Open left diaphragm method enables safe surgery with a good visual field in a laparoscopic transhiatal approach for esophagogastric junction adenocarcinoma laparoscopic transhiatal reconstruction via an open left diaphragm method.

BACKGROUND: Despite being oncologically acceptable for esophagogastric junction adenocarcinoma with an esophageal invasion length of 3-4 cm, the transhiatal approach has not yet become a standard method given the difficulty of reconstruction in a narrow space and the risk of severe anastomotic leakage. This study aimed to clarify the safety and feasibility of the open left diaphragm method during the transhiatal approach for esophagogastric junction adenocarcinoma. METHODS: This retrospective study compared the clinical outcomes of patients who underwent proximal or total gastrectomy with lower esophagectomy for Siewert type II/III adenocarcinomas with esophageal invasion via the laparoscopic transhiatal approach with or without the open left diaphragm method from April 2013 to December 2021. RESULTS: Overall, 42 and 13 patients did and did not undergo surgery with the open left diaphragm method, respectively. The median operative time was only slightly shorter in the open left diaphragm group than in the non-open left diaphragm group (369 vs. 482 min; P = 0.07). Grade ≥ II postoperative respiratory complications were significantly less common in the open left diaphragm group than in the non-open left diaphragm group (17% vs. 46%, P = 0.03). Neither group had grade ≥ IV anastomotic leakage, and two cases of anastomotic leakage requiring reoperation were drained using the left diaphragmatic release technique. CONCLUSIONS: Transhiatal lower esophagectomy with gastrectomy using the open left diaphragm method is safe, highlighting its advantages for Siewert type II/III esophagogastric junction adenocarcinoma with an esophageal invasion length of ≤ 4 cm.

Minimally invasive elective gastrectomy after preoperative chemotherapy in a patient with frailty who presented with locally far advanced-stage gastric cancer: a case report.

BACKGROUND: Herein, we report a case of gastric antrum cancer with multiple invasions to other organs that was completely cured with laparoscopic distal gastrectomy after preoperative chemotherapy in a patient with poor general condition. CASE PRESENTATION: An 80-year-old male patient was diagnosed with anemia during follow-up for cerebral lacunar infarction at another hospital. He was diagnosed with advanced-stage gastric antrum cancer and was referred to our hospital. On esophagogastroduodenoscopy, type 2 advanced-stage gastric cancer was detected at the greater curvature of the antrum, and the biopsy results revealed tubular adenocarcinoma. Contrast-enhanced computed tomography scan revealed multiple invasions to other organs, thick gastric wall with contrast effect, and superior mesenteric vein tumor thrombus. However, there was no evidence of distant metastasis on positron emission tomography/computed tomography scan. The clinical diagnosis was stage IVA gastric cancer. Pancreatoduodenectomy with portal vein resection could be important at this point. However, preoperative chemotherapy with S-1 and oxaliplatin was administered instead of performing extended surgery because the patient had poor general condition (performance status score of 3). The patient received three cycles of preoperative chemotherapy at the hospital along with rehabilitation and nutritional management with oral nutritional supplements. After treatment, the performance status score of the patient improved from 3 to 1. Furthermore, in terms of clinical therapeutic effect, the patient achieved partial response. Hence, laparoscopic distal gastrectomy with D2 lymph node dissection and partial transverse colectomy was performed. After surgery, the patient was admitted for oral intake on postoperative day 6 and was discharged on postoperative day 21. Based on the histopathological examination, gastric cancer had disappeared, and there were no evident malignant findings. Therefore, gastric cancer was classified as grade 3 according to the histological treatment efficacy criteria. The patient did not present with recurrence at 2 years after surgery. CONCLUSIONS: By actively administering preoperative chemotherapy, minimally invasive radical surgery with maximum preservation of the surrounding organs can be performed for locally far advanced-stage gastric cancer in older patients with poor general condition.

CHLOROPLAST UNUSUAL POSITIONING 1 is a plant-specific actin polymerization factor regulating chloroplast movement.

