研究者業績

菊地 智博

Tomohiro Kikuchi

基本情報

所属
自治医科大学 データサイエンスセンター 学内講師
学位
公衆衛生学修士(専門職)(東京大学)
博士(医学)(自治医科大学)

研究者番号
50790698
ORCID ID
 https://orcid.org/0000-0002-4222-4569
J-GLOBAL ID
202001001230328911
researchmap会員ID
R000003016

学歴

 2

主要な受賞

 3

論文

 22
  • Yuriko Watanabe, Mitsuru Matsuki, Akihiro Nakamata, Sota Masuoka, Tomohiro Kikuchi, Hiroyuki Fujii, Kohei Hamamoto, Harushi Mori, Noriyoshi Fukushima, Mio Sakaguchi, Sho Todo, Hiroyuki Fujiwara
    Abdominal Radiology 2024年6月11日  
  • Yuichiro Hirano, Shouhei Hanaoka, Takahiro Nakao, Soichiro Miki, Tomohiro Kikuchi, Yuta Nakamura, Yukihiro Nomura, Takeharu Yoshikawa, Osamu Abe
    Japanese Journal of Radiology 2024年5月11日  
  • Tomohiro Kikuchi, Takahiro Nakao, Yuta Nakamura, Shouhei Hanaoka, Harushi Mori, Takeharu Yoshikawa
    American Journal of Neuroradiology ajnr.A8332-ajnr.A8332 2024年5月7日  
  • Hisaichi Shibata, Shouhei Hanaoka, Takahiro Nakao, Tomohiro Kikuchi, Yuta Nakamura, Yukihiro Nomura, Takeharu Yoshikawa, Osamu Abe
    Applied Sciences 2024年4月20日  
  • Akihiro Nakamata, Mitsuru Matsuki, Yuko Otake, Yuki Himoto, Yo Kaneko, Moto Nakaya, Naohiro Sudo, Tomohiro Kikuchi, Yuriko Watanabe, Ryoma Kobayashi, Sota Masuoka, Naoki Kunitomo, Hiroyuki Fujii, Kohei Hamamoto, Harushi Mori
    Abdominal radiology (New York) 2024年4月11日  
    PURPOSE: Complete androgen insensitivity syndrome (CAIS) and Mayer-Rokitansky-Küster-Hauser syndrome (MRKHS) share common clinical features such as female phenotype, vaginal hypoplasia, and primary amenorrhea. Magnetic resonance imaging (MRI) is performed to investigate the cause of primary amenorrhea. However, the MRI features are also similar in both disorders. They are ultimately diagnosed by chromosome testing, but there is a possibility of misdiagnosis if chromosome testing is not performed. This study aimed to identify MRI features that are useful for differentiating CAIS from MRKHS. METHOD: This multicenter retrospective study included 12 patients with CAIS and 19 patients with MRKHS. Three radiologists blindly evaluated the following features: (1) detection of vagina, (2) detection of nodular and cystic structures in the lateral pelvis; undescended testicles and paratesticular cysts in CAIS and rudimentary uteri and ovaries in MRKHS, (3) their location, (4) number of cysts in the cystic structures, and (5) signal intensity on diffusion-weighted images (DWI) and apparent diffusion coefficient (ADC) values of the nodular structures. Statistical comparisons were performed using Mann-Whitney U and Fisher's exact tests. RESULTS: Compared with MRKHS, the CAIS group showed significantly detectable vagina, more ventrally located nodular and cystic structures, fewer cysts within the cystic structures, and nodular structures with higher signal intensity on DWI and lower ADC values. CONCLUSIONS: MRI features of detectable vagina, location of nodular and cystic structures, number of cysts within the cystic structures, signal intensity on DWI and ADC values of the nodular structures were useful in differentiating CAIS from MRKHS.
  • Tomohiro Kikuchi, Shouhei Hanaoka, Takahiro Nakao, Yukihiro Nomura, Harushi Mori, Takeharu Yoshikawa
    Insights into Imaging 2024年4月5日  査読有り
  • Masahiro Yamazaki, Tatsuya Takayama, Toru Sugihara, Tomohiro Kikuchi, Tomoki Kamimura, Jun Kamei, Satoshi Ando, Fumihito Terauchi, Tatsuo Morita, Tetsuya Fujimura
    Asian Journal of Endoscopic Surgery 2024年4月  査読有り
    <jats:title>Abstract</jats:title><jats:sec><jats:title>Introduction</jats:title><jats:p>This study aimed to identify cases that require a three‐dimensional‐printed kidney model in robot‐assisted partial nephrectomy.</jats:p></jats:sec><jats:sec><jats:title>Methods</jats:title><jats:p>We enrolled 93 patients undergoing robot‐assisted partial nephrectomy for renal tumors at a single institution between November 2018 and May 2021. The endpoints were how often and how long the surgeon consulted the three‐dimensional‐printed model, determined using intraoperative video. Multivariate analyses of the endpoints were adjusted by preoperative patient and kidney characteristics, including renal vascular complexity that was defined as the number of vascular branches penetrating the surface tangential to the ventral side of the kidney.