass in Schwann-Zellen und Oligodendrozyten die Lokalisation und die translationale Hemmung der MBP mRNA ähnlichen Mechanismen unterliegen. In der vorliegenden Arbeit konnte gezeigt werden, dass hnRNP A2 und sncRNA-715 in Schwann-Zellen exprimiert werden und in zytoplasmatischen Granula-ähnlichen Strukturen lokalisiert sind. Während der Differenzierung dieser Gliazellen in vivo und in vitro korreliert die Expression der sncRNA-715 invers mit der Synthese des MBP Proteins. HnRNP A2 und sncRNA-715 scheinen in Schwann-Zellen assoziiert zu sein und könnten wie in Oligodendrozyten den Transport der MBP mRNA vermitteln.

Combination of expression levels of miR-21 and miR-126 is associated with cancer-specific survival in clear-cell renal cell carcinoma

BACKGROUND Renal cell carcinoma (RCC) is marked by high mortality rate. To date, no robust risk stratification by clinical or molecular prognosticators of cancer-specific survival (CSS) has been established for early stages. Transcriptional profiling of small non-coding RNA gene products (miRNAs) seems promising for prognostic stratification. The expression of miR-21 and miR-126 was analysed in a large cohort of RCC patients; a combined risk score (CRS)-model was constructed based on expression levels of both miRNAs. METHODS Expression of miR-21 and miR-126 was evaluated by qRT-PCR in tumour and adjacent non-neoplastic tissue in n = 139 clear cell RCC patients. Relation of miR-21 and miR-126 expression with various clinical parameters was assessed. Parameters were analysed by uni- and multivariate COX regression. A factor derived from the z-score resulting from the COX model was determined for both miRs separately and a combined risk score (CRS) was calculated multiplying the relative expression of miR-21 and miR-126 by this factor. The best fitting COX model was selected by relative goodness-of-fit with the Akaike information criterion (AIC). RESULTS RCC with and without miR-21 up- and miR-126 downregulation differed significantly in synchronous metastatic status and CSS. Upregulation of miR-21 and downregulation of miR-126 were independently prognostic. A combined risk score (CRS) based on the expression of both miRs showed high sensitivity and specificity in predicting CSS and prediction was independent from any other clinico-pathological parameter. Association of CRS with CSS was successfully validated in a testing cohort containing patients with high and low risk for progressive disease. CONCLUSIONS A combined expression level of miR-21 and miR-126 accurately predicted CSS in two independent RCC cohorts and seems feasible for clinical application in assessing prognosis.

tRNA-derived fragments target the small ribosomal subunit to fine-tune translation

Post-transcriptional cleavage of RNA molecules to generate smaller fragments is a widespread mechanism that enlarges the structural and functional complexity of cellular RNomes. In particular, fragments deriving from both precursor and mature tRNAs represent one of the rapidly growing classes of post-transcriptional RNA pieces. Importantly, these tRNA-derived fragments (tRFs) possess distinct expression patterns, abundance, cellular localizations, or biological roles compared with their parental tRNA molecules [1]. Here we present evidence that tRFs from the halophilic archaeon Haloferax volcanii directly bind to ribosomes. In a previous genomic screen for ribosome-associated small RNAs we have identified a 26 residue long fragment originating from the 5’ part of valine tRNA (Val-tRF) to be by far the most abundant tRF in H. volcanii [2]. The Val-tRF is processed in a stress-dependent manner and was found to primarily target the small ribosomal subunit in vitro and in vivo. Translational activity was markedly reduced in the presence of Val-tRF, while control RNA fragments of similar length did not show inhibition of protein biosynthesis. Crosslinking experiments and subsequent primer extension analyses revealed the Val-tRF interaction site to surround the mRNA path in the 30S subunit. In support of this, binding experiments demonstrated that Val-tRF does compete with mRNAs for ribosome binding. Therefore this tRF represents a ribosome-associated non-coding RNA (rancRNA) capable of regulating gene expression in H. volcanii under environmental stress conditions probably by fine-tuning the rate of protein production [3].

Systems Biology Approaches to Probe Gene Regulation in Bacteria

Mechanisms that allow pathogens to colonize the host are not the product of isolated genes, but instead emerge from the concerted operation of regulatory networks. Therefore, identifying components and the systemic behavior of networks is necessary to a better understanding of gene regulation and pathogenesis. To this end, I have developed systems biology approaches to study transcriptional and post-transcriptional gene regulation in bacteria, with an emphasis in the human pathogen Mycobacterium tuberculosis (Mtb). First, I developed a network response method to identify parts of the Mtb global transcriptional regulatory network utilized by the pathogen to counteract phagosomal stresses and survive within resting macrophages. As a result, the method unveiled transcriptional regulators and associated regulons utilized by Mtb to establish a successful infection of macrophages throughout the first 14 days of infection. Additionally, this network-based analysis identified the production of Fe-S proteins coupled to lipid metabolism through the alkane hydroxylase complex as a possible strategy employed by Mtb to survive in the host. Second, I developed a network inference method to infer the small non-coding RNA (sRNA) regulatory network in Mtb. The method identifies sRNA-mRNA interactions by integrating a priori knowledge of possible binding sites with structure-driven identification of binding sites. The reconstructed network was useful to predict functional roles for the multitude of sRNAs recently discovered in the pathogen, being that several sRNAs were postulated to be involved in virulence-related processes. Finally, I applied a combined experimental and computational approach to study post-transcriptional repression mediated by small non-coding RNAs in bacteria. Specifically, a probabilistic ranking methodology termed rank-conciliation was developed to infer sRNA-mRNA interactions based on multiple types of data. The method was shown to improve target prediction in Escherichia coli, and therefore is useful to prioritize candidate targets for experimental validation.