1.Validity of patient-derived xenograft mouse models for lung cancer based on exome sequencing data
Jaewon KIM ; Hwanseok RHEE ; Jhingook KIM ; Sanghyuk LEE
Genomics & Informatics 2020;18(1):e3-
Patient-derived xenograft (PDX) mouse models are frequently used to test the drug efficacy in diverse types of cancer. They are known to recapitulate the patient characteristics faithfully, but a systematic survey with a large number of cases is yet missing in lung cancer. Here we report the comparison of genomic characters between mouse and patient tumor tissues in lung cancer based on exome sequencing data. We established PDX mouse models for 132 lung cancer patients and performed whole exome sequencing for trio samples of tumor-normal-xenograft tissues. Then we computed the somatic mutations and copy number variations, which were used to compare the PDX and patient tumor tissues. Genomic and histological conclusions for validity of PDX models agreed in most cases, but we observed eight (~7%) discordant cases. We further examined the changes in mutations and copy number alterations in PDX model production and passage processes, which highlighted the clonal evolution in PDX mouse models. Our study shows that the genomic characterization plays complementary roles to the histological examination in cancer studies utilizing PDX mouse models.
2.Validity of patient-derived xenograft mouse models for lung cancer based on exome sequencing data
Jaewon KIM ; Hwanseok RHEE ; Jhingook KIM ; Sanghyuk LEE
Genomics & Informatics 2020;18(1):e3-
Patient-derived xenograft (PDX) mouse models are frequently used to test the drug efficacy in diverse types of cancer. They are known to recapitulate the patient characteristics faithfully, but a systematic survey with a large number of cases is yet missing in lung cancer. Here we report the comparison of genomic characters between mouse and patient tumor tissues in lung cancer based on exome sequencing data. We established PDX mouse models for 132 lung cancer patients and performed whole exome sequencing for trio samples of tumor-normal-xenograft tissues. Then we computed the somatic mutations and copy number variations, which were used to compare the PDX and patient tumor tissues. Genomic and histological conclusions for validity of PDX models agreed in most cases, but we observed eight (~7%) discordant cases. We further examined the changes in mutations and copy number alterations in PDX model production and passage processes, which highlighted the clonal evolution in PDX mouse models. Our study shows that the genomic characterization plays complementary roles to the histological examination in cancer studies utilizing PDX mouse models.
3.Metabolic Syndrome Prediction Using Machine Learning Models with Genetic and Clinical Information from a Nonobese Healthy Population
Eun Kyung CHOE ; Hwanseok RHEE ; Seungjae LEE ; Eunsoon SHIN ; Seung Won OH ; Jong Eun LEE ; Seung Ho CHOI
Genomics & Informatics 2018;16(4):e31-
The prevalence of metabolic syndrome (MS) in the nonobese population is not low. However, the identification and risk mitigation of MS are not easy in this population. We aimed to develop an MS prediction model using genetic and clinical factors of nonobese Koreans through machine learning methods. A prediction model for MS was designed for a nonobese population using clinical and genetic polymorphism information with five machine learning algorithms, including naïve Bayes classification (NB). The analysis was performed in two stages (training and test sets). Model A was designed with only clinical information (age, sex, body mass index, smoking status, alcohol consumption status, and exercise status), and for model B, genetic information (for 10 polymorphisms) was added to model A. Of the 7,502 nonobese participants, 647 (8.6%) had MS. In the test set analysis, for the maximum sensitivity criterion, NB showed the highest sensitivity: 0.38 for model A and 0.42 for model B. The specificity of NB was 0.79 for model A and 0.80 for model B. In a comparison of the performances of models A and B by NB, model B (area under the receiver operating characteristic curve [AUC] = 0.69, clinical and genetic information input) showed better performance than model A (AUC = 0.65, clinical information only input). We designed a prediction model for MS in a nonobese population using clinical and genetic information. With this model, we might convince nonobese MS individuals to undergo health checks and adopt behaviors associated with a preventive lifestyle.
