Estimating Depressive Symptom Class from Voice.

Voice-based depression detection methods have been studied worldwide as an objective and easy method to detect depression. Conventional studies estimate the presence or severity of depression. However, an estimation of symptoms is a necessary technique not only to treat depression, but also to relieve patients' distress. Hence, we studied a method for clustering symptoms from HAM-D scores of depressed patients and by estimating patients in different symptom groups based on acoustic features of their speech. We could separate different symptom groups with an accuracy of 79%. The results suggest that voice from speech can estimate the symptoms associated with depression.

Detection of Major Depressive Disorder Based on a Combination of Voice Features: An Exploratory Approach.

In general, it is common knowledge that people's feelings are reflected in their voice and facial expressions. This research work focuses on developing techniques for diagnosing depression based on acoustic properties of the voice. In this study, we developed a composite index of vocal acoustic properties that can be used for depression detection. Voice recordings were collected from patients undergoing outpatient treatment for major depressive disorder at a hospital or clinic following a physician's diagnosis. Numerous features were extracted from the collected audio data using openSMILE software. Furthermore, qualitatively similar features were combined using principal component analysis. The resulting components were incorporated as parameters in a logistic regression based classifier, which achieved a diagnostic accuracy of ~90% on the training set and ~80% on the test set. Lastly, the proposed metric could serve as a new measure for evaluation of major depressive disorder.

What is necessary to shorten the operative time in initial introduction of robotic gastrectomy for gastric cancer?

INTRODUCTION: Robotic gastrectomy (RG) is a good alternative to laparoscopic gastrectomy, as it improves treatment outcomes and reduces the burden of technical difficulties; however, prolonged operative time may be a disadvantage. This study aimed to identify measures to shorten the operative time during the initial introduction of RG at an institution. METHODS: We assessed 33 patients with gastric cancer who underwent radical distal gastrectomy with Billroth-I reconstruction and divided them into three groups: laparoscopic distal gastrectomy (LDG), robotic distal gastrectomy in the early phase (RDG-E), and in the late phase (RDG-L). Operative time, six technical steps, and junk time, including the roll-in/roll-out, docking/undocking, and instrument exchange times, were compared among the groups. RESULTS: The median (range) overall operative times of LDG, RDG-E, and RDG-L were 248 (179-323), 304 (249-383), and 263 (220-367) min, respectively, but no significant differences were observed. For each surgical step of RG, RDG-L in suprapancreatic lymph node dissection was significantly shorter than that in RDG-E. The median (range) junk times of LDG, RDG-E, and RDG-L were 16.7 (12.7-26.4), 48.3 (38.6-67.7), and 42.0 (35.4-49.2) min, respectively. Junk time was significantly longer in RDG-L than in LDG (p = 0.003), but not significant between RDG-E and RDG-L. The learning curve effect of overall, console, and junk times were achieved in four cases of RDG. CONCLUSION: Junk time is a major factor in prolonging RDG operative time. However, to reduce the time after initial introduction, measures to promote robot-specific standardization and more effective use of robotic instruments are essential.

Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration.

In this research, we propose a new index of emotional arousal level using sound pressure change acceleration, called the emotional arousal level voice index (EALVI), and investigate the relationship between this index and depression severity. First, EALVI values were calculated from various speech recordings in the interactive emotional dyadic motion capture database, and the correlation with the emotional arousal level of each voice was examined. The resulting correlation coefficient was 0.52 (n = 10,039, p < 2.2 × 10-16). We collected a total of 178 datasets comprising 10 speech phrases and the Hamilton Rating Scale for Depression (HAM-D) score of outpatients with major depression at the Ginza Taimei Clinic (GTC) and the National Defense Medical College (NDMC) Hospital. The correlation coefficients between the EALVI and HAM-D scores were - 0.33 (n = 88, p = 1.8 × 10-3) and - 0.43 (n = 90, p = 2.2 × 10-5) at the GTC and NDMC, respectively. Next, the dataset was divided into "no depression" (HAM-D < 8) and "depression" groups (HAM-D ≥ 8) according to the HAM-D score. The number of patients in the "no depression" and "depression" groups were 10 and 78 in the GTC data, and 65 and 25 in the NDMC data, respectively. There was a significant difference in the mean EALVI values between the two groups in both the GTC and NDMC data (p = 8.9 × 10-3, Cliff's delta = 0.51 and p = 1.6 × 10-3; Cliff's delta = 0.43, respectively). The area under the curve of the receiver operating characteristic curve when discriminating both groups by EALVI was 0.76 in GTC data and 0.72 in NDMC data. Indirectly, the data suggest that there is some relationship between emotional arousal level and depression severity.

