• 제목/요약/키워드: heterogeneous gene expression

검색결과 46건 처리시간 0.026초

페이지랭크를 이용한 암환자의 이질적인 예후 유전자 식별 및 예후 예측 (Identification of Heterogeneous Prognostic Genes and Prediction of Cancer Outcome using PageRank)

  • 최종환;안재균
    • 정보과학회 논문지
    • /
    • 제45권1호
    • /
    • pp.61-68
    • /
    • 2018
  • 암환자의 예후 예측에 기여하는 유전자를 찾는 것은 환자에게 보다 적합한 치료를 제공하기 위한 도전 과제 중 하나이다. 예후 유전자를 찾기 위해 유전자 발현 데이터를 이용한 분류 모델 개발 연구가 많이 이루어지고 있다. 하지만 암의 이질성으로 인해 예후 예측의 정확도 향상에 한계가 있다는 문제가 있다. 본 논문에서는 유방암을 비롯한 6개의 암에 대한 암환자의 마이크로어레이 데이터와 생물학적 네트워크 데이터를 이용하여 페이지랭크 알고리즘을 통해 예후 유전자들을 식별하고, K-Nearest Neighbor 알고리즘을 사용하여 암 환자의 예후를 예측하는 모델을 제안한다. 그리고 페이지랭크를 사용하기 전에 K-Means 클러스터링으로 유전자 발현 패턴이 비슷한 샘플들을 나누어 이질성을 극복하고자 한다. 본 논문에서 제안한 방법은 기존의 유전자 바이오마커를 찾는 알고리즘보다 높은 예측 정확도를 보여 주었으며, GO 검증을 통해 클러스터에 특이적인 생물학적 기능을 확인하였다.

Renal Lymphoma with Mesenteric Lymphomatosis in a Cat

  • Jeon, Jin-ha;Song, Doo-won;Ro, Woong-bin;Kim, Heyong-seok;Lee, Ga-won;Cho, Jun-ho;Jeong, Woo-chang;Kim, Soo-hyeon;Sur, Jung-hyang;Park, Hee-myung
    • 한국임상수의학회지
    • /
    • 제37권4호
    • /
    • pp.208-212
    • /
    • 2020
  • A 6-year-old castrated male Russian Blue cat was presented for evaluation of dyschezia. Abdominal ultrasound revealed hyperechoic nodules in both kidneys, heterogeneous mass in abdomen, and extensive mesenteric thickening with multiple hypoechoic nodules. Computed tomography showed multiple hypodense lesions in both kidneys and diffuse nodular infiltration around the mesentery. Fine needle aspirates (FNA) acquired under ultrasound guidance from the mesentery consisted of large lymphocytes which have round to irregular nuclei with granular chromatin, prominent nucleoli and a small amount of basophilic cytoplasm. Polymerase chain reaction (PCR) for antigen receptor gene rearrangement result of FNA sample revealed a T-cell malignancy. The cat died from acute renal failure after 1 cycle of modified Madison-Wisconsin L-CHOP protocol. Postmortem examination revealed bilaterally enlarged lumpy-bumpy shaped kidneys. Histopathologic examination showed an infiltration of malignant lymphocytes into the renal parenchyma and mesentery. Immunohistochemical staining of the renal sample displayed a negative expression of CD3, PAX5, MUM-1, and CD79. The clinical features and prognosis of the cat with renal lymphoma with mesenteric lymphomatosis have been described in this report.

