Human activity recognition with accelerometry: novel time and frequency features

Human Activity Recognition systems require objective and reliable methods that can be used in the daily routine and must offer consistent results according with the performed activities. These systems are under development and offer objective and personalized support for several applications such as the healthcare area. This thesis aims to create a framework for human activities recognition based on accelerometry signals. Some new features and techniques inspired in the audio recognition methodology are introduced in this work, namely Log Scale Power Bandwidth and the Markov Models application. The Forward Feature Selection was adopted as the feature selection algorithm in order to improve the clustering performances and limit the computational demands. This method selects the most suitable set of features for activities recognition in accelerometry from a 423th dimensional feature vector. Several Machine Learning algorithms were applied to the used accelerometry databases – FCHA and PAMAP databases - and these showed promising results in activities recognition. The developed algorithm set constitutes a mighty contribution for the development of reliable evaluation methods of movement disorders for diagnosis and treatment applications.

Transcriptional regulation of the mannosyltransferase-encoding gene pigm in inherited glycosylphosphatidylinositol (GPI) deficiency

RESUMO:O glicosilfosfatidilinositol (GPI) é um complexo glicolipídico utlizado por dezenas de proteínas, o qual medeia a sua ancoragem à superfície da célula. Proteínas de superfície celular ancoradas a GPI apresentam várias funções essenciais para a manutenção celular. A deficiência na síntese de GPI é o que caracteriza principalmente a deficiência hereditária em GPI, um grupo de doenças autossómicas raras que resultam de mutações nos genes PIGA, PIGL, PIGM, PIGV, PIGN, PIGO e PIGT, os quais sao indispensáveis para a biossíntese do GPI. Uma mutação pontual no motivo rico em GC -270 no promotor de PIGM impede a ligação do factor de transcrição (FT) Sp1 à sua sequência de reconhecimento, impondo a compactação da cromatina, associada à hipoacetilação de histonas, e consequentemente, impedindo a transcrição de PIGM. Desta forma, a adição da primeira manose ao GPI é comprometida, a síntese de GPI diminui assim como as proteínas ligadas a GPI à superficie das células. Pacientes com Deficiência Hereditária em GPI-associada a PIGM apresentam trombose e epilesia, e ausência de hemólise intravascular e anemia, sendo que estas duas últimas características definem a Hemoglobinúria Paroxística Nocturna (HPN), uma doença rara causada por mutações no gene PIGA. Embora a mutação que causa IGD seja constitutiva e esteja presente em todos os tecidos, o grau de deficiência em GPI varia entre células do mesmo tecido e entre células de tecidos diferentes. Por exemplo nos granulócitos e linfócitos B a deficiência em GPI é muito acentuada mas nos linfócitos T, fibroblastos, plaquetas e eritrócitos é aproximadamente normal, daí a ausência de hemólise intravascular. Os eventos transcricionais que estão na base da expressão diferencial da âncora GPI nas células hematopoiéticas são desconhecidos e constituem o objectivo geral desta tese. Em primeiro lugar, os resultados demonstraram que os níveis de PIGM mRNA variam entre células primárias hematopoiéticas normais. Adicionalmente, a configuração dos nucleossomas no promotor de PIGM é mais compacta em células B do que em células eritróides e tal está correlacionado com os níveis de expressão de PIGM, isto é, inferior nas células B. A presença de vários motivos de ligação para o FT específico da linhagem megacariocítica-eritróide GATA-1 no promotor de PIGM sugeriu que GATA-1 desempenha um papel regulador na sua transcrição. Os resultados mostraram que muito possivelmente GATA-1 desempenha um papel repressor em vez de activador da expressão de PIGM. Resultados preliminares sugerem que KLF1, um factor de transcrição restritamente eritróide, regula a transcrição de PIGM independentemente do motivo -270GC. Em segundo lugar, a investigação do papel dos FTs Sp demonstrou que Sp1 medeia directamente a transcrição de PIGM em ambas as células B e eritróide. Curiosamente, ao contrário do que acontece nas células B, em que a transcrição de PIGM requer a ligação do FT geral Sp1 ao motivo -270GC, nas células eritróides Sp1 regula a transcrição de PIGM ao ligar-se a montante e não ao motivo -270GC. Para além disso, demonstrou-se que Sp2 não é um regulador directo da transcrição de PIGM quer nas células B quer nas células eritróides. Estes resultados explicam a ausência de hemólise intravascular nos doentes com IGD associada a PIGM, uma das principais características que define a HPN. Por último, resultados preliminares mostraram que a repressão da transcrição de PIGM devida à mutação patogénica -270C>G está associada com a diminuição da frequência de interacções genómicas em cis entre PIGM e os seus genes “vizinhos”, sugerindo adicionalmente que a regulação de PIGM e desses genes é partilhada. No seu conjunto, os resultados apresentados nesta tese contribuem para o conhecimento do controlo transcricional de um gene housekeeping, específico-detecido, por meio de FTs genéricos e específicos de linhagem.