GENCODE: the reference human genome annotation for The ENCODE Project.

The GENCODE Consortium aims to identify all gene features in the human genome using a combination of computational analysis, manual annotation, and experimental validation. Since the first public release of this annotation data set, few new protein-coding loci have been added, yet the number of alternative splicing transcripts annotated has steadily increased. The GENCODE 7 release contains 20,687 protein-coding and 9640 long noncoding RNA loci and has 33,977 coding transcripts not represented in UCSC genes and RefSeq. It also has the most comprehensive annotation of long noncoding RNA (lncRNA) loci publicly available with the predominant transcript form consisting of two exons. We have examined the completeness of the transcript annotation and found that 35% of transcriptional start sites are supported by CAGE clusters and 62% of protein-coding genes have annotated polyA sites. Over one-third of GENCODE protein-coding genes are supported by peptide hits derived from mass spectrometry spectra submitted to Peptide Atlas. New models derived from the Illumina Body Map 2.0 RNA-seq data identify 3689 new loci not currently in GENCODE, of which 3127 consist of two exon models indicating that they are possibly unannotated long noncoding loci. GENCODE 7 is publicly available from gencodegenes.org and via the Ensembl and UCSC Genome Browsers.

Response Prediction in Chronic Hepatitis C by Assessment of IP-10 and IL28B-Related Single Nucleotide Polymorphisms.

BACKGROUND: High baseline levels of IP-10 predict a slower first phase decline in HCV RNA and a poor outcome following interferon/ribavirin therapy in patients with chronic hepatitis C. Several recent studies report that single nucleotide polymorphisms (SNPs) adjacent to IL28B predict spontaneous resolution of HCV infection and outcome of treatment among HCV genotype 1 infected patients. METHODS AND FINDINGS: In the present study, we correlated the occurrence of variants at three such SNPs (rs12979860, rs12980275, and rs8099917) with pretreatment plasma IP-10 and HCV RNA throughout therapy within a phase III treatment trial (HCV-DITTO) involving 253 Caucasian patients. The favorable SNP variants (CC, AA, and TT, respectively) were associated with lower baseline IP-10 (P = 0.02, P = 0.01, P = 0.04) and were less common among HCV genotype 1 infected patients than genotype 2/3 (P<0.0001, P<0.0001, and P = 0.01). Patients carrying favorable SNP genotypes had higher baseline viral load than those carrying unfavorable variants (P = 0.0013, P = 0.029, P = 0.0004 respectively). Among HCV genotype 1 infected carriers of the favorable C, A, or T alleles, IP-10 below 150 pg/mL significantly predicted a more pronounced reduction of HCV RNA from day 0 to 4 (first phase decline), which translated into increased rates of RVR (62%, 53%, and 39%) and SVR (85%, 76%, and 75% respectively) among homozygous carriers with baseline IP-10 below 150 pg/mL. In multivariate analyses of genotype 1-infected patients, baseline IP-10 and C genotype at rs12979860 independently predicted the first phase viral decline and RVR, which in turn independently predicted SVR. CONCLUSIONS: Concomitant assessment of pretreatment IP-10 and IL28B-related SNPs augments the prediction of the first phase decline in HCV RNA, RVR, and final therapeutic outcome.

An in vivo ultrahigh field 14.1 T (1) H-MRS study on 6-OHDA and α-synuclein-based rat models of Parkinson's disease: GABA as an early disease marker.

The detection of Parkinson's disease (PD) in its preclinical stages prior to outright neurodegeneration is essential to the development of neuroprotective therapies and could reduce the number of misdiagnosed patients. However, early diagnosis is currently hampered by lack of reliable biomarkers. (1) H magnetic resonance spectroscopy (MRS) offers a noninvasive measure of brain metabolite levels that allows the identification of such potential biomarkers. This study aimed at using MRS on an ultrahigh field 14.1 T magnet to explore the striatal metabolic changes occurring in two different rat models of the disease. Rats lesioned by the injection of 6-hydroxydopamine (6-OHDA) in the medial-forebrain bundle were used to model a complete nigrostriatal lesion while a genetic model based on the nigral injection of an adeno-associated viral (AAV) vector coding for the human α-synuclein was used to model a progressive neurodegeneration and dopaminergic neuron dysfunction, thereby replicating conditions closer to early pathological stages of PD. MRS measurements in the striatum of the 6-OHDA rats revealed significant decreases in glutamate and N-acetyl-aspartate levels and a significant increase in GABA level in the ipsilateral hemisphere compared with the contralateral one, while the αSyn overexpressing rats showed a significant increase in the GABA striatal level only. Therefore, we conclude that MRS measurements of striatal GABA levels could allow for the detection of early nigrostriatal defects prior to outright neurodegeneration and, as such, offers great potential as a sensitive biomarker of presymptomatic PD.