</jats:p></jats:sec><jats:sec><jats:title>Results</jats:title><jats:p>Of the 93 cases, the median frequency and duration of intraoperative three‐dimensional‐printed model consultation were four times and 39 s, respectively. The multivariate linear regression analyses showed that the frequency of intraoperative three‐dimensional‐printed model consultation by the surgeon was significantly related to the complexity of the arterial structure (≥4 branches), presence of hilar tumor, and high Mayo Adhesive Probability score; the regression coefficients were 1.81, 2.79, and 1.34, respectively. All <jats:italic>p</jats:italic>‐values were ≤.03. The duration of the three‐dimensional‐printed model consultation was significantly related to the complexity of the arterial structure (≥4 branches) and the presence of hilar tumor; the regression coefficients were 21.6, and 29.0 s, respectively. All <jats:italic>p</jats:italic>‐values were &lt;.01.</jats:p></jats:sec><jats:sec><jats:title>Conclusion</jats:title><jats:p>During robot‐assisted partial nephrectomy, a three‐dimensional‐printed model would be helpful in cases with a complex arterial structure or hilar tumor.</jats:p></jats:sec>
  • Takahiro Nakao, Soichiro Miki, Yuta Nakamura, Tomohiro Kikuchi, Yukihiro Nomura, Shouhei Hanaoka, Takeharu Yoshikawa, Osamu Abe
    JMIR Medical Education 2024年3月12日  査読有り
  • Tomohiro Kikuchi, Shouhei Hanaoka, Takahiro Nakao, Tomomi Takenaga, Yukihiro Nomura, Harushi Mori, Takeharu Yoshikawa
    Journal of Imaging Informatics in Medicine 2024年2月13日  査読有り
  • Md Ashraful Alam, Shouhei Hanaoka, Yukihiro Nomura, Tomohiro Kikuchi, Takahiro Nakao, Tomomi Takenaga, Naoto Hayashi, Takeharu Yoshikawa, Osamu Abe
    International Journal of Computer Assisted Radiology and Surgery 2024年1月5日  査読有り
    <jats:title>Abstract</jats:title><jats:sec> <jats:title>Purpose</jats:title> <jats:p>Standardized uptake values (SUVs) derived from <jats:sup>18</jats:sup>F-fluoro-2-deoxy-D-glucose positron emission tomography/computed tomography are a crucial parameter for identifying tumors or abnormalities in an organ. Moreover, exploring ways to improve the identification of tumors or abnormalities using a statistical measurement tool is important in clinical research. Therefore, we developed a fully automatic method to create a personally normalized Z-score map of the liver SUV.</jats:p> </jats:sec><jats:sec> <jats:title>Methods</jats:title> <jats:p>The normalized Z-score map for each patient was created using the SUV mean and standard deviation estimated from blood-test-derived variables, such as alanine aminotransferase and aspartate aminotransferase, as well as other demographic information. This was performed using the least absolute shrinkage and selection operator (LASSO)-based estimation formula. We also used receiver operating characteristic (ROC) to analyze the results of people with and without hepatic tumors and compared them to the ROC curve of normal SUV.</jats:p> </jats:sec><jats:sec> <jats:title>Results</jats:title> <jats:p>A total of 7757 people were selected for this study. Of these, 7744 were healthy, while 13 had abnormalities. The area under the ROC curve results indicated that the anomaly detection approach (0.91) outperformed only the maximum SUV (0.89). To build the LASSO regression, sets of covariates, including sex, weight, body mass index, blood glucose level, triglyceride, total cholesterol, γ-glutamyl transpeptidase, total protein, creatinine, insulin, albumin, and cholinesterase, were used to determine the SUV mean, whereas weight was used to determine the SUV standard deviation.</jats:p> </jats:sec><jats:sec> <jats:title>Conclusion</jats:title> <jats:p>The Z-score normalizes the mean and standard deviation. It is effective in ROC curve analysis and increases the clarity of the abnormality. This normalization is a key technique for effective measurement of maximum glucose consumption by tumors in the liver.</jats:p> </jats:sec>
  • Tomohiro Kikuchi, Shouhei Hanaoka, Takahiro Nakao, Yukihiro Nomura, Takeharu Yoshikawa, Md Ashraful Alam, Harushi Mori, Naoto Hayashi
    Life 13(12) 2303-2303 2023年12月6日  査読有り
