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Dive into the research topics where Colin L. Colby is active.

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Featured researches published by Colin L. Colby.


Journal of Clinical Oncology | 2012

Revised Prognostic Staging System for Light Chain Amyloidosis Incorporating Cardiac Biomarkers and Serum Free Light Chain Measurements

Shaji Kumar; Angela Dispenzieri; Martha Q. Lacy; Suzanne R. Hayman; Francis Buadi; Colin L. Colby; Kristina Laumann; Steve R. Zeldenrust; Nelson Leung; David Dingli; Philip R. Greipp; John A. Lust; Stephen J. Russell; Robert A. Kyle; S. Vincent Rajkumar; Morie A. Gertz

PURPOSE Cardiac involvement predicts poor prognosis in light chain (AL) amyloidosis, and the current prognostic classification is based on cardiac biomarkers troponin-T (cTnT) and N-terminal pro-B-type natriuretic peptide (NT-ProBNP). However, long-term outcome is dependent on the underlying plasma cell clone, and incorporation of clonal characteristics may allow for better risk stratification. PATIENTS AND METHODS We developed a prognostic model based on 810 patients with newly diagnosed AL amyloidosis, which was further examined in two other datasets: 303 patients undergoing stem-cell transplantation, and 103 patients enrolled onto different clinical trials. RESULTS We examined the prognostic value of plasma cell-related characteristics (ie, difference between involved and uninvolved light chain [FLC-diff], marrow plasma cell percentage, circulating plasma cells, plasma cell labeling index, and β(2) microglobulin). In a multivariate model that included these characteristics as well as cTnT and NT-ProBNP, only FLC-diff, cTnT, and NT-ProBNP were independently prognostic for overall survival (OS). Patients were assigned a score of 1 for each of FLC-diff ≥ 18 mg/dL, cTnT ≥ 0.025 ng/mL, and NT-ProBNP ≥ 1,800 pg/mL, creating stages I to IV with scores of 0 to 3 points, respectively. The proportions of patients with stages I, II, III and IV disease were 189 (25%), 206 (27%), 186 (25%) and 177 (23%), and their median OS from diagnosis was 94.1, 40.3, 14, and 5.8 months, respectively (P < .001). This classification system was validated in the other datasets. CONCLUSION Incorporation of serum FLC-diff into the current staging system improves risk stratification for patients with AL amyloidosis and will help develop risk-adapted therapies for AL amyloidosis.


The Lancet | 2010

Prevalence and risk of progression of light-chain monoclonal gammopathy of undetermined significance: a retrospective population-based cohort study

Angela Dispenzieri; Jerry A. Katzmann; Robert A. Kyle; Dirk R. Larson; L. Joseph Melton; Colin L. Colby; Terry M. Therneau; Raynell J. Clark; Shaji Kumar; Arthur R. Bradwell; Rafael Fonseca; Dianne Jelinek; S. Vincent Rajkumar

BACKGROUND Monoclonal gammopathy of undetermined significance (MGUS) is defined by expression of heavy-chain immunoglobulin (IgH) and is the precursor lesion for 80% of cases of multiple myeloma. The remaining 20% are characterised by absence of IgH expression; we aimed to assess prevalence of a corresponding precursor entity, light-chain MGUS. METHODS We used a population-based cohort, previously assembled to estimate MGUS prevalence, of 21,463 residents of Olmsted County, MN, USA, aged 50 years and older. We did a serum free light-chain assay on all samples with sufficient serum remaining, and immunofixation electrophoresis was done for all samples with an abnormal free light-chain ratio or abnormal protein electrophoresis results from the original study. Light-chain MGUS was defined as an abnormal free light-chain ratio with no IgH expression, plus increased concentration of the involved light chain. We calculated age-specific and sex-specific prevalence and rates of progression to lymphoproliferative disorders for light-chain and conventional MGUS and assessed incidence of renal disorders in patients with light-chain MGUS. FINDINGS 610 (3.3%) of 18,357 people tested had an abnormal free light-chain ratio, of whom 213 had IgH expression that was diagnostic of conventional MGUS. 146 of the remaining 397 individuals had an increase of at least one free light chain and met criteria for light-chain MGUS. Prevalence of light-chain MGUS was 0.8% (95% CI 0.7-0.9), contributing to an overall MGUS prevalence of 4.2% (3.9-4.5). Risk of progression to multiple myeloma in patients with light-chain MGUS was 0.3% (0.1-0.8) per 100 person-years. 30 (23%) of 129 patients with light-chain MGUS were diagnosed with renal disease. INTERPRETATION We define a clinical entity representing the light-chain equivalent of conventional MGUS and posing a risk of progression to light-chain multiple myeloma and related disorders. FUNDING US National Cancer Institute.