An improved synthesis of dansylated α-galactosylceramide and its use as a fluorescent probe for the monitoring of glycolipid uptake by cells.

A highly efficient synthesis of the biologically important fluorescent probe dansyl α-GalCer is presented. Key in our strategy is the incorporation of the fluorescent dansyl group at an early stage in the synthesis to facilitate in the monitoring and purification of intermediates via TLC and flash column chromatography, respectively, and the use of a high yielding α-selective glycosylation reaction between the phytosphingosine lipid and a galactosyl iodide donor. The ability of dansyl α-GalCer to activate iNKT cells and to serve as a fluorescent marker for the uptake of glycolipid by dendritic cells is also presented.

Pastoral conflict and resource management in Ethiopia's Somali region

RESUME L'objectif de cette thèse est d'approfondir la compréhension de la transformation des conflits liés à l'utilisation et la répartition des ressources foncières, de l'eau ainsi que des ressources politiques en région aride ou semi-aride. Cette thèse se concentre en particulier sur la façon dont les acteurs et les institutions résolvent les conflits dans un espace dominé par un mode de vie pastoral au sein des pays de la Corne de l'Afrique. Celle-ci réunit des zones périphériques mal contrôlée et caractérisée par une faible administration publique qui coexiste avec des instances coutumières et d'autres autorités. Le cas de la région Somali d'Ethiopie (ou Ogaden) nous démontre que les disputes et les pratiques de gestion des conflits existantes sont encastrées dans les normes, les politiques et les relations de pouvoir locales. Par conséquent, ce travail réfute le déterminisme causal de la littérature des conflits dits environnementaux en soulignant l'existence d'une vaste palette de stratégies de résolution des conflits. Il démontre empiriquement la capacité des éleveurs, des paysans et d'autres utilisateurs de ressources en propriété commune («common- pool resources », CPRs) à coopérer plutôt qu'à se disputer. De la même façon, la préférence idéologique de la plupart des études sur les CPRS pour des groupes d'utilisateurs homogènes et des systèmes de ressources d'utilisation simple est remise en question. En effet, l'existence de multiples ressources naturelles et politiques dans la région Somali d'Ethiopie justifie cette remise en cause. En soulignant l'économie politique dans laquelle se situent les conflits pastoraux et leur gestion cette thèse critique l'approche dépolitisée sur l'utilisation des ressources en propriété commune ainsi que les perspectives technocratiques sur les processus de construction des institutions. Les résultats de recherche marquent le rôle central et souvent inattendu de l'état dans la formation des conflits et la gestion des ressources dans sa périphérie pastorale. Avec |'introduction du fédéralisme ethnique éthiopien et la décentralisation administrative, la construction de l'état à pris une tournure nouvelle dans la région Somali depuis |991 - la période analysée dans cette étude. Ce processus fut accompagné de trois dynamiques parallèles (1) L'expansion des ressources étatiques dans les zones rurales les plus reculées, (2) la politisation des liens de parenté et (3) la redéfinition de la relation entre l'homme et son environnement naturel. En ce qui concerne l'atténuation des conflits, la thèse révèle que le rôle de l'état est spatialement différentié, que l'incorporation des autorités coutumières dans les gouvernements locaux est politiquement ambiguë, et que l'appui sur les lois coutumières ne « gèle » pas forcement les traditions. Les institutions mixtes qui allient règles coutumières et bureaucratiques sont souvent efficaces dans la gestion et la résolution des conflits liés aux ressources en milieu rural, mais pas dans la prévention et la transformation de ces conflits sur le long terme. En ce qui concerne la gestion des ressources, l'étude souligne le fait que les politiques publiques institutionnelles qui ignorent les variations saisonnières de l'utilisation des ressources, la multiplicité des revendications par les utilisateurs des ressources et les droits de propriété non exclusif ne font qu'aggraver des tensions entre divers groupes plutôt que de les atténuer. C'est précisèrent le cas de la décentralisation selon la logique « ethnique » de l'Ethiopie et d'autres politiques publiques sectorielles dont le but est de promouvoir la sédentarisation en incitant les groupes pastoraux à réclamer et occuper les territoires de manière permanente. En conclusion, cette thèse insiste sur (1) l'importance du renforcement du système de régulation au sein du régime institutionnel de ressources pastorales, (2) l'élaboration de nouvelles normes qui produisent des arrangements fonciers reconnus à la fois par les communautés et l'état, (3) la conception de politique publiques qui prennent en compte le périmètre des écosystèmes en place plutôt que des entités ethniques ou politiques et (4) le besoin d'un processus de démocratisation des projets de développement et de la représentation politique en périphéries semi-aride. L'étude est composée des chapitres suivants. Le chapitre 1 introduit les éléments clés des systèmes d'élevage dans la Corne de l'Afrique et les transitions économiques, écologiques et politiques dans lesquelles se situe le pastoralisme nomade. Quelques thèmes récurrents sont ici résumés dont