-------------ABSTRACTC: Glycosylphosphatidylinositol (GPI) is a complex glycolipid used by dozens of proteins for cell surface anchoring. GPI-anchored proteins have various functions that are essential for the cellular maintenance. Defective GPI biosynthesis is the hallmark of inherited GPI deficiency (IGD), a group of rare autosomal diseases caused by mutations in PIGA, PIGL, PIGM, PIGV, PIGN, PIGO and PIGT, all genes indispensable for GPI biosynthesis. A point mutation in the -270GC-rich box in the core promoter of PIGM disrupts binding of the transcription factor (TF) Sp1 to it, imposing nucleosome compaction associated with histone hypoacetylation, thus abrogating transcription of PIGM. As a consequence of PIGM transcriptional repression, addition of the first mannose residue onto the GPI core and thus GPI production are impaired; and expression of GPI-anchored proteins on the surface of cells is severely impaired. Patients with PIGM-associated IGD suffer from life-threatening thrombosis and epilepsy but not intravascular haemolysis and anaemia, two defining features of paroxysmal nocturnal haemoglobinuria (PNH), a rare disease caused by somatic mutations in PIGA. Although the disease-causing mutation in IGD is constitutional and present in all tissues, the degree of GPI deficiency is variable and differs between cells of the same and of different tissues. Accordingly, GPI deficiency is severe in granulocytes and B cells but mild in T cells, fibroblasts, platelets and erythrocytes, hence the lack of intravascular haemolysis.The transcriptional events underlying differential expression of GPI in the haematopoietic cells of PIG-M-associated IGD are not known and constitute the general aim of this thesis. Firstly, I found that PIGM mRNA levels are variable amongst normal primary haematopoietic cells. In addition, the nucleosome configuration in the promoter of PIGM is more compacted in B cells than in erythroid cells and this correlated with the levels of PIGM mRNA expression, i.e., lower in B cells. The presence of several binding sites for GATA-1, a mega-erythroid lineage-specific transcription factor (TF), at the PIGM promoter suggested that GATA-1 has a role on PIGM transcription. My results showed that GATA-1 in erythroid cells is most likely a repressor rather than an activator of PIGM expression. Preliminary data suggested that KLF1, an erythroid-specific TF, regulates PIGM transcription but independently of the -270GC motif. Secondly, investigation of the role of the Sp TFs showed that Sp1 directly mediates PIGM transcriptional regulation in both B and erythroid cells. However, unlike in B cells in which active PIGM transcription requires binding of the generic TF Sp1 to the -270GC-rich box, in erythroid cells, Sp1 regulates PIGM transcription by binding upstream of but not to the -270GC-rich motif. Additionally, I showed that Sp2 is not a direct regulator of PIGM transcription in B and erythroid cells. These findings explain lack of intravascular haemolysis in PIGM-associated IGD, a defining feature of PNH. Lastly, preliminary work shows that transcriptional repression of PIG-M by the pathogenic -270C>G mutation is associated with reduced frequency of in cis genomic interactions between PIGM and its neighbouring genes, suggesting a shared regulatory link between these genes and PIGM. Altogether, the results presented in this thesis provide novel insights into tissuespecific transcriptional control of a housekeeping gene by lineage-specific and generic TFs.

Rebalancing frequency and the welfare cost of inflation

Cash-in-advance models usually require agents to reallocate money and bonds in fixed periods. Every month or quarter, for example. I show that fixed periods underestimate the welfare cost of inflation. I use a model in which agents choose how often they exchange bonds for money. In the benchmark specification, the welfare cost of 10 percent instead of 0 inflation increases from 0.1 percent of income with fixed periods to 1 percent with optimal periods. The results are robust to different references, to different compositions of income in bonds or money, and to the introduction of capital and labor.