Plants have unique responses to fluctuating light conditions. One such response involves chloroplast photorelocation movement, which optimizes photosynthesis under weak light by the accumulation of chloroplasts along the periclinal side of the cell, which prevents photodamage under strong light by avoiding chloroplast positioning toward the anticlinal side of the cell. This light-responsive chloroplast movement relies on the reorganization of chloroplast actin (cp-actin) filaments. Previous studies have suggested that CHLOROPLAST UNUSUAL POSITIONING 1 (CHUP1) is essential for chloroplast photorelocation movement as a regulator of cp-actin filaments. In this study, we conducted comprehensive analyses to understand CHUP1 function. Functional, fluorescently tagged CHUP1 colocalized with and was coordinately reorganized with cp-actin filaments on the chloroplast outer envelope during chloroplast movement in Arabidopsis thaliana. CHUP1 distribution was reversibly regulated in a blue light- and phototropin-dependent manner. X-ray crystallography revealed that the CHUP1-C-terminal domain shares structural homology with the formin homology 2 (FH2) domain, despite lacking sequence similarity. Furthermore, the CHUP1-C-terminal domain promoted actin polymerization in the presence of profilin in vitro. Taken together, our findings indicate that CHUP1 is a plant-specific actin polymerization factor that has convergently evolved to assemble cp-actin filaments and enables chloroplast photorelocation movement.

The modified Glasgow prognostic score is a reliable predictor of oncological outcomes in patients with rectal cancer undergoing neoadjuvant chemoradiotherapy.

There has been no reliable marker for predicting oncological outcomes in patients with locally advanced rectal cancer (LARC) undergoing neoadjuvant chemoradiotherapy (NACRT). We retrospectively analyzed 73 patients with LARC who underwent curative surgery after NACRT. The modified Glasgow prognostic score (mGPS) was assessed after NACRT, and clinical outcomes were compared between the high (mGPS = 1 or 2; n = 23) and low (mGPS = 0; n = 50) groups. Body mass index was significantly higher in the low mGPS group. The 5-year disease-free survival (DFS) rate was significantly worse in the high mGPS group than that in the low mGPS group (36.7% vs. 76.6%, p = 0.002). Univariate and multivariate analyses of DFS revealed that mGPS was the most significant predictor (p < 0.001). mGPS appears to be a reliable predictor of oncological outcomes in patients with LARC undergoing NACRT.

Retrotransposon addiction promotes centromere function via epigenetically activated small RNAs.

Retrotransposons have invaded eukaryotic centromeres in cycles of repeat expansion and purging, but the function of centromeric retrotransposons, if any, has remained unclear. In Arabidopsis, centromeric ATHILA retrotransposons give rise to epigenetically activated short interfering RNAs (easiRNAs) in mutants in DECREASE IN DNA METHYLATION1 (DDM1), which promote histone H3 lysine-9 di-methylation (H3K9me2). Here, we show that mutants which lose both DDM1 and RNA dependent RNA polymerase (RdRP) have pleiotropic developmental defects and mis-segregation of chromosome 5 during mitosis. Fertility defects are epigenetically inherited with the centromeric region of chromosome 5, and can be rescued by directing artificial small RNAs to a single family of ATHILA5 retrotransposons specifically embedded within this centromeric region. easiRNAs and H3K9me2 promote pericentromeric condensation, chromosome cohesion and proper chromosome segregation in mitosis. Insertion of ATHILA silences transcription, while simultaneously making centromere function dependent on retrotransposon small RNAs, promoting the selfish survival and spread of centromeric retrotransposons. Parallels are made with the fission yeast S. pombe, where chromosome segregation depends on RNAi, and with humans, where chromosome segregation depends on both RNAi and HELLSDDM1.

A non-randomized, controlled, interventional study to investigate the effects of community pharmacists' cognitive behavioral therapy-based interventions on medication adherence and relevant indicators in patients with depression.