le déclin des économies de cheptel, l'érosion de la gestion des terres arides et l'expansion de l'insécurité physique. Le chapitre 2 dissèque de manière critique le concept de conflit environnemental et les théories de la propriété commune en tant qu'explications théoriques des conflits dits pastoraux. Tandis que le premier décrit la violence comme une réaction à la raréfaction des ressources naturelles due aux pressions démographiques et au changement climatique, les secondes considèrent les confits comme l'expression d'un échec institutionnel de droits de propriété insuffisamment définis. Ce chapitre expose les défauts de ces deux explications et propose une approche alternative qui tient compte des relations de pouvoir, des institutions de gestion des conflits et des ressources naturelles, et de l'écologie non-équilibrée des régions arides. Le chapitre 3 élabore un cadre conceptuel qui rassemble des perspectives empruntées à la littérature portant sur la gestion des ressources naturelles, les techniques de médiation des conflits, les nouvelles théories « new range ecology » et les régimes institutionnels de ressources naturelles. Trois hypothèses décrivent les conditions requises pour prévenir, résoudre ou transformer les conflits liés à l'utilisation multiple des ressources dans les zones pastorales. Elles concernent (1) l'inclusion de partis tiers dans les processus de gestion de confits, (2) l'intégration de règles bureaucratiques et coutumières dans la gestion des ressources et des conflits et (3) le régime institutionnel de ressources naturelles qui concilie des revendications multiples aux ressources CPRs de manière flexible et inclusive. Le chapitre 4 présente les méthodes et la philosophie de recherche qui sous-tendent l'argumentation et l'analyse de la thèse. Il détaille l'opérationnalisation du cadre conceptuel et la sélection des études de cas, le processus de collecte des données et se penche sur les expériences de recherches de terrain de l'auteur. Le chapitre 5 décrit les conflits fonciers dans le district de Harshin où une expansion incontrôlée de clôtures des pâturages a encouragé la prolifération de conflits violents parmi les éleveurs Isaaq depuis la fin des années 1980. L'hétérogénéisation de l'utilisation des ressources, la multiplication des règles de gestion et l'incapacité des anciens à imposer un retour à la propriété commune des pâturages sont les points centraux de cette étude de cas. Le chapitre 6 passe en revue la compétition féroce autour de l'eau le long de la berge très peuplée et fertile du Wabi Shabelle dans le district de K'elafo. L'étude de cas reflète les interactions généalogiques complexes entre les groupes "nobles" et les « communs », la dépendance des cultivateurs Rer Barre du capital et de la technologie, pour les pompes à eaux par exemple, et l'importance continue des pratiques coutumières de gestion de l'agriculture. Le chapitre 7 démontre les rivalités autour du gâteau fiscal dans la capitale de la région Somali, Jijiga, où les partis politiques, les anciens claniques et les technocrates manoeuvrent pour le partage du pouvoir et des positions au sein de l'administration régionale. L'étude de cas rend compte de l'usage politisé du budget public, de l'expansion des ressources étatiques dans les zones rurales à travers la décentralisation, et de l'importance des agents intermédiaires entre les niveaux fédéral, régional et local dans l'allocation des ressources. Le chapitre 8 analyse les rôles et contributions respectifs des anciens et des acteurs étatiques dans la gestion de conflits violents entre les différents groupes dans la région Somali. En révélant les points forts et faibles des processus de paix basés sur les compensations de sang, ce chapitre propose une appréciation nuancée de la proposition (1) concernant l'inclusion de partis tiers dans la gestion de conflit. Le chapitre conclut en soulignant les contradictions et les effets associés à la délégation aux autorités coutumières par l'état Ethiopien de la résolution des conflits et de la maintenance de la sécurité. Le chapitre 9 se concentre sur l'impact des projets de développement financés par l'état et des politiques publiques qui régulent la propriété des terres communes dans les régions pastorales de l'Ethiopie. Ni les politiques publiques sectorielles existantes ni les principes institutionnels du fédéralisme ethnique ne reconnaissent les revendications et utilisations multiples qui se font des ressources dans la région aride et semi- aride, ce qui valide la proposition (3) sur le besoin d'un régime institutionnel de ressources différencié et flexible. Le chapitre attire l'attention sur les aspects contre-productifs d'une administration et d'une représentation politique basées sur un concept territorial, ce qui encourage une occupation permanente des ressources pour des bénéfices politiques. Le chapitre 10 conclut en évaluant la proposition (2) qui concerne l'efficacité de la gestion et de la transformation des conflits basés sur l'intégration des règles et lois coutumières et bureaucratiques. Ce chapitre souligne le rôle controversé mais décisif de la construction et de l'expansion graduelle de l'état dans les périphéries pastorales. Finalement, quelques recommandations sont proposées en vue de l'amélioration de la gestion des conflits et des ressources en milieu pastoral clans la région Somali et des espaces comparables dans la Corne de l'Afrique.