Blood | 2010

Serum immunoglobulin free light-chain measurement in primary amyloidosis: prognostic value and correlations with clinical features

Shaji Kumar; Angela Dispenzieri; Jerry A. Katzmann; Dirk R. Larson; Colin L. Colby; Martha Q. Lacy; Suzanne R. Hayman; Francis Buadi; Nelson Leung; Steve R. Zeldenrust; Marina Ramirez-Alvarado; Raynell J. Clark; Robert A. Kyle; S. Vincent Rajkumar; Morie A. Gertz

Immunoglobulin free light chains (FLCs) are the precursors of amyloid fibrils in primary amyloidosis (AL). We studied the relationship between FLC levels and clinical features in 730 patients with newly diagnosed AL. The plasma cell clone was λ in 72% patients, and κ in 28% patients. κ-AL had more GI tract and liver involvement, where as renal involvement was more with λ-AL. While the overall survival (OS) was similar for κ and λ-AL, the median OS for those without an identifiable serum heavy chain was significantly shorter (12.6 vs 29.9 months; P = .02). The OS was shorter among those with a higher dFLC (involved FLC-uninvolved FLC; κ > 29.4 mg/dL or λ > 18.2 mg/dL using median for cutoff); 10.9 vs 37.1 months; P < .001. In multivariate analysis, dFLC was independent of other prognostic factors. The type of light chain impacts the spectrum of organ involvement and the FLC burden correlates with survival in AL.


Blood | 2009

Increased Risk of Monoclonal Gammopathy in First-Degree Relatives of Patients with Multiple Myeloma or Monoclonal Gammopathy of Undetermined Significance.

Celine M. Vachon; Robert A. Kyle; Terry M. Therneau; Barbara J. Foreman; Dirk R. Larson; Colin L. Colby; Tara K. Phelps; A Dispenzieri; Shaji Kumar; Jerry A. Katzmann; S. Vincent Rajkumar

We examined whether monoclonal gammopathy of undetermined significance (MGUS) is increased in first-degree relatives of multiple myeloma (MM) or MGUS patients. Probands were recruited from a population-based prevalence study (MGUS) and the Mayo Clinic (MM). Serum samples were collected from first-degree relatives older than 40 years and subjected to electrophoresis and immunofixation. The prevalence of MGUS in relatives was compared with population-based rates. Nine-hundred eleven relatives of 232 MM and 97 MGUS probands were studied. By electrophoresis, MGUS was detected in 55 (6%) relatives, and immunofixation identified 28 additional relatives for an age- and sex-adjusted prevalence of 8.1% (95% CI, 6.3 to 9.8). The prevalence of MGUS in relatives increased with age (1.9%, 6.9%, 11.6%, 14.6%, 21.0% for ages 40-49, 50-59, 60-69, 70-79, >/= 80 years, respectively; P < .001). Using similar MGUS detection methods, there was a higher risk of MGUS in relatives (age-adjusted risk ratio [RR], 2.6; 95% CI, 1.9 to 3.4) compared with the reference population. The increased risk was seen among relatives of MM (RR, 2.0; 95% CI, 1.4 to 2.8) and MGUS probands (RR, 3.3; 95% CI, 2.1 to 4.8). The increased risk of MGUS in first-degree relatives of MGUS or MM patients implies shared environment and/or genetics.


Leukemia | 2013

Suppression of uninvolved immunoglobulins defined by heavy/light chain pair suppression is a risk factor for progression of MGUS.

Jerry A. Katzmann; Raynell J. Clark; Robert A. Kyle; Dirk R. Larson; T M Therneau; L J Melton; Joanne T. Benson; Colin L. Colby; A Dispenzieri; Ola Landgren; Shaji Kumar; Arthur R. Bradwell; James R. Cerhan; S V Rajkumar