BACKGROUND: The prevalence of depression is increasing in Japan. Pharmacists play an important role in helping patients use medicines effectively. Several studies had investigated the impact of community pharmacists on patient adherence to antidepressant therapy, and their results indicated that further study was warranted. METHODS: This study was conducted from June 2019 to May 2020 using a cluster non-randomized, open-label, parallel-group design. Four community pharmacy stores in Osaka and Hyogo Prefectures, Japan, participated in the study, and enrolled patients with unipolar depression. In the intervention group (IG), patients received cognitive behavioral therapy (CBT)-based medication support, and their medication adherence and adverse drug reactions were monitored by telephone. In the control group (CG), the pharmacists engaged in routine interactions with the study participants. Before participating in this study, the intervention-group pharmacists attended a 5-hour training session on CBT-based medication support. The primary outcome of this study was medication adherence, assessed using the Drug Attitude Inventory (DAI)-10. Secondary outcomes included the changes from baseline at 6 months in the following variables: the Patient Health Questionnaire (PHQ)-9 total score, the EQ-5D-5 L (Euro-QOL 5 dimensions 5 levels) score, patient satisfaction, and the Pharmacists' Confidence Scale about Medication Consultation for Depressive Patients (PCMCD) score. RESULTS: Four pharmacies (two in IG and two in CG) completed the intervention period. Results were obtained from 19 patients in the IG and 12 patients in the CG. In the IG, the mean DAI-10 score increased from 4.941 at baseline to 6.105, the mean PHQ-9 score decreased from 9.263 to 8.625, and the mean patient satisfaction score increased from 39.947 to 42.211. In the CG, the mean DAI-10 score decreased from 6.333 to 4.167, the mean PHQ-9 score increased from 9.333 to 12.923, and the mean patient satisfaction score decreased from 38.929 to 38.167. CONCLUSION: CBT-based medication support provided by community pharmacists may improve patient medication adherence to antidepressant therapy and symptoms. Such support can be expected to facilitate better treatment of depressed patients and may also allow the duration of treatment to be shortened. TRIAL REGISTRATION: UMIN000037954, Date of first registration: 17/06/2019.

Total Synthesis of Loroxanthin.

The first total synthesis of loroxanthin (1) was accomplished by Horner-Wadsworth-Emmons reaction of C25-apocarotenal 8 having a silyl-protected 19-hydroxy moiety with C15-phosphonate 25 bearing a silyl-protected 3-hydroxy-ε-end group. Preparation of apocarotenal 8 was achieved via Stille coupling reaction of alkenyl iodide 10 with alkenyl stananne 9, whereas phosphonate 25 was prepared through treatment of ally alcohol 23 with triethyl phosphite and ZnI2. The ally alcohol 23 was derived from the known (3R,6R)-3-hydroxy C15-aldehyde 20, which was obtained by direct optical resolution of racemate 20 using a semi-preparative chiral HPLC column.

Effects of targeting signal mutations in a mitochondrial presequence on the spatial distribution of the conformational ensemble in the binding site of Tom20.

The 20-kDa TOM (translocase of outer mitochondrial membrane) subunit, Tom20, is the first receptor of the protein import pathway into mitochondria. Tom20 recognizes the mitochondrial targeting signal embedded in the presequences attached to mature mitochondrial proteins, as an N-terminal extension. Consequently, ~1,000 different mitochondrial proteins are sorted into the mitochondrial matrix, and distinguished from non-mitochondrial proteins. We previously reported the MPRIDE (multiple partial recognitions in dynamic equilibrium) mechanism to explain the structural basis of the promiscuous recognition of presequences by Tom20. A subset of the targeting signal features is recognized in each pose of the presequence in the binding state, and all of the features are collectively recognized in the dynamic equilibrium between the poses. Here, we changed the volumes of the hydrophobic side chains in the targeting signal, while maintaining the binding affinity. We tethered the mutated presequences to the binding site of Tom20 and placed them in the crystal contact-free space (CCFS) created in the crystal lattice. The spatial distributions of the mutated presequences were visualized as smeared electron densities in the low-pass filtered difference maps obtained by X-ray crystallography. The mutated presequence ensembles shifted their positions in the binding state to accommodate the larger side chains, thus providing positive evidence supporting the use of the MPRIDE mechanism in the promiscuous recognition by Tom20.