Alcohol Drinking
;
Bays
;
Body Mass Index
;
Classification
;
Life Style
;
Machine Learning
;
Polymorphism, Genetic
;
Prevalence
;
ROC Curve
;
Sensitivity and Specificity
;
Smoke
;
Smoking
4.Gastrointestinal Symptoms in Diabetes Occur Long before Diabetic Complications
Hwanseok JUNG ; Eun-Jung RHEE ; Mi Yeon LEE ; Jung Ho PARK ; Dong Il PARK ; Woo Kyu JEON ; Chong Il SOHN
Korean Journal of Medicine 2024;99(4):210-218
Background/Aims:
Gastrointestinal (GI) manifestations are common in patients with diabetes complications, such as autonomic neuropathy. However, the prevalence of GI symptoms before the development of diabetes complications is unclear.
Methods:
We conducted an interview survey of functional GI disorders among patients with diabetes visiting the endocrinology clinic of a general hospital using the Rome III criteria. The survey consisted of questions regarding functional dyspepsia, irritable bowel syndrome, and functional constipation, including functional defecation disorder.
Results:
In total, 509 patients were included in the analysis. The patients were divided into three groups: prediabetes (n = 115), diabetes without neuropathy (n = 275), and diabetes with neuropathy (n = 119). With regard to GI symptoms, the prevalences of functional dyspepsia in the prediabetes, diabetes without neuropathy, and diabetes with neuropathy groups were 16.52%, 27.27%, and 23.53%, respectively; those of irritable bowel syndrome were 8.70%, 11.68%, and 16.81%, respectively, and those of functional constipation were 8.85%, 11.85%, and 15.25%, respectively. In the subgroup analysis, symptoms of postprandial distress syndrome (e.g., postprandial fullness and early satiety) were more prevalent than symptoms of epigastric pain. In the constipation group, symptoms of pelvic outlet obstruction (such as the sensation of anorectal obstruction or blockage and the need for manual maneuvers to facilitate defecation) were more prevalent than symptoms of slow-transit constipation.
Conclusions
The prevalence of functional GI disorders increases with diabetes severity. Diabetes-related GI symptoms appear long before the onset of diabetes complications.
5.Gastrointestinal Symptoms in Diabetes Occur Long before Diabetic Complications
Hwanseok JUNG ; Eun-Jung RHEE ; Mi Yeon LEE ; Jung Ho PARK ; Dong Il PARK ; Woo Kyu JEON ; Chong Il SOHN
Korean Journal of Medicine 2024;99(4):210-218
Background/Aims:
Gastrointestinal (GI) manifestations are common in patients with diabetes complications, such as autonomic neuropathy. However, the prevalence of GI symptoms before the development of diabetes complications is unclear.
Methods:
We conducted an interview survey of functional GI disorders among patients with diabetes visiting the endocrinology clinic of a general hospital using the Rome III criteria. The survey consisted of questions regarding functional dyspepsia, irritable bowel syndrome, and functional constipation, including functional defecation disorder.
Results:
In total, 509 patients were included in the analysis. The patients were divided into three groups: prediabetes (n = 115), diabetes without neuropathy (n = 275), and diabetes with neuropathy (n = 119). With regard to GI symptoms, the prevalences of functional dyspepsia in the prediabetes, diabetes without neuropathy, and diabetes with neuropathy groups were 16.52%, 27.27%, and 23.53%, respectively; those of irritable bowel syndrome were 8.70%, 11.68%, and 16.81%, respectively, and those of functional constipation were 8.85%, 11.85%, and 15.25%, respectively. In the subgroup analysis, symptoms of postprandial distress syndrome (e.g., postprandial fullness and early satiety) were more prevalent than symptoms of epigastric pain. In the constipation group, symptoms of pelvic outlet obstruction (such as the sensation of anorectal obstruction or blockage and the need for manual maneuvers to facilitate defecation) were more prevalent than symptoms of slow-transit constipation.
