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1.
Nat Biomed Eng ; 3(7): 571-582, 2019 07.
Article in English | MEDLINE | ID: mdl-30962586

ABSTRACT

Patient-specific human-induced pluripotent stem cells (hiPSCs) hold great promise for the modelling of genetic disorders. However, these cells display wide intra- and interindividual variations in gene expression, which makes distinguishing true-positive and false-positive phenotypes challenging. Data from hiPSC phenotypes and human embryonic stem cells (hESCs) harbouring the same disease mutation are also lacking. Here, we report a comparison of the molecular, cellular and functional characteristics of three congruent patient-specific cell types-hiPSCs, hESCs and direct-lineage-converted cells-derived from currently available differentiation and direct-reprogramming technologies for use in the modelling of Charcot-Marie-Tooth 1A, a human genetic Schwann-cell disorder featuring a 1.4 Mb chromosomal duplication. We find that the chemokines C-X-C motif ligand chemokine-1 (CXCL1) and macrophage chemoattractant protein-1 (MCP1) are commonly upregulated in all three congruent models and in clinical patient samples. The development of congruent models of a single genetic disease using somatic cells from a common patient will facilitate the search for convergent phenotypes.


Subject(s)
Chemokine CCL2/genetics , Chemokine CXCL1/genetics , Genetic Diseases, Inborn , Induced Pluripotent Stem Cells/metabolism , Schwann Cells/metabolism , Adult , Animals , CRISPR-Cas Systems , Cell Differentiation/genetics , Cell Line , Cell Lineage/genetics , Cells, Cultured , Cellular Reprogramming , Chemokine CCL2/metabolism , Chemokine CXCL1/metabolism , Chemokines , Embryonic Stem Cells/pathology , Female , Gene Editing , Gene Expression , Gene Expression Profiling , Genetic Predisposition to Disease/genetics , Human Genetics , Humans , Induced Pluripotent Stem Cells/pathology , Male , Mice , Mice, Inbred NOD , Myelin Proteins/genetics , Myelin Proteins/metabolism , Octamer Transcription Factor-3/genetics , Octamer Transcription Factor-3/metabolism , Phenotype , Rats , SOXE Transcription Factors/genetics , SOXE Transcription Factors/metabolism , Schwann Cells/pathology , Transplantation
2.
Fertil Steril ; 99(7): 1905-11, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23522806

ABSTRACT

OBJECTIVE: To test whether the probability of having a live birth (LB) with the first IVF cycle (C1) can be predicted and personalized for patients in diverse environments. DESIGN: Retrospective validation of multicenter prediction model. SETTING: Three university-affiliated outpatient IVF clinics located in different countries. PATIENT(S): Using primary models aggregated from >13,000 C1s, we applied the boosted tree method to train a preIVF-diversity model (PreIVF-D) with 1,061 C1s from 2008 to 2009, and validated predicted LB probabilities with an independent dataset comprising 1,058 C1s from 2008 to 2009. INTERVENTION(S): None. MAIN OUTCOME MEASURE(S): Predictive power, reclassification, receiver operator characteristic analysis, calibration, dynamic range. RESULT(S): Overall, with PreIVF-D, 86% of cases had significantly different LB probabilities compared with age control, and more than one-half had higher LB probabilities. Specifically, 42% of patients could have been identified by PreIVF-D to have a personalized predicted success rate >45%, whereas an age-control model could not differentiate them from others. Furthermore, PreIVF-D showed improved predictive power, with 36% improved log-likelihood (or 9.0-fold by log-scale; >1,000-fold linear scale), and prediction errors for subgroups ranged from 0.9% to 3.7%. CONCLUSION(S): Validated prediction of personalized LB probabilities from diverse multiple sources identify excellent prognoses in more than one-half of patients.


Subject(s)
Decision Support Techniques , Fertilization in Vitro , Live Birth , Precision Medicine , Boston , Canada , Female , Humans , Likelihood Functions , Male , Models, Statistical , Ontario , Predictive Value of Tests , Pregnancy , Probability , ROC Curve , Reproducibility of Results , Retrospective Studies , Spain , Treatment Outcome
3.
Fertil Steril ; 98(4): 1037-42, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22771028