Ca2+ -induced structural changes and intramolecular interactions in N-terminal region of diacylglycerol kinase alpha.

Diacylglycerol kinases (DGKs) are multi-domain lipid kinases that modulate the levels of lipid messengers, diacylglycerol, and phosphatidic acid. Recently, increasing attention has been paid to its α isozyme (DGKα) as a potential target for cancer immunotherapy. However, little progress has been made on the structural biology of DGKs, and a detailed understanding of the Ca2+ -triggered activation of DGKα, for which the N-terminal domains likely play a critical role, remains unclear. We have recently shown that Ca2+ binding to DGKα-EF induces conformational changes from a protease-susceptible "open" conformation in the apo state to a well-folded one in its holo state. Here, we further studied the structural properties of DGKα N-terminal (RVH and EF) domains using a series of biophysical techniques. We first revealed that the N-terminal RVH domain is a novel Ca2+ -binding domain, but the Ca2+ -induced conformational changes mainly occur in the EF domain. This was corroborated by NMR experiments showing that the EF domain adopts a molten-globule like structure in the apo state. Further analyses using SEC-SAXS and NMR indicate that the partially unfolded EF domain interacts with RVH domain, likely via hydrophobic interactions in the absence of Ca2+ , and this interaction is modified in the presence of Ca2+ . Taken together, these results present novel insights into the structural rearrangement of DGKα N-terminal domains upon binding to Ca2+ , which is essential for the activation of the enzyme.

Trimethylguanosine synthase 1 (Tgs1) is involved in Swi6/HP1-independent siRNA production and establishment of heterochromatin in fission yeast.

In fission yeast, siRNA generated by RNA interference (RNAi) factors plays critical roles in establishment and maintenance of heterochromatin. To achieve efficient siRNA synthesis, RNAi factors assemble on heterochromatin via association with Swi6, a homologue of heterochromatin protein 1 (HP1), and heterochromatic noncoding RNA (hncRNA) retained on chromatin. In addition, spliceosomes formed on hncRNA introns recruit RNAi factors to hncRNA and heterochromatin. Small nuclear RNAs, components of the spliceosome, have a trimethylguanosine (TMG) cap that is generated by Tgs1-dependent hypermethylation of the normal m7G cap; this cap is required for efficient splicing of some mRNAs in budding yeast and Drosophila. In this study, we found that loss of Tgs1 in fission yeast destabilizes centromeric heterochromatin. Tgs1 was required for Swi6-independent siRNA synthesis, as well as for the establishment of centromeric heterochromatin. Loss of Tgs1 affected the splicing efficiency of hncRNA introns in the absence of Swi6. Furthermore, some hncRNAs have a TMG cap, and we found that loss of Tgs1 diminished the chromatin binding of these hncRNAs. Together, these results suggest that the Tgs1-dependent TMG cap plays critical roles in establishment of heterochromatin by ensuring spliceosome-dependent recruitment of RNAi factors and regulating the binding between chromatin and hncRNA.

Effects of cognitive behavioral therapy on orofacial pain conditions.

Numerous studies have confirmed the effectiveness of cognitive behavioral therapy (CBT) for chronic pain, and it is generally regarded as an appropriate intervention. However, it may not be effective for some pain sites, and the duration of the effect may be limited. In addition, some studies of CBT lacked a comparison group. This review summarizes evidence for the effectiveness of CBT for orofacial pain and assists in the development of guidelines for orofacial pain management. A literature search in PubMed was performed for studies published from April 1990 through March 2020. The search keywords were "burning mouth syndrome," "temporomandibular disorders," "myofascial pain syndrome,""chronic orofacial pain conditions," "cognitive behavioral therapy," and "non-pharmacological therapy." The results indicate that CBT alone or in combination with other treatments, such as intraoral appliance, stress management, or biofeedback, is effective for the vast majority of orofacial pain cases. Therefore, dentists should consider using CBT to manage orofacial pain in their patients.

