Evidence map›Paper›PMID 40216625›Full record

ArticleSurgical endoscopy2025

Nomogram for predicting difficult transoral and submental thyroidectomy: a retrospective model development and validation study with large-scale population.

Ling Zhan, Bomin Guo, Zixia Tao, Xianzhao Deng, Zheng Ding, Bo Wu, Zhili Yang, Minggao Guo, Xuanbin Tao, Xiaohui Gu and 1 more

Abstract readValidation Study
In one paragraph

Article in Surgical endoscopy, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Ling Zhan *Department of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Bomin Guo *Department of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Zixia Tao *Department of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Xianzhao DengDepartment of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Zheng DingDepartment of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Bo WuDepartment of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Zhili YangDepartment of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Minggao GuoDepartment of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Xuanbin TaoDepartment of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Xiaohui GuDepartment of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China.
Youben FanDepartment of General Surgery, Thyroid and Parathyroid Center, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai, China. fanyouben2006@163.com.ORCID http://orcid.org/0000-0002-7024-513X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveNo prior studies have described or stratified the difficulty of transoral and submental thyroidectomy (TOaST). We aimed to investigate preoperative factors as indicators of difficult TOaSTs and to develop a predictive model accordingly.

methodsThis retrospective study included 255 eligible DTC patients who underwent total thyroidectomy and central neck dissection (CND) via transoral and submental endoscopic approach between February 2021 and April 2024. These patients were randomized into training and validation groups in a 7:3 ratio. Procedures were categorized into difficult and normal TOaST based on operation time, conversion to open and intraoperative injury. Univariate and multivariate logistic regression analyses were used to assess the association between surgical difficulty and factors regarding demographics, laboratory tests and ultrasound information. A nomogram was then developed and validated internally. Surgical and oncological profiles and follow-up data were also analyzed.

resultsFive independent risk factors for difficult TOaST were identified in multivariate analysis: age (OR 0.84, p < 0.001), male sex (OR 4.75, p = 0.016), thyromental distance (TMD) < 7 cm (OR 7.59, p < 0.001), presence of diffuse changes on ultrasound (OR 14.5, p < 0.001), and elevated anti-thyroid peroxidase antibody (TPO-Ab) level (OR 5.22, p = 0.005). The nomogram performed well on both the training and the validation datasets, achieving an area under curve (AUC) of 0.908 and 0.888, respectively. Calibration curves for both datasets also fit well. There was no significant difference in complication rates between the difficult and normal TOaST groups.

conclusionThe developed nomogram provides a reliable, straightforward prediction of difficult TOaST, thus supporting preoperative preparation and consultation, as well as optimizing training and promotion.

Indexed as

Natural Orifice Endoscopic SurgeryNomogramsThyroidectomyThyroid NeoplasmsAdultAgedFemaleHumansMaleMiddle AgedNeck DissectionOperative TimeRetrospective StudiesRisk FactorsDifferentiated thyroid cancerNomogramOperative difficultyPredictive modelTransoral and submental thyroidectomy

Identifiers

PMID40216625
PMCPMC12041166

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.