We hypothesized that the suppression of uninvolved immunoglobulin in monoclonal gammopathy of undetermined significance (MGUS) as detected by suppression of the isotype-specific heavy and light chain (HLC-pair suppression) increases the risk of progression to malignancy. This approach required quantitation of individual heavy/light chains (for example, IgGλ in IgGκ MGUS patients). Of 1384 MGUS patients from Southeastern Minnesota seen at the Mayo Clinic from 1960 to 1994, baseline serum samples obtained within 30 days of diagnosis were available in 999 persons. We identified HLC-pair suppression in 27% of MGUS patient samples compared with 11% of patients with suppression of uninvolved IgG, IgA or IgM. HLC-pair suppression was a significant risk factor for progression (hazard ratio (HR), 2.3; 95% confidence interval (CI) 1.5–3.7; P<0.001). On multivariate analysis, HLC-pair suppression was an independent risk factor for progression to malignancy in combination with serum M-spike size, heavy chain isotype and free light chain ratio (HR, 1.8; 95% CI, 1.1–3.00; P=0.018). The finding that HLC-pair suppression predicts progression in MGUS and occurs several years before malignant transformation has implications for myeloma biology.


BMC Bioinformatics | 2012

SNP interaction detection with Random Forests in high-dimensional genetic data

Stacey J. Winham; Colin L. Colby; Robert R. Freimuth; Xin Wang; Mariza de Andrade; Marianne Huebner; Joanna M. Biernacka

BackgroundIdentifying variants associated with complex human traits in high-dimensional data is a central goal of genome-wide association studies. However, complicated etiologies such as gene-gene interactions are ignored by the univariate analysis usually applied in these studies. Random Forests (RF) are a popular data-mining technique that can accommodate a large number of predictor variables and allow for complex models with interactions. RF analysis produces measures of variable importance that can be used to rank the predictor variables. Thus, single nucleotide polymorphism (SNP) analysis using RFs is gaining popularity as a potential filter approach that considers interactions in high-dimensional data. However, the impact of data dimensionality on the power of RF to identify interactions has not been thoroughly explored. We investigate the ability of rankings from variable importance measures to detect gene-gene interaction effects and their potential effectiveness as filters compared to p-values from univariate logistic regression, particularly as the data becomes increasingly high-dimensional.ResultsRF effectively identifies interactions in low dimensional data. As the total number of predictor variables increases, probability of detection declines more rapidly for interacting SNPs than for non-interacting SNPs, indicating that in high-dimensional data the RF variable importance measures are capturing marginal effects rather than capturing the effects of interactions.ConclusionsWhile RF remains a promising data-mining technique that extends univariate methods to condition on multiple variables simultaneously, RF variable importance measures fail to detect interaction effects in high-dimensional data in the absence of a strong marginal component, and therefore may not be useful as a filter technique that allows for interaction effects in genome-wide data.


Mayo Clinic Proceedings | 2012

Use of Nonclonal Serum Immunoglobulin Free Light Chains to Predict Overall Survival in the General Population

Angela Dispenzieri; Jerry A. Katzmann; Robert A. Kyle; Dirk R. Larson; Terry M. Therneau; Colin L. Colby; Raynell J. Clark; Graham P. Mead; Shaji Kumar; L. Joseph Melton; S. Vincent Rajkumar

OBJECTIVE To determine whether the free light chain (FLC) assay provides prognostic information relevant to the general population. METHODS After excluding persons with a known plasma cell disorder, we studied 15,859 Olmsted County, Minnesota, residents 50 years or older in whom unmasked data and samples for FLC testing were available. Baseline information was obtained between March 13, 1995, and November 21, 2003, and follow-up status and cause of death were identified through June 30, 2009. The κ and λ FLC sum (Σ FLC) was evaluated for its ability to predict overall survival. Specific causes of death were also investigated. RESULTS In 158,003 person-years of follow-up, 4348 individuals died. A high Σ FLC was significantly predictive of worse overall survival; the risk ratio for death for those with the highest decile of Σ FLC (ie, ≥ 4.72 mg/dL) was 4.4 (95% confidence interval, 4.1-4.7) relative to the remaining study participants. Multivariate analyses demonstrated that this excess risk of death was independent of age, sex, and renal insufficiency, with a corrected risk ratio of 2.1 (95% confidence interval, 1.9-2.2). The increased mortality was not restricted to any particular cause of death because the observed-to-expected risk of death from most causes was significantly higher among those individuals with an antecedent Σ FLC of 4.72 mg/dL or higher, which is near the upper limit of normal for the test. CONCLUSION A nonclonal elevation of Σ FLC is a significant predictor of worse overall survival in the general population of persons without plasma cell disorders.