The relationship between community pharmacists' social distance from and their confidence in interacting with patients with depression in Japan.

Background Prejudice and stigma against patients with depression may lead to adverse clinical consequences, such as delayed initiation and premature termination of therapy. However, available survey results on pharmacists' awareness showed a lack of confidence in dealing with patients with depression. Until recently, few studies addressed the relationship between pharmacists' perceptions of their social distance from and confidence in interacting with patients with depression. Objectives To determine pharmacists' social distance from patients with depression, and investigate the factors that influence and are influenced by it. Methods The target population of this survey study included 161 pharmacists employed at a drug chain who had participated in the Effects of Community Pharmacists' Medication Assistance for the Patients Taking Antidepressant study. The questionnaire included six questions on social distance, which were adopted from a previous nation-wide survey of mental illness stigma in Japan. Other questions related to the respondents' attributes, personal experience (living with depression, abusive behaviors inflicted by patients with depression), and confidence in interacting with patients with depression. Results Valid responses were obtained from 77 study participants. The mean total social distance score was 12.49. Greater total social distance scores were associated with greater difficulty in relationship building, information provision, and comprehension of condition. Pharmacists' personal experience of living with depression decreased their social distance from patients with depression, whereas their experience of being verbally or physically abused by patients with depression increased their social distance. Conclusion This study showed that community pharmacists in Japan had less social distance from patients with depression than the general population. A significant negative correlation was observed between community pharmacists' social distance from and their confidence in interacting with patients with depression.

Crystal contact-free conformation of an intrinsically flexible loop in protein crystal: Tim21 as the case study.

BACKGROUND: In protein crystals, flexible loops are frequently deformed by crystal contacts, whereas in solution, the large motions result in the poor convergence of such flexible loops in NMR structure determinations. We need an experimental technique to characterize the structural and dynamic properties of intrinsically flexible loops of protein molecules. METHODS: We designed an intended crystal contact-free space (CCFS) in protein crystals, and arranged the flexible loop of interest in the CCFS. The yeast Tim 21 protein was chosen as the model protein, because one of the loops (loop 2) is distorted by crystal contacts in the conventional crystal. RESULTS: Yeast Tim21 was fused to the MBP protein by a rigid α-helical linker. The space created between the two proteins was used as the CCFS. The linker length provides adjustable freedom to arrange loop 2 in the CCFS. We re-determined the NMR structure of yeast Tim21, and conducted MD simulations for comparison. Multidimensional scaling was used to visualize the conformational similarity of loop 2. We found that the crystal contact-free conformation of loop 2 is located close to the center of the ensembles of the loop 2 conformations in the NMR and MD structures. CONCLUSIONS: Loop 2 of yeast Tim21 in the CCFS adopts a representative, dominant conformation in solution. GENERAL SIGNIFICANCE: No single powerful technique is available for the characterization of flexible structures in protein molecules. NMR analyses and MD simulations provide useful, but incomplete information. CCFS crystallography offers a third route to this goal.

Phagocytosis is mediated by two-dimensional assemblies of the F-BAR protein GAS7.

Phagocytosis is a cellular process for internalization of micron-sized large particles including pathogens. The Bin-Amphiphysin-Rvs167 (BAR) domain proteins, including the FCH-BAR (F-BAR) domain proteins, impose specific morphologies on lipid membranes. Most BAR domain proteins are thought to form membrane invaginations or protrusions by assembling into helical submicron-diameter filaments, such as on clathrin-coated pits, caveolae, and filopodia. However, the mechanism by which BAR domain proteins assemble into micron-scale phagocytic cups was unclear. Here, we show that the two-dimensional sheet-like assembly of Growth Arrest-Specific 7 (GAS7) plays a critical role in phagocytic cup formation in macrophages. GAS7 has the F-BAR domain that possesses unique hydrophilic loops for two-dimensional sheet formation on flat membranes. Super-resolution microscopy reveals the similar assemblies of GAS7 on phagocytic cups and liposomes. The mutations of the loops abolishes both the membrane localization of GAS7 and phagocytosis. Thus, the sheet-like assembly of GAS7 plays a significant role in phagocytosis.