Performance Evaluation of a Voice-Based Depression Assessment System Considering the Number and Type of Input Utterances.

It is empirically known that mood changes affect facial expressions and voices. In this study, the authors have focused on the voice to develop a method for estimating depression in individuals from their voices. A short input voice is ideal for applying the proposed method to a wide range of applications. Therefore, we evaluated this method using multiple input utterances while assuming a unit utterance input. The experimental results revealed that depressive states could be estimated with sufficient accuracy using the smallest number of utterances when positive utterances were included in three to four input utterances.

Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal.

Recently, the relationship between emotional arousal and depression has been studied. Focusing on this relationship, we first developed an arousal level voice index (ALVI) to measure arousal levels using the Interactive Emotional Dyadic Motion Capture database. Then, we calculated ALVI from the voices of depressed patients from two hospitals (Ginza Taimei Clinic (H1) and National Defense Medical College hospital (H2)) and compared them with the severity of depression as measured by the Hamilton Rating Scale for Depression (HAM-D). Depending on the HAM-D score, the datasets were classified into a no depression (HAM-D < 8) and a depression group (HAM-D ≥ 8) for each hospital. A comparison of the mean ALVI between the groups was performed using the Wilcoxon rank-sum test and a significant difference at the level of 10% (p = 0.094) at H1 and 1% (p = 0.0038) at H2 was determined. The area under the curve (AUC) of the receiver operating characteristic was 0.66 when categorizing between the two groups for H1, and the AUC for H2 was 0.70. The relationship between arousal level and depression severity was indirectly suggested via the ALVI.

Effectiveness of a Voice-Based Mental Health Evaluation System for Mobile Devices: Prospective Study.

BACKGROUND: We developed a system for monitoring mental health using voice data from daily phone calls, termed Mind Monitoring System (MIMOSYS), by implementing a method for estimating mental health status from voice data. OBJECTIVE: The objective of this study was to evaluate the potential of this system for detecting depressive states and monitoring stress-induced mental changes. METHODS: We opened our system to the public in the form of a prospective study in which data were collected over 2 years from a large, unspecified sample of users. We used these data to analyze the relationships between the rate of continued use, the men-to-women ratio, and existing psychological tests for this system over the study duration. Moreover, we analyzed changes in mental data over time under stress from particular life events. RESULTS: The system had a high rate of continued use. Voice indicators showed that women have more depressive tendencies than men, matching the rate of depression in Japan. The system's voice indicators and the scores on classical psychological tests were correlated. We confirmed deteriorating mental health for users in areas affected by major earthquakes in Japan around the time of the earthquakes. CONCLUSIONS: The results suggest that although this system is insufficient for detecting depression, it may be effective for monitoring changes in mental health due to stress. The greatest feature of our system is mental health monitoring, which is most effectively accomplished by performing long-term time-series analysis of the acquired data considering the user's life events. Such a system can improve the implementation of patient interventions by evaluating objective data along with life events.

Effects of long- and short-term experiences on stress during identification works of dead bodies: Rapid stress level measurement using voice.

OBJECTIVE: The mental health issues of personnel dealing with the deceased at times of disasters is a problem and techniques are needed that allow for real-time, easy-to-use stress checks. We have studied techniques for measuring mental state using voice analysis which has the benefit of being non-invasive, easy-to-use, and can be performed in real-time. For this study, we used voice measurement to determine the stress experienced during body identification training workshops for dentists. We studied whether or not stress levels were affected by having previous experience with body identification either in actual disaster settings or during training. DESIGN: Since participants training using actual dead bodies in particular are expected to suffer higher stress exposure, we also assessed their mental state pre- and post-training using actual dead bodies. RESULTS: The results confirmed marked differences in the mental state between before and after training in participants without any actual experience, between participants who engaged in training using manikins before actual dead bodies and participants who did not. CONCLUSIONS: These results suggest that, in body identification training, the level of stress when coming into contact with dead bodies varies depending on participants' experience and the training sequence. Moreover, it is believed that voice-based stress assessment can be conducted in the limited time during training sessions and that it can be usefully implemented in actual disaster response settings.