A new type of oculocutaneous albinism with a novel OCA2 mutation

  • Lee, Sang Yoon;Lee, Eun Joo;Byun, Jun Chul;Jang, Kyung Mi;Kim, Sae Yoon;Hwang, Su-Kyeong
    • Journal of Yeungnam Medical Science
    • /
    • 제38권2호
    • /
    • pp.160-164
    • /
    • 2021
  • Oculocutaneous albinism (OCA) is a group of rare genetically heterogeneous disorders, characterized by hypopigmentation of the eyes, skin, and hair, which result in ocular abnormalities and a risk of developing skin cancer. Currently, there is no ophthalmologic procedure or drug that prevents the clinical features of OCA. Here, we report a new type of OCA in two, unrelated Korean families with the same OCA2 mutation. Affected individuals in this study are different from those of previous reports in two aspects: an inheritance pattern and clinical presentation. All reported patients with OCA have shown an autosomal recessive inheritance pattern, while our patients showed an autosomal dominant inheritance pattern. Small amounts of pigment can be acquired with age in OCA, but there is no substantial variation from adolescence to adulthood in this regard. A case where the patient attained normal pigmentation levels has never been reported. However, our patients displayed completely normal pigmentation in their late twenties. Whole exome sequencing and in-silico analysis revealed a novel mutation, OCA2 c.2338G>A p.(G780S) (NM_000275) with a high likelihood of pathogenicity. Sanger sequencing of p.G780S identified the same mutation in the affected individuals, which was not found in the family members with normal phenotype. We hypothesize that OCA2 G780S not only acts as a pathogenic variant of OCA but also induces pigmentation by enhancing the melanogenesis gene expression of other modifier genes, such as SLC45A2 and TPC2. These findings may provide further understanding of melanin biosynthesis and new treatment methods for OCA.

척수소뇌성 운동실조증 제7형 (Spinocerebellar ataxia 7 (SCA7))

  • 정선용;장석훈;김현주
    • Journal of Genetic Medicine
    • /
    • 제4권1호
    • /
    • pp.22-37
    • /
    • 2007
  • The autosomal dominant spinocerebellar ataxias (SCAs) are a group of neurodegenerative diseases, clinically and genetically heterogeneous, characterized by degeneration of spinocerebellar pathways with variable involvement of other neural systems. At present, 27 distinct genetic forms of SCAs are known: SCA1-8, SCA10-21, SCA23, SCA25-28, DRPLA (dentatorubral-pallidoluysian atrophy), and 16q-liked ADCA (autosomal dominant cerebellar ataxia). Epidemiological data about the prevalence of SCAs are restricted to a few studies of isolated geographical regions, and most do not reflect the real occurrence of the disease. In general a prevalence of about 0.3-2 cases per 100,000 people is assumed. As SCA are highly heterogeneous, the prevalence of specific subtypes varies between different ethnic and continental populations. Most recent data suggest that SCA3 is the commonest subtype worldwide; SCA1, SCA2, SCA6, SCA7, and SCA8 have a prevalence of over 2%, and the remaining SCAs are thought to be rare (prevalence <1%). In this review, we highlight and discuss the SCA7. The hallmark of SCA7 is the association of hereditary ataxia and visual loss caused by pigmentary macular degeneration. Visual failure is progressive, bilateral and symmetrical, and leads irreversibly to blindness. This association represents a distinct disease entity classified as autosomal dominant cerebellar ataxia (ADCA) type II by Harding. The disease affectsprimarily the cerebellum and the retina by the moderate to severe neuronal loss and gliosis, but also many other central nervous system structures as the disease progresses. SCA7 is caused by expansion of an unstable trinucleotide CAG repeat in the ATXN7 gene encoding a polyglutamine (polyQ) tract in the corresponding protein, ataxin-7. Normal ATXN7 alleles contain 4-35 CAG repeats, whereas pathological alleles contain from 36->450 CAG repeats. Immunoblott analysis demonstrated that ataxin-7 is widely expressed but that expression levels vary among tissues. Instability of expanded repeats is more pronounced in SCA7 than in other SCA subtypes and can cause substantial lowering of age at onset in successive generations termed ‘anticipation’ so that children may become diseased even before their parents develop symptoms. The strong anticipation in SCA7 and the rarity of contractions should have led to its extinction within a few generations. There is no specific drug therapy for this neurodegenerative disorder. Currently, therapy remains purely symptomatic. Cellular models and SCA7 transgenic mice have been generated which constitute valuable resources for studying the disease mechanism. Understanding the pathogenetic mechanisms of neurodegeneration in SCAs should lead to the identification of potential therapeutic targets and ultimately facilitate drug discovery. Here we summarize the clinical, pathological, and genetic aspects of SCA7, and review the current understanding of the pathogenesis of this disorder. Further, we also review the potential therapeutic strategies that are currently being explored in polyglutamine diseases.