Regulation of ectopic heterochromatin-mediated epigenetic diversification by the JmjC family protein Epe1.

H3K9 methylation (H3K9me) is a conserved marker of heterochromatin, a transcriptionally silent chromatin structure. Knowledge of the mechanisms for regulating heterochromatin distribution is limited. The fission yeast JmjC domain-containing protein Epe1 localizes to heterochromatin mainly through its interaction with Swi6, a homologue of heterochromatin protein 1 (HP1), and directs JmjC-mediated H3K9me demethylation in vivo. Here, we found that loss of epe1 (epe1Δ) induced a red-white variegated phenotype in a red-pigment accumulation background that generated uniform red colonies. Analysis of isolated red and white colonies revealed that silencing of genes involved in pigment accumulation by stochastic ectopic heterochromatin formation led to white colony formation. In addition, genome-wide analysis of red- and white-isolated clones revealed that epe1Δ resulted in a heterogeneous heterochromatin distribution among clones. We found that Epe1 had an N-terminal domain distinct from its JmjC domain, which activated transcription in both fission and budding yeasts. The N-terminal transcriptional activation (NTA) domain was involved in suppression of ectopic heterochromatin-mediated red-white variegation. We introduced a single copy of Epe1 into epe1Δ clones harboring ectopic heterochromatin, and found that Epe1 could reduce H3K9me from ectopic heterochromatin but some of the heterochromatin persisted. This persistence was due to a latent H3K9me source embedded in ectopic heterochromatin. Epe1H297A, a canonical JmjC mutant, suppressed red-white variegation, but entirely failed to remove already-established ectopic heterochromatin, suggesting that Epe1 prevented stochastic de novo deposition of ectopic H3K9me in an NTA-dependent but JmjC-independent manner, while its JmjC domain mediated removal of H3K9me from established ectopic heterochromatin. Our results suggest that Epe1 not only limits the distribution of heterochromatin but also controls the balance between suppression and retention of heterochromatin-mediated epigenetic diversification.

Indoor Positioning System Based on Chest-Mounted IMU.

Demand for indoor navigation systems has been rapidly increasing with regard to location-based services. As a cost-effective choice, inertial measurement unit (IMU)-based pedestrian dead reckoning (PDR) systems have been developed for years because they do not require external devices to be installed in the environment. In this paper, we propose a PDR system based on a chest-mounted IMU as a novel installation position for body-suit-type systems. Since the IMU is mounted on a part of the upper body, the framework of the zero-velocity update cannot be applied because there are no periodical moments of zero velocity. Therefore, we propose a novel regression model for estimating step lengths only with accelerations to correctly compute step displacement by using the IMU data acquired at the chest. In addition, we integrated the idea of an efficient map-matching algorithm based on particle filtering into our system to improve positioning and heading accuracy. Since our system was designed for 3D navigation, which can estimate position in a multifloor building, we used a barometer to update pedestrian altitude, and the components of our map are designed to explicitly represent building-floor information. With our complete PDR system, we were awarded second place in 10 teams for the IPIN 2018 Competition Track 2, achieving a mean error of 5.2 m after the 800 m walking event.

Small RNA Function in Plants: From Chromatin to the Next Generation.