    This study aimed to explore the relationship between thyroid-stimulating hormone (TSH) elevation and the baseline computed tomography (CT) density and volume of the thyroid. We examined 86 cases with new-onset hypothyroidism (TSH &gt; 4.5 IU/mL) and 1071 controls from a medical check-up database over 5 years. A deep learning-based thyroid segmentation method was used to assess CT density and volume. Statistical tests and logistic regression were employed to determine differences and odds ratios. Initially, the case group showed a higher CT density (89.8 vs. 81.7 Hounsfield units (HUs)) and smaller volume (13.0 vs. 15.3 mL) than those in the control group. For every +10 HU in CT density and −3 mL in volume, the odds of developing hypothyroidism increased by 1.40 and 1.35, respectively. Over the course of the study, the case group showed a notable CT density reduction (median: −8.9 HU), whereas the control group had a minor decrease (−2.9 HU). Thyroid volume remained relatively stable for both groups. Higher CT density and smaller thyroid volume at baseline are correlated with future TSH elevation. Over time, there was a substantial and minor decrease in CT density in the case and control groups, respectively. Thyroid volumes remained consistent in both cohorts.
  • Yuji Kashiwakura, Kazuhiro Endo, Atsushi Ugajin, Tomohiro Kikuchi, Shuji Hishikawa, Hitoyasu Nakamura, Yuko Katakai, Nemekhbayar Baatartsogt, Takafumi Hiramoto, Morisada Hayakawa, Nobuhiko Kamoshita, Shoji Yamazaki, Akihiro Kume, Harushi Mori, Naohiro Sata, Yoichi Sakata, Shin-ichi Muramatsu, Tsukasa Ohmori
    Molecular Therapy - Methods &amp; Clinical Development 30 502-514 2023年9月  査読有り
  • Tomohiro Kikuchi, Shouhei Hanaoka, Takahiro Nakao, Tomomi Takenaga, Yukihiro Nomura, Harushi Mori, Takeharu Yoshikawa
    2023年8月15日  
    The generation of synthetic medical records using Generative Adversarial Networks (GANs) is becoming crucial for addressing privacy concerns and facilitating data sharing in the medical domain. In this paper, we introduce a novel method to create synthetic hybrid medical records that combine both image and non-image data, utilizing an auto-encoding GAN (alphaGAN) and a conditional tabular GAN (CTGAN). Our methodology encompasses three primary steps: I) Dimensional reduction of images in a private dataset (pDS) using the pretrained encoder of the {\alpha}GAN, followed by integration with the remaining non-image clinical data to form tabular representations; II) Training the CTGAN on the encoded pDS to produce a synthetic dataset (sDS) which amalgamates encoded image features with non-image clinical data; and III) Reconstructing synthetic images from the image features using the alphaGAN's pretrained decoder. We successfully generated synthetic records incorporating both Chest X-Rays (CXRs) and thirteen non-image clinical variables (comprising seven categorical and six numeric variables). To evaluate the efficacy of the sDS, we designed classification and regression tasks and compared the performance of models trained on pDS and sDS against the pDS test set. Remarkably, by leveraging five times the volume of sDS for training, we achieved classification and regression results that were comparable, if slightly inferior, to those obtained using the native pDS. Our method holds promise for publicly releasing synthetic datasets without undermining the potential for secondary data usage.
  • Tomohiro Kikuchi, Shouhei Hanaoka, Takahiro Nakao, Yukihiro Nomura, Takeharu Yoshikawa, Ashraful Alam, Harushi Mori, Naoto Hayashi
    European thyroid journal 12(1) 2022年12月1日  査読有り
    OBJECTIVE: To determine a standardized cutoff value for abnormal 18F-fluorodeoxyglucose (FDG) accumulation in the thyroid gland. METHODS: Herein, 7013 FDG-positron emission tomography (PET)/computed tomography (CT) scans were included. An automatic thyroid segmentation method using two U-nets (2D- and 3D-U-net) was constructed; mean FDG standardized uptake value (SUV), CT value, and volume of the thyroid gland were obtained from each participant. The values were categorized by thyroid function into three groups based on serum thyroid stimulating hormone levels. Thyroid function and mean SUV with increments of 1 were analyzed, and risk for thyroid dysfunction was calculated. Thyroid dysfunction detection ability was examined using a machine learning method (Lightgbm) with age, sex, height, weight, CT value, volume, and mean SUV as explanatory variables. RESULTS: Mean SUV was significantly higher in females with hypothyroidism. Almost 98.9% of participants in the normal group had mean SUV <2 and 93.8% participants with mean SUV <2 had normal thyroid function. The hypothyroidism group had more cases with mean SUV ≥2. The relative risk of having abnormal thyroid function was 4.6 with mean SUV ≥2. The sensitivity and specificity for detecting thyroid dysfunction using Lightgbm were 14.5% and 99%, respectively. CONCLUSIONS: Mean SUV ≥2 was strongly associated with abnormal thyroid function in this large cohort, indicating that mean SUV with FDG-PET/CT can be used as a criterion for thyroid evaluation. Preliminarily, this study shows the potential utility of detecting thyroid dysfunction based on imaging findings.