Role of the uridine/cytidine kinase 2 mutation in cellular sensitiveness toward 3'-ethynylcytidine treatment of human cancer cells.

A nucleosidic medicine, 1-(3-C-ethynyl-ß-D-ribo-pentofuranosyl)cytosine [3'-ethynylcytidine (ECyd)], is a potent inhibitor of RNA polymerase I and shows anticancer activity to various human solid tumors in vitro and in vivo. ECyd is phosphorylated to 3'-ethyntlcytidine 5'-monophosphate by uridine/cytidine kinase 2 (UCK2) and subsequently further to diphosphate and triphosphate (3'-ethyntlcytidine 5'-diphosphate, 3'-ethyntlcytidine 5'-triphosphate). 3'-Ethyntlcytidine 5'-triphosphate is an active metabolite that can inhibit RNA polymerase I competitively, causing cancer cell death. Here, to identify the UCK2 mutation for detecting responder or nonresponder to ECyd, we investigated the relationship between point mutation of the UCK2 gene and response to ECyd in various human solid tumors. We identified several functional point mutations including the splice-site mutation of the UCK2 gene IVS5+5 G>A. In addition, we found that the IVS5+5 G>A variant generates an aberrant mRNA transcript, namely, truncated mRNA was produced and normal mRNA levels were markedly decreased in the ECyd-resistant cancer cell line HT1080. We concluded that these findings strongly suggest that the IVS5+5 G>A variant would affect the expression level of the UCK2 transcript, resulting in decreased sensitivity to ECyd.

A somatostatin analogue, octreotide, ameliorates intestinal ischemia-reperfusion injury through the early induction of heme oxygenase-1.

BACKGROUND: Intestinal damage after ischemia followed by revascularization, referred to as "ischemia-reperfusion (I/R) injury," is a devastating complication that can occur after acute superior mesenteric obstruction, or after both elective and emergent abdominal aortic surgery. Once an entire layer of intestine is involved in severe ischemia, the mortality rate reaches 90%; no effective medical treatment has been reported to date. Here, we demonstrate that a somatostatin analogue, octreotide, but not a free-radical scavenger, MCI-186, prevented death due to surgically induced intestinal I/R injury in rats. METHODS: Superior mesenteric artery (SMA) of Male Sprague-Dawley rats, that received MCI-186 or octreotide, was surgically clamped, and then the clips were removed and SMA blood flow restored. Survival was assessed, and blood and small intestine were subjected to cell count, enzyme-linked immunosorbent assay (ELISA), Western blotting, and immunohistochemistry. RESULTS: Of interest, pretreatment with octreotide, but not with MCI-186, just before induced intestinal ischemia prompted the early expression of heme oxygenase-1 (HO-1) protein-associated accumulation of CD68-positive cells, a possible cellular source of HO-1. Inversely, the administration of tin protoporphyrin IX (SnPPN), a specific inhibitor of HO-1, completely abolished the therapeutic effects of octreotide, indicating that the favorable effects of octreotide against intestinal I/R injury is predominantly dependent on the early induction of HO-1. CONCLUSIONS: These results suggest that a somatostatin analogue may be useful in leading to an improvement of the prognosis of patients with intestinal I/R injury in the clinical setting.

Long-term Results of Reconstructive Surgery for the Unilateral Aortoiliac Occlusive Disease and Future Risks of Contralateral Iliac Events.