Small RNA molecules can target a particular virus, gene, or transposable element (TE) with a high degree of specificity. Their ability to move from cell to cell and recognize targets in trans also allows building networks capable of regulating a large number of related targets at once. In the case of epigenetic silencing, small RNA may use the widespread distribution of TEs in eukaryotic genomes to coordinate many loci across developmental and generational time. Here, we discuss the intriguing role of plant small RNA in targeting transposons and repeats in pollen and seeds. Epigenetic reprogramming in the germline and early seed development provides a mechanism to control genome dosage, imprinted gene expression, and incompatible hybridizations via the "triploid block."

High serum pentosidine in branch atheromatous disease among small vessels occlusion.

BACKGROUND: Cerebral branch atheromatous disease (BAD) are more likely to experience progressing stroke and neurological deterioration compared with lacunar infarction, although these small vessels occlusions are difficult to discriminate in acute phase of ischemic stroke. Advanced glycation end products including pentosidine have been implicated in atherosclerosis, and were associated with atheroma plaque progression. However, little is known about a relationship between serum pentosidine and small vessels occlusion. METHODS: Serum pentosidine levels were measured in 56 patients (BAD: N.=21; lacunar: N.=35) with small vessels occlusion among consecutive 208 patients with acute ischemic stroke at initial hospitalization as well as other risk factors of stroke. Univariate and multivariate logistic regression analyses were performed to analyze relationship between risk factors including pentosidine and small vessels occlusion. Sensitivity and selectivity of pentosidine to discriminate BAD from lacunar were calculated. RESULTS: Serum pentosidine was significantly higher in BAD group than lacunar group (0.081±0.081 µg/mL and 0.046±0.043 µg/mL, P<0.05). In the univariate logistic regression analyses, BAD was significantly related to high serum pentosidine (P=0.01), absence of dyslipidemia (P=0.04), and worse outcome measured by modified Rankin Scale (P=0.03). Multivariate logistic regression analysis showed that only high level of serum pentosidine was the independent risk factor for BAD (P=0.03). Sensitivity and specificity were 90% and 44%, respectively. CONCLUSIONS: High level of serum pentosidine in acute phase of stroke was associated with BAD, which led to worse outcome among patients with small vessels occlusion.

Yield Visualization Based on Farm Work Information Measured by Smart Devices.

This paper proposes a new approach to visualizing spatial variation of plant status in a tomato greenhouse based on farm work information operated by laborers. Farm work information consists of a farm laborer's position and action. A farm laborer's position is estimated based on radio wave strength measured by using a smartphone carried by the farm laborer and Bluetooth beacons placed in the greenhouse. A farm laborer's action is recognized based on motion data measured by using smartwatches worn on both wrists of the farm laborer. As experiment, harvesting information operated by one farm laborer in a part of a tomato greenhouse is obtained, and the spatial distribution of yields in the experimental field, called a harvesting map, is visualized. The mean absolute error of the number of harvested tomatoes in each small section of the experimental field is 0.35. An interview with the farm manager shows that the harvesting map is useful for intuitively grasping the states of the greenhouse.

Reconstruction-Based Change Detection with Image Completion for a Free-Moving Camera.

Reconstruction-based change detection methods are robust for camera motion. The methods learn reconstruction of input images based on background images. Foreground regions are detected based on the magnitude of the difference between an input image and a reconstructed input image. For learning, only background images are used. Therefore, foreground regions have larger differences than background regions. Traditional reconstruction-based methods have two problems. One is over-reconstruction of foreground regions. The other is that decision of change detection depends on magnitudes of differences only. It is difficult to distinguish magnitudes of differences in foreground regions when the foreground regions are completely reconstructed in patch images. We propose the framework of a reconstruction-based change detection method for a free-moving camera using patch images. To avoid over-reconstruction of foreground regions, our method reconstructs a masked central region in a patch image from a region surrounding the central region. Differences in foreground regions are enhanced because foreground regions in patch images are removed by the masking procedure. Change detection is learned from a patch image and a reconstructed image automatically. The decision procedure directly uses patch images rather than the differences between patch images. Our method achieves better accuracy compared to traditional reconstruction-based methods without masking patch images.