ABSTRACT

OBJECTIVE: To determine the frequency of clinical discordance between antimüllerian hormone (AMH, ng/mL) and follicle-stimulating hormone (FSH, IU/L) by use of cut points defined by response to controlled ovarian stimulation in the same serum samples drawn on estradiol-confirmed, menstrual cycle days 2 to 4. DESIGN: Retrospective analysis. SETTING: Fertility centers in 30 U.S. states and a single reference laboratory with uniform testing protocols. PATIENT(S): 5,354 women, 20 to 45 years of age. INTERVENTION(S): None. MAIN OUTCOME MEASURE(S): Frequency of discordance between serum AMH and FSH values. RESULT(S): Of the 5,354 women tested, 1 in 5 had discordant AMH and FSH values defined as AMH <0.8 (concerning) with FSH <10 (reassuring) or AMH ≥ 0.8 (reassuring) with FSH ≥ 10 (concerning). Of the women with reassuring FSH values (n = 4,469), the concerning AMH values were found in 1 in 5 women in a highly age-dependent fashion, ranging from 1 in 11 women under 35 years of age to 1 in 3 women above 40 years of age. On the other hand, of the women with reassuring AMH values (n = 3,742), 1 in 18 had concerning FSH values, a frequency that did not vary in a statistically significant fashion by age. CONCLUSION(S): Clinical discordance in serum AMH and FSH values was frequent and age dependent using common clinical cut points, a large patient population, one reference laboratory, and uniform testing methodology. This conclusion is generalizable to women undergoing fertility evaluation, although AMH testing has not been standardized among laboratories, and the cut points presented are specific to the laboratory in this study.


Subject(s)
Anti-Mullerian Hormone/blood , Chemistry, Clinical/standards , Estradiol/blood , Follicle Stimulating Hormone, Human/blood , Menstrual Cycle/physiology , Ovulation Induction/standards , Adult , Age Factors , Chemistry, Clinical/methods , Female , Fertility/physiology , Humans , Middle Aged , Oocytes/cytology , Ovulation Induction/methods , Predictive Value of Tests , Prognosis , Reference Standards , Reproductive Medicine/methods , Reproductive Medicine/standards , Retrospective Studies , United States , Young Adult
4.
Fertil Steril ; 98(1): 69-76, 2012 Jul.
Article in English | MEDLINE | ID: mdl-22673597

ABSTRACT

OBJECTIVE: To report and evaluate the performance and utility of an approach to predicting IVF-double embryo transfer (DET) multiple birth risks that is evidence-based, clinic-specific, and considers each patient's clinical profile. DESIGN: Retrospective prediction modeling. SETTING: An outpatient university-affiliated IVF clinic. PATIENT(S): We used boosted tree methods to analyze 2,413 independent IVF-DET treatment cycles that resulted in live births. The IVF cycles were retrieved from a database that comprised more than 33,000 IVF cycles. INTERVENTION(S): None. MAIN OUTCOME MEASURE(S): The performance of this prediction model, MBP-BIVF, was validated by an independent data set, to evaluate predictive power, discrimination, dynamic range, and reclassification. RESULT(S): Multiple birth probabilities ranging from 11.8% to 54.8% were predicted by the model and were significantly different from control predictions in more than half of the patients. The prediction model showed an improvement of 146% in predictive power and 16.0% in discrimination over control. The population standard error was 1.8%. CONCLUSION(S): We showed that IVF patients have inherently different risks of multiple birth, even when DET is specified, and this risk can be predicted before ET. The use of clinic-specific prediction models provides an evidence-based and personalized method to counsel patients.


Subject(s)
Embryo Transfer/adverse effects , Fertilization in Vitro/adverse effects , Infertility/diagnosis , Infertility/therapy , Models, Statistical , Multiple Birth Offspring , Adult , Embryo Transfer/methods , Female , Fertilization in Vitro/methods , Forecasting/methods , Humans , Individuality , Infertility/epidemiology , Male , Multiple Birth Offspring/statistics & numerical data , Pregnancy , Pregnancy, Multiple/statistics & numerical data , Probability , Prognosis , Retrospective Studies , Risk Factors , Treatment Outcome
5.
Fertil Steril ; 88(2): 497.e13-4, 2007 Aug.
Article in English | MEDLINE | ID: mdl-17397840

ABSTRACT

OBJECTIVE: To present two case reports of techniques for removal of the Essure (Conceptus, Inc., Mountain View, CA) hysteroscopic tubal occlusion device. DESIGN: Case report. SETTING: University-affiliated teaching hospital. PATIENT(S): Two women requesting removal of Essure devices because of persistent pelvic pain up to 6 weeks after placement. INTERVENTION(S): Hysteroscopic and laparoscopic removal of the Essure microinserts. No institutional review board approval was obtained because the procedures were not part of a study protocol. MAIN OUTCOME MEASURE(S): Effective removal of the Essure device and resolution of pelvic pain symptoms. RESULT(S): Successful removal of the device was achieved in both patients. In one case, the procedure was performed entirely by hysteroscopy. In the other case, a laparoscopic approach was required because of a lack of visualization of the device. Pain symptoms resolved within 2 weeks of removal in both patients. CONCLUSION(S): These are the first reported cases of successful removal of the Essure tubal occlusion devices up to 6 weeks after placement. This procedure can be safely performed with the use of hysteroscopy if the inserts are clearly visualized. Laparoscopy is an alternative when the device is completely within the fallopian tube. Further study is needed to assess the functionality of the tube after the procedure, as well as feasibility of removal beyond 6 weeks.


Subject(s)
Contraceptive Devices , Device Removal/methods , Hysteroscopy , Sterilization, Tubal/instrumentation , Abdominal Pain/etiology , Adult , Contraceptive Devices/adverse effects , Female , Humans , Middle Aged
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