OBJECTIVE: Our experience with unilateral iliac reconstructive surgery was retrospectively reviewed, and the long-term patency and the morphological information was disclosed. In addition, the prognosis of contralateral iliac artery was examined, because future contralateral iliac events seem to be important for durability of unilateral iliac revascularizations. MATERIALS AND METHODS: 148 patients (mean age, 66.9 years; 88% male) who had undergone unilateral aortoiliac reconstruction without contralateral iliac lesions were evaluated. The unilateral aortoiliac reconstructive procedures included 112 (76%) aorto or iliofemoral bypasses, 27 (18%) femorofemoral bypasses, and 9 (6%) axillofemoral bypasses. The indications for arterial reconstruction were disabling claudication and limb salvage in 125 (84%) and 23 (16%) patients, respectively. Preoperative arteriograms were reviewed to determine the Inter-Society Consensus (TASC II) classification categorizing iliac artery lesions. Contralateral iliac events were defined as any arterial reconstructive procedure, intervention, amputation for progression of contralateral iliac disease, or repair of abdominal aortic aneurysm (AAA). The Kaplan-Meier survival analysis was used to predict long-term results in patients grouped based on various factors which were compared using univariate and multivariate analyses. RESULTS: In the 148 patients, unilateral iliac reconstructive procedures were undertaken in 83 (56%) patients with TASC II type D lesions, 34 (23%) patients with TASC II type C lesions, and 31 (21%) patients with TASC II type B lesions. Overall primary and secondary patency rates were 93.8% and 96.5% at 3 years and 90.0% and 93.9% at 5 years. A multivariate analysis disclosed critical limb ischemia influencing primary patency rates, and type of aortoiliac reconstruction or gender influencing secondary patency rates. TASC II classification did not affect primary or secondary patency rates. During the follow-up period, 15 contralateral iliac events occurred, including 11 aortoiliac reconstructive or interventional procedures, 3 repairs of AAA, and one case of bilateral thigh amputation due to acute aortic occlusion. The overall probability of contralateral iliac events was 2.2% at 3 years and 5.9% at 5 years. CONCLUSION: The long-term patency following unilateral iliac reconstructive surgery was satisfactory, and not affected by morphology of the iliac artery. Also, the future risk of contralateral iliac events appeared to be low.

[Intestinal tuberculosis of the terminal ileum causing obstructive ileus and tuberculous peritonitis and presenting numerous peritoneal small red nodules: a case report].

A 38-year-old woman suffering from lower abdominal pain was referred to our hospital. Abdominal computed tomography showed marked thickening of the terminal ileum to the cecum, localized collection of ascites, and multiple mesenteric lymphadenopathy. A barium contrast small bowel series showed solitary severe stenosis of the terminal ileum with marked swelling of the ileocecal valve, where colonoscopy could not pass through, suggesting that ileal stenosis was caused by intestinal tuberculosis. She also showed strongly positive tuberculin skin test. Laparoscopy-assisted ileocecal resection was performed for confirmation of diagnosis and removal of the stenotic intestinal lesion. Laparoscopically, numerous small red nodules scattered on the stenotic ileal serosa, peritoneum, and mesenterium. Histopathological examination revealed ileal tuberculosis causing ulcerative stricture, and mesenteric tuberculous lymphadenitis. The small red nodules were formed of hemorrhagic tuberculous nodules.

Treatment of solitary iliac aneurysms: clinical review of 28 cases.

PURPOSE: The clinical characteristics and long-term results of patients with solitary iliac aneurysms (SIAs) were investigated. METHODS: 28 consecutive patients who underwent repair of SIAs between 1985 and 2004 were reviewed retrospectively, and compared with those of 536 patients who underwent elective repair of an abdominal aortic aneurysm (AAA) during the same period. RESULTS: The incidence of SIAs among all aorto-iliac aneurysms was 5.0%. The 28 patients with SIAs were men with a mean age of 69.1 years. There were a collective total of 42 iliac aneurysms in the 28 patients, with 12 patients having multiple aneurysms. Thirty aneurysms involved the common iliac artery, and 12 involved the internal iliac artery. Twenty-two patients had symptoms, although none of the SIAs ruptured. Four patients had coexistent iliac occlusive disease and two patients had femoral occlusive disease. The 5-and 10-year survival rates of the patients with SIAs were 90.5% and 75.4%, whereas those of the patients with AAAs were 76.3% and 54%, respectively (P = 0.089). CONCLUSION: Routine imaging is necessary not only to evaluate the SIAs, but also to detect multiple aneurysms or arterial occlusive disease. Close and long-term followup is mandatory for the early detection of the formation of new aneurysms.