  • Masahiro Yamazaki, Tatsuya Takayama, Akifumi Fujita, Kikuchi T, Kamimura T, Myoga H, Mayumi S, Yazaki K, Katano S, Komatsubara M, Jun Kamei, Sugihara T, Satoshi Ando, Tetsuya Fujimura
    Asian journal of endoscopic surgery 2022年10月18日  査読有り
    <h4>Introduction</h4>This study aimed to evaluate whether it is useful for junior physicians to use a three-dimensional (3D) kidney model when evaluating the R.E.N.A.L. nephrometry score.<h4>Materials and methods</h4>An expert and four urology residents retrospectively evaluated the R.E.N.A.L. nephrometry scores of 64 renal tumors (62 patients) that underwent robot-assisted partial nephrectomy at our hospital. The expert evaluated 64 R.E.N.A.L. nephrometry scores with computed tomography (CT), whereas four residents evaluated 32 cases using CT alone and the other 32 cases using CT and a 3D kidney model. The consistency between the expert and residents was assessed by Cohen's kappa score. Patient-specific 3D kidney models were created in a gird style using a 3D printer based on CT or magnetic resonance imaging of the patient.<h4>Results</h4>For all four residents, the accuracy of the overall R.E.N.A.L. nephrometry score was significantly higher with the 3D model and CT than with CT alone (P < .001). Regarding the individual components of the R.E.N.A.L. nephrometry score, the accuracy rates of "E," "N," "A," and "L" scores were higher with the 3D model and CT than with the CT alone (P = .020-.089).<h4>Conclusion</h4>Patient-specific 3D-printed kidney models could improve the resident's understanding of the renal tumor complexity and could be an important educational tool for residents.
  • Saki Yamamoto, Kikuchi T, Fujii H, Otake Y, Matsuki M, Narumi R, Endo M, Fujiwara H, Mori H
    Case reports in obstetrics and gynecology 2022年7月31日  査読有り
    Decidualization can originate in ovarian endometrioma by elevated serum progesterone levels during pregnancy, which mimics malignancy on ultrasonography. Moreover, decidualized ovarian endometrioma may rupture and cause acute abdominal pain during pregnancy. Magnetic resonance imaging (MRI) is reportedly useful in differentiating decidualized ovarian endometriomas from malignancies. However, to our knowledge, serial MRI of decidualized ovarian endometrioma before and after rupture has not been reported. Herein, we report the case of a 39-year-old woman with a ruptured decidualized ovarian endometrioma in which serial MRI was useful for adequate management. She had a history of right ovarian endometrioma. Transvaginal ultrasonography at 20 weeks of gestation showed the known right ovarian endometrioma with mural nodules that were not evident before pregnancy. MRI for further evaluation showed ovarian endometrioma with mural nodules with signals similar to those of the placenta. Based on the MRI findings, we diagnosed a decidualized ovarian endometrioma. At 27 weeks of gestation, she complained of sudden abdominal pain, for which MRI was performed. MRI showed disappearance of the ovarian endometrioma and bloody ascites, based on which we diagnosed a ruptured ovarian endometrioma. The abdominal pain subsided immediately, and a conservative observational treatment approach was taken. At 37 weeks of gestation, right ovarian cystectomy was performed simultaneously with an elective cesarean section, which revealed a ruptured decidualized ovarian endometrioma. Our findings demonstrate that the accurate diagnosis of a ruptured decidualized ovarian endometrioma on serial MRI can contribute to its management.
  • Masashi Endo, Hiroyuki Fujii, Akifumi Fujita, Tatsuya Takayama, Daisuke Matsubara, Tomohiro Kikuchi, Saki Manaka, Harushi Mori
    Radiology case reports 17(3) 619-622 2022年3月  査読有り
