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"Yu, Willie"
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Estimating Cost Savings from Early Cancer Diagnosis
2017
We estimate treatment cost-savings from early cancer diagnosis. For breast, lung, prostate and colorectal cancers and melanoma, which account for more than 50% of new incidences projected in 2017, we combine published cancer treatment cost estimates by stage with incidence rates by stage at diagnosis. We extrapolate to other cancer sites by using estimated national expenditures and incidence rates. A rough estimate for the U.S. national annual treatment cost-savings from early cancer diagnosis is in 11 digits. Using this estimate and cost-neutrality, we also estimate a rough upper bound on the cost of a routine early cancer screening test.
Journal Article
Molecular profiling reveals novel therapeutic targets and clonal evolution in ovarian clear cell carcinoma
by
Chao, An-Shine
,
Huang, Huei-Jean
,
Lin, Chiao-Yun
in
5' Untranslated regions
,
Analysis
,
Biomedical and Life Sciences
2024
Background
Ovarian clear cell carcinoma (OCCC) has a disproportionately high incidence among women in East Asia. Patients diagnosed with OCCC tend to experience worse clinical outcomes than those with high-grade serous carcinoma (HGSC) at advanced stages. The unfavorable prognosis of OCCC can be partly attributed to its frequent resistance to conventional chemotherapy. Within a precision medicine framework, we sought to provide a comprehensive molecular characterization of OCCC using whole-exome sequencing to uncover potential molecular targets that may inform novel therapeutic strategies.
Methods
We performed whole-exome sequencing analysis on tumor-normal paired samples from 102 OCCC patients. This comprehensive genomic characterization of a substantial cohort of OCCC specimens was coupled with an analysis of clonal progression.
Results
On analyzing 102 OCCC samples,
ARID1A
(67%) and
PIK3CA
(49%) emerged as the most frequently mutated driver genes. We identified tier 1 or 2 clinically actionable molecular targets in 40% of cases. This included DNA mismatch repair deficiency (
n
= 1), as well as
BRCA2
(
n
= 1),
PIK3CA
(
n
= 36),
KRAS
G12C
(
n
= 1), and
ATM
(
n
= 4) mutations. Furthermore, 45% of OCCC samples displayed
ARID1A
biallelic loss. Interestingly, we identified previously unreported mutations in the 5’ untranslated region of the
TERT
gene that harbored an adverse prognostic significance. Clock-like mutational processes and activated APOBECs were major drivers of somatic point mutations. Mutations arising from DNA mismatch repair deficiency were uncommon. Reconstruction of clonal evolution revealed that early genetic events likely driving tumorigenesis included mutations in the
ARID1A
,
PIK3CA
,
TERT
,
KRAS
, and
TP53
genes.
Conclusions
Our study provides a comprehensive characterization of the genomic landscape and clonal evolution in OCCC within a substantial cohort. These findings unveil potentially actionable molecular alterations that could be leveraged to develop targeted therapies.
Journal Article
Whole‐exome sequencing of breast cancer, malignant peripheral nerve sheath tumor and neurofibroma from a patient with neurofibromatosis type 1
by
Madhukumar, Preetha
,
Rajasegaran, Vikneswari
,
Ngeow, Joanne
in
Adult
,
Amino acids
,
Brain tumors
2015
Neurofibromatosis type 1 (NF1) is a genetic disorder characterized by the development of multiple neurofibromas, cafe‐au‐lait spots, and Lisch nodules. Individuals with NF1 are at increased risk of developing various tumors, such as malignant peripheral nerve sheath tumor (MPNST), pheochromocytoma, leukemia, glioma, rhabdomyosarcoma, and breast cancer. Here, we describe the exome sequencing of breast cancer, MPNST, and neurofibroma from a patient with NF1. We identified a germline mutation in the NF1 gene which resulted in conversion of leucine to proline at amino acid position 847. In addition, we showed independent somatic NF1 mutations in all the three tumors (frameshift insertion in breast cancer (p.A985fs), missense mutation in MPNST (p.G23R), and inframe deletion in dermal neurofibroma (p.L1876del‐Inf)), indicating that a second hit in NF1 resulting in the loss of function could be important for tumor formation. Each tumor had a distinct genomic profile with mutually exclusive mutations in different genes. Copy number analysis revealed multiple copy number alterations in the breast cancer and the MPNST, but not the benign neurofibroma. Germline loss of chromosome 6q22.33, which harbors two potential tumor suppressor genes, PTPRK and LAMA2, was also identified; this may increase tumor predisposition further. In the background of NF1 syndrome, although second‐hit NF1 mutation is critical in tumorigenesis, different additional mutations are required to drive the formation of different tumors.
Exome sequencing of breast cancer, malignant peripheral nerve sheath tumor (MPNST), and neurofibroma from an Neurofibromatosis type 1 (NF1) patient reveal independent second‐hit somatic NF1 mutations in all three tumors. The additional genomic aberrations required to drive the formation of different types of tumors are, however, distinct. The novel finding of germline loss of PTPRK and LAMA2 may also increase tumor predisposition.