The major genetic determinants of HIV-1 control affect HLA class I peptide presentation.

Infectious and inflammatory diseases have repeatedly shown strong genetic associations within the major histocompatibility complex (MHC); however, the basis for these associations remains elusive. To define host genetic effects on the outcome of a chronic viral infection, we performed genome-wide association analysis in a multiethnic cohort of HIV-1 controllers and progressors, and we analyzed the effects of individual amino acids within the classical human leukocyte antigen (HLA) proteins. We identified >300 genome-wide significant single-nucleotide polymorphisms (SNPs) within the MHC and none elsewhere. Specific amino acids in the HLA-B peptide binding groove, as well as an independent HLA-C effect, explain the SNP associations and reconcile both protective and risk HLA alleles. These results implicate the nature of the HLA-viral peptide interaction as the major factor modulating durable control of HIV infection.

Aplicação de índice comparativo na avaliação do risco de degradação das terras

A determinação do risco de degradação das terras em uma microbacia hidrográfica constitui importante subsídio para o planejamento agrícola e ambiental. A tendência atual é que as informações necessárias para a avaliação das terras sejam compatíveis com técnicas de geoprocessamento e tratadas de forma menos subjetiva. Todavia, critérios ou parâmetros que avaliem quantitativamente o risco de degradação das terras e que sejam compatíveis com a escala de microbacia hidrográfica e aplicáveis por meio de Sistemas de Informação Geográfica (SIGs) ainda precisam ser mais bem definidos. O objetivo deste trabalho, realizado no segundo semestre de 1996, foi elaborar um método de avaliação comparativa do risco de degradação das terras na bacia hidrográfica dos Marins (Piracicaba, SP), sob diferentes cenários de uso, utilizando SIG. Os mapas de risco de degradação foram gerados com base em matrizes de decisão para os seguintes cenários de uso: (a) sem cobertura vegetal; (b) uso atual da terra; (c) uso único; (d) uso redistribuído; (e) uso planejado. Os resultados foram comparados por um índice denominado "Índice Ponderado de Risco de Degradação (IP D)". Por meio desse índice foi possível comparar quantitativamente o risco de degradação para os cenários de uso propostos. Os resultados mostraram que a tentativa de alterar apenas a distribuição espacial dos usos da terra não foi suficiente para diminuir o risco de degradação final da área, caracterizando, assim, a superutilização das terras da microbacia. Para diminuir os impactos causados por essa superutilização, faz-se necessária a definição de critérios de restrição de ocupação que conciliem áreas de maior suscetibilidade à erosão com usos que ofereçam maior proteção ao solo, levando à diminuição da área ocupada com culturas anuais e semiperenes.

Orosomucoid (alpha1-acid glycoprotein) plasma concentration and genetic variants: effects on human immunodeficiency virus protease inhibitor clearance and cellular accumulation.