    Ectopic adrenocortical tissue can arise along the path of embryonic migration, such as the celiac axis, broad ligament, adnexa of the testis, and spermatic cord. Occasionally, ectopic adrenocortical tissues undergo marked hyperplasia and develop into ectopic adrenocortical adenomas. This report describes the case of a 60-year-old man who was incidentally found to have a lipid-containing mass with early enhancement and delayed washout in the right renal hilum. A renal cell carcinoma was suspected, and robot-assisted partial nephrectomy was performed, but the final diagnosis was an ectopic adrenocortical adenoma. We should include ectopic adrenocortical adenoma in the differential diagnosis when we find a lipid-containing tumor adjacent to the kidney.
  • Nagayama T, Fujiwara SI, Kikuchi T, Onda K, Murahashi R, Nakashima H, Ikeda T, Matsuoka S, Kawaguchi SI, Toda Y, Ito S, Ban T, Umino K, Minakata D, Nakano H, Yamasaki R, Morita K, Ashizawa M, Yamamoto C, Hatano K, Sato K, Oh I, Ohmine K, Kanda Y
    Leukemia & lymphoma 2022年2月14日  査読有り
    The definition of sarcopenia assessed by computed tomography (CT) varies among different reports, and few studies have examined the effect of muscle mass loss on the prognosis of post-hematopoietic cell transplantation (HCT). We retrospectively evaluated 172 patients who underwent an initial allogeneic HCT for acute leukemia at our institution. They were divided into 3 groups according to muscle mass measured at the third lumbar vertebra as assessed by CT. Patients with low muscle mass had a worse performance status, higher comorbidity index and higher disease risk. There was a significant difference in 2-year overall survival between the 3 groups, and worse overall survival (OS) was associated with lower muscle mass (p = 0.005). Muscle mass loss did not affect non-relapse mortality (p = 0.238) but was significantly associated with relapse (p = 0.067). Pre-transplant muscle mass loss may therefore reflect a poor prognosis for the primary disease.
  • Ueno W, Sato N, Miura K, Morimoto N, Watanabe S, Nomoto H, Isoda N, Kijima S, Kikuchi T, Manaka S, Harushi Mori, Yamamoto H
    Clinical journal of gastroenterology 2021年5月16日  査読有り
    Liver cirrhosis is frequently complicated by spontaneous portosystemic shunt (SPSS) due to portal hypertension. Shunt embolization is considered when symptoms related to SPSSs are refractory to endoscopic and/or medical therapies. However, little information is available on the treatment of patients with multiple and large SPSS. We report a successfully managed case in which patient with such SPSS received two embolization procedures within 6 months. A 57-year-old man with alcoholic liver cirrhosis was transferred to our hospital due to a ruptured gastric varix. CT examination showed gastrorenal and splenorenal shunts of 8 mm and 11 mm in diameter, respectively. In addition, multiple hepatocellular carcinomas (HCCs) were noted. First, balloon-occluded retrograde transvenous obliteration (BRTO) was performed for the gastrorenal shunt, resulting in the disappearance of the varix, followed by transcatheter arterial chemoembolization (TACE) for HCCs. However, the hepatic encephalopathy worsened after the BRTO and TACE, and the splenorenal shunt enlarged to 18 mm in diameter. Although the shunt was tortuous and had another drainage vein, we completed the embolization for the shunt using metallic coils without any events. The patient's hepatic encephalopathy and hepatic function were ameliorated after embolization for the splenorenal shunt, and the patient was free from hepatic encephalopathy.
  • Tomohiro Kikuchi
    Case Reports in Radiology 2018年6月13日  査読有り
    <jats:p>Synovitis, acne, pustulosis, hyperostosis, and osteitis (SAPHO) syndrome is a disorder characterized by pustular skin lesions and osteoarticular lesions. Mandibular involvement of SAPHO syndrome is clinically rare, and it is difficult to reach a diagnosis of SAPHO syndrome from only mandibular manifestations. This report describes the case of a 26-year-old woman who presented with mandibular osteitis. Orthopantomogram and computed tomography showed sclerotic change of the right body of the mandible with periosteal reaction without odontogenic infection, which suggested the possibility of SAPHO syndrome. Detailed medical interview found that she had a history of palmoplantar pustulosis treated at a local dermatology clinic and additional bone scintigraphy showed diffuse increased uptake in the right mandible, as well as in the sternum and the sternocostoclavicular joints. She was eventually diagnosed as having SAPHO syndrome. We should consider SAPHO syndrome when we encounter a patient with mandibular osteitis of unknown etiology.</jats:p>

主要なMISC

 26

書籍等出版物

 2

講演・口頭発表等

 3

共同研究・競争的資金等の研究課題

 2