Conclusions
The prevalence of functional GI disorders increases with diabetes severity. Diabetes-related GI symptoms appear long before the onset of diabetes complications.
6.Gastrointestinal Symptoms in Diabetes Occur Long before Diabetic Complications
Hwanseok JUNG ; Eun-Jung RHEE ; Mi Yeon LEE ; Jung Ho PARK ; Dong Il PARK ; Woo Kyu JEON ; Chong Il SOHN
Korean Journal of Medicine 2024;99(4):210-218
Background/Aims:
Gastrointestinal (GI) manifestations are common in patients with diabetes complications, such as autonomic neuropathy. However, the prevalence of GI symptoms before the development of diabetes complications is unclear.
Methods:
We conducted an interview survey of functional GI disorders among patients with diabetes visiting the endocrinology clinic of a general hospital using the Rome III criteria. The survey consisted of questions regarding functional dyspepsia, irritable bowel syndrome, and functional constipation, including functional defecation disorder.
Results:
In total, 509 patients were included in the analysis. The patients were divided into three groups: prediabetes (n = 115), diabetes without neuropathy (n = 275), and diabetes with neuropathy (n = 119). With regard to GI symptoms, the prevalences of functional dyspepsia in the prediabetes, diabetes without neuropathy, and diabetes with neuropathy groups were 16.52%, 27.27%, and 23.53%, respectively; those of irritable bowel syndrome were 8.70%, 11.68%, and 16.81%, respectively, and those of functional constipation were 8.85%, 11.85%, and 15.25%, respectively. In the subgroup analysis, symptoms of postprandial distress syndrome (e.g., postprandial fullness and early satiety) were more prevalent than symptoms of epigastric pain. In the constipation group, symptoms of pelvic outlet obstruction (such as the sensation of anorectal obstruction or blockage and the need for manual maneuvers to facilitate defecation) were more prevalent than symptoms of slow-transit constipation.
Conclusions
The prevalence of functional GI disorders increases with diabetes severity. Diabetes-related GI symptoms appear long before the onset of diabetes complications.
7.Gastrointestinal Symptoms in Diabetes Occur Long before Diabetic Complications
Hwanseok JUNG ; Eun-Jung RHEE ; Mi Yeon LEE ; Jung Ho PARK ; Dong Il PARK ; Woo Kyu JEON ; Chong Il SOHN
Korean Journal of Medicine 2024;99(4):210-218
Background/Aims:
Gastrointestinal (GI) manifestations are common in patients with diabetes complications, such as autonomic neuropathy. However, the prevalence of GI symptoms before the development of diabetes complications is unclear.
Methods:
We conducted an interview survey of functional GI disorders among patients with diabetes visiting the endocrinology clinic of a general hospital using the Rome III criteria. The survey consisted of questions regarding functional dyspepsia, irritable bowel syndrome, and functional constipation, including functional defecation disorder.
Results:
In total, 509 patients were included in the analysis. The patients were divided into three groups: prediabetes (n = 115), diabetes without neuropathy (n = 275), and diabetes with neuropathy (n = 119). With regard to GI symptoms, the prevalences of functional dyspepsia in the prediabetes, diabetes without neuropathy, and diabetes with neuropathy groups were 16.52%, 27.27%, and 23.53%, respectively; those of irritable bowel syndrome were 8.70%, 11.68%, and 16.81%, respectively, and those of functional constipation were 8.85%, 11.85%, and 15.25%, respectively. In the subgroup analysis, symptoms of postprandial distress syndrome (e.g., postprandial fullness and early satiety) were more prevalent than symptoms of epigastric pain. In the constipation group, symptoms of pelvic outlet obstruction (such as the sensation of anorectal obstruction or blockage and the need for manual maneuvers to facilitate defecation) were more prevalent than symptoms of slow-transit constipation.
Conclusions
The prevalence of functional GI disorders increases with diabetes severity. Diabetes-related GI symptoms appear long before the onset of diabetes complications.