  • PDF

Novel Low-Temperature-Active Phytase from Erwinia carotovora var. carotovota ACCC 10276

  • Huang, Huoqing;Luo, Huiying;Wang, Yaru;Fu, Dawei;Shao, Na;Yang, Peilong;Meng, Kun;Yao, Bin
    • Journal of Microbiology and Biotechnology
    • /
    • 제19권10호
    • /
    • pp.1085-1091
    • /
    • 2009
  • A phytase with high activity at low temperatures has great potential for feed applications, especially in aquaculture. Therefore, this study used a degenerate PCR and TAIL PCR to clone a phytase gene from Erwinia carotovora var. carotovota, the cause of soft rot of vegetables in the ground or during cold storage. The full-length 2.5-kb fragment included an open reading frame of 1,302 bp and encoded a putative phytase of 45.3 kDa with a 50% amino acid identity to the Klebsiella pneumoniae phytase. The phytase contained the active site RHGXRXP and HD sequence motifs that are typical of histidine acid phosphatases. The enzyme was expressed in Escherichia coli, purified, and displayed the following characteristics: a high catalytic activity at low temperatures (retaining over 24% activity at $5^{\circ}C$) and remarkably thermal lability (losing >96% activity after incubation at $60^{\circ}C$ for 2 min). The optimal phytase activity occurred at pH 5.5 and ${\sim}49^{\circ}C$, and the enzyme activity rapidly decreased above $40^{\circ}C$. When compared with mesophilic counterparts, the phytase not only exhibited a high activity at a low temperature, but also had a low $K_m$ and high $k_{cat}$. These temperature characteristics and kinetic parameters are consistent with low-temperature-active enzymes. To our knowledge, this would appear to be the first report of a low-temperature-active phytase and its heterogeneous expression.

cDNA microarray에 의한 치주인대세포의 광물화 결절형성에 관여하는 유전자들의 분석 (Identification of Matrix Mineralization-Related Genes in Human Periodontal Ligament Cells Using cDNA Microarray)

  • 신재희;박진우;여신일;노우창;김문규;김정철;서조영
    • Journal of Periodontal and Implant Science
    • /
    • 제37권sup2호
    • /
    • pp.447-463
    • /
    • 2007
  • 치주인대세포는 시험관적 실험에서 광물화 결절형성을 유도할 수 있으므로 광물화 결절형성에 관여하는 유전자들을 특이하게 발현할 것으로 여겨진다. 이에 본 실험은 cDNA microarray를 이용한 동시 유전자분석을 시행하여 치주인대세포의 분화에 의한 광물화 결절형성시 나타나는 유전자의 특징적 발현 양상을 알아보고자 하였다. 교정치료를 목적으로 경북대학교병원에 내원한 환자의 제일소구치를 발치하여 통상적 방법으로 치주인대세포를 분리, 배양하였고, 3세대의 치주인대세포를 사용하여 실험을 시행하였다. 치주인대세포를 100mm 배양접시에 넣고 배양하여 매 2일 마다 배지를 교환해 주고, 10% FBS만을 투여한 대조군으로, ascorbic acid $(50\;{\mu}g/ml)$, ${\beta}-glycerophosphate$ (10 mM) 및 100 nM dexamethasone을 투여한 군을 실험군으로 하였다. 배양된 치주인대세포에 ascorbic acid, ${\beta}-glycerophosphate$, 그리고 dexamethasone을 투여한 실험군에서 21일째 광물화된 결정을 관찰할 수 있었으나 대조군에서는 관찰할 수 없었다. 3063개의 유전자를 분석한 결과 35개 유전자가 대조군에 비해 2배이상 발현이 증가하였고, 38개 유전자는 2배이상 발현이 감소하였다. 형태학적 검사에서 보여준 바와 같이 광물화 형성과정시 관여하는 JGF-2과 IGFBP2와 같은 유전자가 실험군에서 증가하였으며, 세포골격과 세포외기질 형성에 관여하는 proteogycan 1, fibulin-5, keratin 5, ${\beta}-actin$, ${\alpha}-smooth$ muscle actin, capping protein 등도 발현이 실험군에서 증가하였다. 한편 periostin and S100 calcium-binding protein A4는 대조군에서 오히려 높게 나타나므로 이는 배양된 치주인대세포가 그 자체의 표현형을 유지하고 있음을 보여 주고 있다. 그 외 apoptosis를 유발시키는데 관여하는 Dkk-1와 Nip3는 실험군에서 높게 발현되었고, apoptosis를 억제시키는데 관여하는 Btf와 TAX1BP1는 오히려 낮게 발현됨을 알 수 있으므로 이는 실험군에서 치주인대세포가 골아세포로의 분화되었음을 나타낸다.