Journal Article
Exome sequencing of gastric adenocarcinoma identifies recurrent somatic mutations in cell adhesion and chromatin remodeling genes
by
Rajasegaran, Vikneswari
,
Lee, Minghui
,
Zhang, Shen Li
in
631/208/514/1948
,
631/208/68
,
631/208/69
2012
Patrick Tan, Bin Tean Teh, Steve Rozen and colleagues report recurrent somatic mutations in the cell-adhesion gene
FAT4
and the chromatin-remodeling gene
ARID1A
in gastric adenocarcinomas. Their data suggest that
FAT4
functions as a tumor suppressor by maintaining proper cell adhesion and preventing malignant cell migration.
Gastric cancer is a major cause of global cancer mortality. We surveyed the spectrum of somatic alterations in gastric cancer by sequencing the exomes of 15 gastric adenocarcinomas and their matched normal DNAs. Frequently mutated genes in the adenocarcinomas included
TP53
(11/15 tumors),
PIK3CA
(3/15) and
ARID1A
(3/15). Cell adhesion was the most enriched biological pathway among the frequently mutated genes. A prevalence screening confirmed mutations in
FAT4
, a cadherin family gene, in 5% of gastric cancers (6/110) and
FAT4
genomic deletions in 4% (3/83) of gastric tumors. Frequent mutations in chromatin remodeling genes (
ARID1A, MLL3
and
MLL
) also occurred in 47% of the gastric cancers. We detected
ARID1A
mutations in 8% of tumors (9/110), which were associated with concurrent
PIK3CA
mutations and microsatellite instability. In functional assays, we observed both
FAT4
and
ARID1A
to exert tumor-suppressor activity. Somatic inactivation of
FAT4
and
ARID1A
may thus be key tumorigenic events in a subset of gastric cancers.
Journal Article
ETF Risk Models
2022
We discuss how to build ETF risk models. Our approach anchors on i) first building a multilevel (non-) binary classification/taxonomy for ETFs, which is utilized in order to define the risk factors, and ii) then building the risk models based on these risk factors by utilizing the heterotic risk model construction of [Kakushadze, 2015b] (for binary classifications) or general risk model construction of [Kakushadze and Yu, 2016a] (for non-binary classifications). We discuss how to build an ETF taxonomy using ETF constituent data. A multilevel ETF taxonomy can also be constructed by appropriately augmenting and expanding well-built and granular third-party single-level ETF groupings.
Journal Article
Recurrent mutations in topoisomerase IIα cause a previously undescribed mutator phenotype in human cancers
2022
Topoisomerases nick and reseal DNA to relieve torsional stress associated with transcription and replication and to resolve structures such as knots and catenanes. Stabilization of the yeast Top2 cleavage intermediates is mutagenic in yeast, but whether this extends to higher eukaryotes is less clear. Chemotherapeutic topoisomerase poisons also elevate cleavage, resulting in mutagenesis. Here, we describe p.K743N mutations in human topoisomerase hTOP2α and link them to a previously undescribed mutator phenotype in cancer. Overexpression of the orthologous mutant protein in yeast generated a characteristic pattern of 2- to 4-base pair (bp) duplications resembling those in tumors with p.K743N. Using mutant strains and biochemical analysis, we determined the genetic requirements of this mutagenic process and showed that it results from trapping of the mutant yeast yTop2 cleavage complex. In addition to 2- to 4-bp duplications, hTOP2α p.K743N is also associated with deletions that are absent in yeast. We call the combined pattern of duplications and deletions ID_TOP2α. All seven tumors carrying the hTOP2α p.K743N mutation showed ID_TOP2α, while it was absent from all other tumors examined (n = 12,269). Each tumor with the ID_TOP2α signature had indels in several known cancer genes, which included frameshift mutations in tumor suppressors PTEN and TP53 and an activating insertion in BRAF. Sequence motifs found at ID_TOP2α mutations were present at 80% of indels in cancer-driver genes, suggesting that ID_TOP2α mutagenesis may contribute to tumorigenesis. The results reported here shed further light on the role of topoisomerase II in genome instability.