8-Phase Ring oscillator for modern receivers

The evolution of receiver architectures, built in modern CMOS technologies, allows the design of high efficient receivers. A key block in modern receivers is the oscillator. The main objective of this thesis is to design a very low power and low area 8-Phase Ring Oscillator for biomedical applications (ISM and WMTS bands). Oscillators with multiphase outputs and variable duty cycles are required. In this thesis we are focused in 12.5% and 50% duty-cycles approaches. The proposed circuit uses eight inverters in a ring structure, in order to generate the output duty cycle of 50%. The duty cycle of 1/8 is achieved through the combination of the longer duty cycle signals in pairs, using, for this purpose, NAND gates. Since the general application are not only the wireless communications context, as well as industrial, scientific and medical plans, the 8-Phase Oscillator is simulated to be wideband between 100 MHz and 1 GHz, and be able to operate in the ISM bands (447 MHz-930 MHz) and WMTS (600 MHz). The circuit prototype is designed in UMC 130 nm CMOS technology. The maximum value of current drawn from a DC power source of 1.2 V, at a maximum frequency of 930 MHz achieved, is 17.54 mA. After completion of the oscillator layout studied (occupied area is 165 μm x 83 μm). Measurement results confirm the expected operating range from the simulations, and therefore, that the oscillator fulfil effectively the goals initially proposed in order to be used as Local Oscillator in RF Modern Receivers.

Electrohysterogram signal component cataloging with spectral and time-frequency methods

The Electrohysterogram (EHG) is a new instrument for pregnancy monitoring. It measures the uterine muscle electrical signal, which is closely related with uterine contractions. The EHG is described as a viable alternative and a more precise instrument than the currently most widely used method for the description of uterine contractions: the external tocogram. The EHG has also been indicated as a promising tool in the assessment of preterm delivery risk. This work intends to contribute towards the EHG characterization through the inventory of its components which are: • Contractions; • Labor contractions; • Alvarez waves; • Fetal movements; • Long Duration Low Frequency Waves; The instruments used for cataloging were: Spectral Analysis, parametric and non-parametric, energy estimators, time-frequency methods and the tocogram annotated by expert physicians. The EHG and respective tocograms were obtained from the Icelandic 16-electrode Electrohysterogram Database. 288 components were classified. There is not a component database of this type available for consultation. The spectral analysis module and power estimation was added to Uterine Explorer, an EHG analysis software developed in FCT-UNL. The importance of this component database is related to the need to improve the understanding of the EHG which is a relatively complex signal, as well as contributing towards the detection of preterm birth. Preterm birth accounts for 10% of all births and is one of the most relevant obstetric conditions. Despite the technological and scientific advances in perinatal medicine, in developed countries, prematurity is the major cause of neonatal death. Although various risk factors such as previous preterm births, infection, uterine malformations, multiple gestation and short uterine cervix in second trimester, have been associated with this condition, its etiology remains unknown [1][2][3].

Frequency-domain receiver design for doubly-selective channels

This work is devoted to the broadband wireless transmission techniques, which are serious candidates to be implemented in future broadband wireless and cellular systems, aiming at providing high and reliable data transmission and concomitantly high mobility. In order to cope with doubly-selective channels, receiver structures based on OFDM and SC-FDE block transmission techniques, are proposed, which allow cost-effective implementations, using FFT-based signal processing. The first subject to be addressed is the impact of the number of multipath components, and the diversity order, on the asymptotic performance of OFDM and SC-FDE, in uncoded and for different channel coding schemes. The obtained results show that the number of relevant separable multipath components is a key element that influences the performance of OFDM and SC-FDE schemes. Then, the improved estimation and detection performance of OFDM-based broadcasting systems, is introduced employing SFN (Single Frequency Network) operation. An initial coarse channel is obtained with resort to low-power training sequences estimation, and an iterative receiver with joint detection and channel estimation is presented. The achieved results have shown very good performance, close to that with perfect channel estimation. The next topic is related to SFN systems, devoting special attention to time-distortion effects inherent to these networks. Typically, the SFN broadcast wireless systems employ OFDM schemes to cope with severely time-dispersive channels. However, frequency errors, due to CFO, compromises the orthogonality between subcarriers. As an alternative approach, the possibility of using SC-FDE schemes (characterized by reduced envelope fluctuations and higher robustness to carrier frequency errors) is evaluated, and a technique, employing joint CFO estimation and compensation over the severe time-distortion effects, is proposed. Finally, broadband mobile wireless systems, in which the relative motion between the transmitter and receiver induces Doppler shift which is different or each propagation path, is considered, depending on the angle of incidence of that path in relation to the direction of travel. This represents a severe impairment in wireless digital communications systems, since that multipath propagation combined with the Doppler effects, lead to drastic and unpredictable fluctuations of the envelope of the received signal, severely affecting the detection performance. The channel variations due this effect are very difficult to estimate and compensate. In this work we propose a set of SC-FDE iterative receivers implementing efficient estimation and tracking techniques. The performance results show that the proposed receivers have very good performance, even in the presence of significant Doppler spread between the different groups of multipath components.