BACKGROUND AND OBJECTIVE: Protease inhibitors are highly bound to orosomucoid (ORM) (alpha1-acid glycoprotein), an acute-phase plasma protein encoded by 2 polymorphic genes, which may modulate their disposition. Our objective was to determine the influence of ORM concentration and phenotype on indinavir, lopinavir, and nelfinavir apparent clearance (CL(app)) and cellular accumulation. Efavirenz, mainly bound to albumin, was included as a control drug. METHODS: Plasma and cells samples were collected from 434 human immunodeficiency virus-infected patients. Total plasma and cellular drug concentrations and ORM concentrations and phenotypes were determined. RESULTS: Indinavir CL(app) was strongly influenced by ORM concentration (n = 36) (r2 = 0.47 [P = .00004]), particularly in the presence of ritonavir (r2 = 0.54 [P = .004]). Lopinavir CL(app) was weakly influenced by ORM concentration (n = 81) (r2 = 0.18 [P = .0001]). For both drugs, the ORM1 S variant concentration mainly explained this influence (r2 = 0.55 [P = .00004] and r2 = 0.23 [P = .0002], respectively). Indinavir CL(app) was significantly higher in F1F1 individuals than in F1S and SS patients (41.3, 23.4, and 10.3 L/h [P = .0004] without ritonavir and 21.1, 13.2, and 10.1 L/h [P = .05] with ritonavir, respectively). Lopinavir cellular exposure was not influenced by ORM abundance and phenotype. Finally, ORM concentration or phenotype did not influence nelfinavir (n = 153) or efavirenz (n = 198) pharmacokinetics. CONCLUSION: ORM concentration and phenotype modulate indinavir pharmacokinetics and, to a lesser extent, lopinavir pharmacokinetics but without influencing their cellular exposure. This confounding influence of ORM should be taken into account for appropriate interpretation of therapeutic drug monitoring results. Further studies are needed to investigate whether the measure of unbound drug plasma concentration gives more meaningful information than total drug concentration for indinavir and lopinavir.

Head-to-head comparison of length of stay, patients' outcome and satisfaction in Switzerland before and after SwissDRG-Implementation in 2012 in 2012: an observational study in two tertiary university centers.

On 1 January 2012 Swiss Diagnosis Related Groups (DRG), a new uniform payment system for in-patients was introduced in Switzerland with the intention to replace a "cost-based" with a "case-based" reimbursement system to increase efficiency. With the introduction of the new payment system we aim to answer questions raised regarding length of stay as well as patients' outcome and satisfaction. This is a prospective, two-centre observational cohort study with data from University Hospital Basel and the Cantonal Hospital Aarau, Switzerland, from January to June 2011 and 2012, respectively. Consecutive in-patients with the main diagnosis of either community-acquired pneumonia, exacerbation of COPD, acute heart failure or hip fracture were included. A questionnaire survey was sent out after discharge investigating changes before and after SwissDRG implementation. Our primary endpoint was LOS. Of 1,983 eligible patients 841 returned the questionnaire and were included into the analysis (429 in 2011, 412 in 2012). The median age was 76.7 years (50.8% male). Patients in the two years were well balanced in regard to main diagnoses and co-morbidities. Mean LOS in the overall patient population was 10.0 days and comparable between the 2011 cohort and the 2012 cohort (9.7 vs 10.3; p = 0.43). Overall satisfaction with care changed only slightly after introduction of SwissDRG and remained high (89.0% vs 87.8%; p = 0.429). Investigating the influence of the implementation of SwissDRG in 2012 regarding LOS patients' outcome and satisfaction, we found no significant changes. However, we observed some noteworthy trends, which should be monitored closely.

Invader immunology: invasion history alters immune system function in cane toads (Rhinella marina) in tropical Australia.

Because an individual's investment into the immune system may modify its dispersal rate, immune function may evolve rapidly in an invader. We collected cane toads (Rhinella marina) from sites spanning their 75-year invasion history in Australia, bred them, and raised their progeny in standard conditions. Evolved shifts in immune function should manifest as differences in immune responses among the progeny of parents collected in different locations. Parental location did not affect the offspring's cell-mediated immune response or stress response, but blood from the offspring of invasion-front toads had more neutrophils, and was more effective at phagocytosis and killing bacteria. These latter measures of immune function are negatively correlated with rate of dispersal in free-ranging toads. Our results suggest that the invasion of tropical Australia by cane toads has resulted in rapid genetically based compensatory shifts in the aspects of immune responses that are most compromised by the rigours of long-distance dispersal.