Journal Article
Regulatory crosstalk between lineage-survival oncogenes KLF5, GATA4 and GATA6 cooperatively promotes gastric cancer development
by
Huang, Dachuan
,
Dominguez, Lourdes Trinidad M
,
Tan, Angie Lay Keng
in
Animals
,
Cell Proliferation
,
Cell Transformation, Neoplastic - genetics
2015
Objective Gastric cancer (GC) is a deadly malignancy for which new therapeutic strategies are needed. Three transcription factors, KLF5, GATA4 and GATA6, have been previously reported to exhibit genomic amplification in GC. We sought to validate these findings, investigate how these factors function to promote GC, and identify potential treatment strategies for GCs harbouring these amplifications. Design KLF5, GATA4 and GATA6 copy number and gene expression was examined in multiple GC cohorts. Chromatin immunoprecipitation with DNA sequencing was used to identify KLF5/GATA4/GATA6 genomic binding sites in GC cell lines, and integrated with transcriptomics to highlight direct target genes. Phenotypical assays were conducted to assess the function of these factors in GC cell lines and xenografts in nude mice. Results KLF5, GATA4 and GATA6 amplifications were confirmed in independent GC cohorts. Although factor amplifications occurred in distinct sets of GCs, they exhibited significant mRNA coexpression in primary GCs, consistent with KLF5/GATA4/GATA6 cross-regulation. Chromatin immunoprecipitation with DNA sequencing revealed a large number of genomic sites co-occupied by KLF5 and GATA4/GATA6, primarily located at gene promoters and exhibiting higher binding strengths. KLF5 physically interacted with GATA factors, supporting KLF5/GATA4/GATA6 cooperative regulation on co-occupied genes. Depletion and overexpression of these factors, singly or in combination, reduced and promoted cancer proliferation, respectively, in vitro and in vivo. Among the KLF5/GATA4/GATA6 direct target genes relevant for cancer development, one target gene, HNF4α, was also required for GC proliferation and could be targeted by the antidiabetic drug metformin, revealing a therapeutic opportunity for KLF5/GATA4/GATA6 amplified GCs. Conclusions KLF5/GATA4/GATA6 may promote GC development by engaging in mutual crosstalk, collaborating to maintain a pro-oncogenic transcriptional regulatory network in GC cells.
Journal Article
How to combine a billion alphas
2017
We give an explicit algorithm and source code for computing optimal weights for combining a large number
N
of alphas. This algorithm does not cost
O
(
N
3
)
or even
O
(
N
2
)
operations but is much cheaper, in fact, the number of required operations scales linearly with
N
. We discuss how in the absence of binary or quasi-binary “clustering” of alphas, which is not observed in practice, the optimization problem simplifies when
N
is large. Our algorithm does not require computing principal components or inverting large matrices, nor does it require iterations. The number of risk factors it employs, which typically is limited by the number of historical observations, can be sizably enlarged via using position data for the underlying tradables.
Journal Article
Exome sequencing identifies distinct mutational patterns in liver fluke–related and non-infection-related bile duct cancers
2013
Bin Tean Teh, Patrick Tan, Steven Rozen, Irinel Popescu and colleagues report exome sequencing of cholangiocarcinomas, including cases caused by liver fluke (
Opisthorchis viverrini
) infection and cases caused by non–
O. viverrini
etiologies. They identify recurrent somatic mutations in
BAP1
and
ARID1A
and demonstrate different mutation patterns in liver fluke infection–related and non-infection-related cancers.
The impact of different carcinogenic exposures on the specific patterns of somatic mutation in human tumors remains unclear. To address this issue, we profiled 209 cholangiocarcinomas (CCAs) from Asia and Europe, including 108 cases caused by infection with the liver fluke
Opisthorchis viverrini
and 101 cases caused by non–
O. viverrini
–related etiologies. Whole-exome sequencing (
n
= 15) and prevalence screening (
n
= 194) identified recurrent somatic mutations in
BAP1
and
ARID1A
, neither of which, to our knowledge, has previously been reported to be mutated in CCA. Comparisons between intrahepatic
O. viverrini
–related and non–
O. viverrini
–related CCAs demonstrated statistically significant differences in mutation patterns:
BAP1
,
IDH1
and
IDH2
were more frequently mutated in non–
O. viverrini
CCAs, whereas
TP53
mutations showed the reciprocal pattern. Functional studies demonstrated tumor suppressive functions for
BAP1
and
ARID1A
, establishing the role of chromatin modulators in CCA pathogenesis. These findings indicate that different causative etiologies may induce distinct somatic alterations, even within the same tumor type.
Journal Article
Exome sequencing of liver fluke–associated cholangiocarcinoma
2012
Bin Tean Teh and colleagues report exome sequencing of
Opisthorchis viverrini
–related cholangiocarcinoma, a fatal bile duct cancer associated with liver fluke infection.
Opisthorchis viverrini
–related cholangiocarcinoma (CCA), a fatal bile duct cancer, is a major public health concern in areas endemic for this parasite. We report here whole-exome sequencing of eight
O. viverrini
–related tumors and matched normal tissue. We identified and validated 206 somatic mutations in 187 genes using Sanger sequencing and selected 15 genes for mutation prevalence screening in an additional 46 individuals with CCA (cases). In addition to the known cancer-related genes
TP53
(mutated in 44.4% of cases),
KRAS
(16.7%) and
SMAD4
(16.7%), we identified somatic mutations in 10 newly implicated genes in 14.8–3.7% of cases. These included inactivating mutations in
MLL3
(in 14.8% of cases),
ROBO2
(9.3%),
RNF43
(9.3%) and
PEG3
(5.6%), and activating mutations in the
GNAS
oncogene (9.3%). These genes have functions that can be broadly grouped into three biological classes: (i) deactivation of histone modifiers, (ii) activation of G protein signaling and (iii) loss of genome stability. This study provides insight into the mutational landscape contributing to
O. viverrini
–related CCA.
Journal Article