Mayo Clinic Proceedings | 2012

Incidence of monoclonal gammopathy of undetermined significance and estimation of duration before first clinical recognition

Terry M. Therneau; Robert A. Kyle; L. Joseph Melton; Dirk R. Larson; Joanne T. Benson; Colin L. Colby; Angela Dispenzieri; Shaji Kumar; Jerry A. Katzmann; James R. Cerhan; S. Vincent Rajkumar

OBJECTIVES To determine the incidence of monoclonal gammopathy of undetermined significance (MGUS) in the general population and to estimate the duration of occult MGUS before first diagnosis. METHODS To estimate incidence we used innovative methods to exploit the Olmsted County, Minnesota, MGUS prevalence data, along with follow-up from a large cohort of patients with clinically detected MGUS. The prevalence cohort consisted of 21,463 persons systematically screened for the presence or absence of MGUS. The clinical cohort consisted of 7472 patients with MGUS diagnosed at Mayo Clinic from January 1, 1990, to May 13, 2010. The incidence of MGUS was estimated using the prevalence estimates, the rate of MGUS progression, and the death rates from MGUS using Markov chain methods. RESULTS We estimate that the annual incidence of MGUS in men is 120 per 100,000 population at the age of 50 years and increases to 530 per 100,000 population at the age of 90 years. The rates for women are 60 per 100,000 population at the age of 50 years and 370 per 100,000 population at the age of 90 years. We estimate that 56% of women 70 years of age diagnosed as having MGUS have had the condition for more than 10 years, including 28% for more than 20 years. Corresponding values for men are 55% and 31%, respectively. At 60 years of age, the proportion of prevalent cases that are clinically recognized is 13%. This rate increases to 33% at the age of 80 years. CONCLUSION In addition to an accumulation of cases, the age-related increase in prevalence of MGUS is related to a true increase in incidence with age. When first clinically recognized, MGUS has likely been present in an undetected state for a median duration of more than 10 years.


Blood | 2010

Impact of optimal follow-up of monoclonal gammopathy of undetermined significance on early diagnosis and prevention of myeloma-related complications.

Giada Bianchi; Robert A. Kyle; Colin L. Colby; Dirk R. Larson; Shaji Kumar; Jerry A. Katzmann; Angela Dispenzieri; Terry M. Therneau; James R. Cerhan; L. Joseph Melton; S. Vincent Rajkumar

Monoclonal gammopathy of undetermined significance (MGUS) is associated with a long-term risk of progression to multiple myeloma (MM) or related malignancy. To prevent serious myeloma-related complications, lifelong annual follow-up has been recommended, but its value is unknown. We reviewed all patients from southeastern Minnesota seen at Mayo Clinic between 1973 and 2004 with MGUS who subsequently progressed to MM. Of 116 patients, 69% had optimal follow-up of MGUS. Among these, abnormalities on serial follow-up laboratory testing led to the diagnosis of MM in 16%, whereas MM was diagnosed only after serious MM-related complications in 45%. In the remaining, workup of less serious symptoms (25%), incidental finding during workup of unrelated medical conditions (11%), and unknown (3%) were the mechanisms leading to MM diagnosis. High-risk MGUS patients (≥ 1.5 g/dL and/or non-IgG MGUS) were more likely to be optimally followed (81% vs 64%), and be diagnosed with MM secondary to serial follow-up testing (21% vs 7%). This retrospective study suggests that routine annual follow-up of MGUS may not be required in low-risk MGUS. Future studies are needed to replicate and expand our findings and to determine the optimal frequency of monitoring in higher-risk MGUS patients.


Blood | 2009

The importance of bone marrow examination in determining complete response to therapy in patients with multiple myeloma.

Cheng E. Chee; Shaji Kumar; Dirk R. Larson; Robert A. Kyle; Angela Dispenzieri; Morie A. Gertz; Colin L. Colby; S. Vincent Rajkumar

The current definition of complete response in multiple myeloma includes a requirement for a bone marrow (BM) examination showing less than 5% plasma cells in addition to negative serum and urine immunofixation. There have been suggestions to eliminate the need for BM examinations when defining complete response. We evaluated 92 patients with multiple myeloma who achieved negative immunofixation in the serum and urine after therapy and found that 14% had BM plasma cells more than or equal to 5%. Adding a requirement for normalization of the serum-free light chain ratio to negative immunofixation studies did not negate the need for BM studies; 10% with a normal serum-free light chain ratio had BM plasma cells more than or equal to 5%. We also found that, on achieving immunofixation-negative status, patients with less than 5% plasma cells in the BM had improved overall survival compared with those with 5% or more BM plasma cells (6.2 years vs 2.3 years, respectively; P = .01).

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