Mirror extreme BMI phenotypes associated with gene dosage at the chromosome 16p11.2 locus.

Both obesity and being underweight have been associated with increased mortality. Underweight, defined as a body mass index (BMI) ≤ 18.5 kg per m(2) in adults and ≤ -2 standard deviations from the mean in children, is the main sign of a series of heterogeneous clinical conditions including failure to thrive, feeding and eating disorder and/or anorexia nervosa. In contrast to obesity, few genetic variants underlying these clinical conditions have been reported. We previously showed that hemizygosity of a ∼600-kilobase (kb) region on the short arm of chromosome 16 causes a highly penetrant form of obesity that is often associated with hyperphagia and intellectual disabilities. Here we show that the corresponding reciprocal duplication is associated with being underweight. We identified 138 duplication carriers (including 132 novel cases and 108 unrelated carriers) from individuals clinically referred for developmental or intellectual disabilities (DD/ID) or psychiatric disorders, or recruited from population-based cohorts. These carriers show significantly reduced postnatal weight and BMI. Half of the boys younger than five years are underweight with a probable diagnosis of failure to thrive, whereas adult duplication carriers have an 8.3-fold increased risk of being clinically underweight. We observe a trend towards increased severity in males, as well as a depletion of male carriers among non-medically ascertained cases. These features are associated with an unusually high frequency of selective and restrictive eating behaviours and a significant reduction in head circumference. Each of the observed phenotypes is the converse of one reported in carriers of deletions at this locus. The phenotypes correlate with changes in transcript levels for genes mapping within the duplication but not in flanking regions. The reciprocal impact of these 16p11.2 copy-number variants indicates that severe obesity and being underweight could have mirror aetiologies, possibly through contrasting effects on energy balance.

The malaria circumsporozoite protein has two functional domains, each with distinct roles as sporozoites journey from mosquito to mammalian host.

Plasmodium sporozoites make a remarkable journey from the mosquito midgut to the mammalian liver. The sporozoite's major surface protein, circumsporozoite protein (CSP), is a multifunctional protein required for sporozoite development and likely mediates several steps of this journey. In this study, we show that CSP has two conformational states, an adhesive conformation in which the C-terminal cell-adhesive domain is exposed and a nonadhesive conformation in which the N terminus masks this domain. We demonstrate that the cell-adhesive domain functions in sporozoite development and hepatocyte invasion. Between these two events, the sporozoite must travel from the mosquito midgut to the mammalian liver, and N-terminal masking of the cell-adhesive domain maintains the sporozoite in a migratory state. In the mammalian host, proteolytic cleavage of CSP regulates the switch to an adhesive conformation, and the highly conserved region I plays a critical role in this process. If the CSP domain architecture is altered such that the cell-adhesive domain is constitutively exposed, the majority of sporozoites do not reach their target organs, and in the mammalian host, they initiate a blood stage infection directly from the inoculation site. These data provide structure-function information relevant to malaria vaccine development.

Induced quantum metric fluctuations and the validity of semiclassical gravity

We propose a criterion for the validity of semiclassical gravity (SCG) which is based on the stability of the solutions of SCG with respect to quantum metric fluctuations. We pay special attention to the two-point quantum correlation functions for the metric perturbations, which contain both intrinsic and induced fluctuations. These fluctuations can be described by the Einstein-Langevin equation obtained in the framework of stochastic gravity. Specifically, the Einstein-Langevin equation yields stochastic correlation functions for the metric perturbations which agree, to leading order in the large N limit, with the quantum correlation functions of the theory of gravity interacting with N matter fields. The homogeneous solutions of the Einstein-Langevin equation are equivalent to the solutions of the perturbed semiclassical equation, which describe the evolution of the expectation value of the quantum metric perturbations. The information on the intrinsic fluctuations, which are connected to the initial fluctuations of the metric perturbations, can also be retrieved entirely from the homogeneous solutions. However, the induced metric fluctuations proportional to the noise kernel can only be obtained from the Einstein-Langevin equation (the inhomogeneous term). These equations exhibit runaway solutions with exponential instabilities. A detailed discussion about different methods to deal with these instabilities is given. We illustrate our criterion by showing explicitly that flat space is stable and a description based on SCG is a valid approximation in that case.