Evidence map›Paper›PMID 41152529›Full record

ArticleSurgical endoscopy2026

Learning curve and functional safety in robotic thyroidectomy via bilateral axillo-breast approach: a prospective study of 537 cases.

Si-Si Wang, Zi-Han Tang, Wen-Yu Huang, Xuan Lin, Shao-Feng He, Meng-Ting Lin, Nan Xu, Bin Han, ZhiHong Wang, Sean Hua and 4 more

Abstract read
In one paragraph

Article in Surgical endoscopy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

14 authors.

Si-Si Wang *Department of Thyroid Surgery, Fujian Medical University Union Hospital, 29 XinQuan Rd, Fuzhou, 350001, Fujian, China.ORCID 0000-0002-0194-8595
Zi-Han Tang *Department of Thyroid Surgery, Fujian Medical University Union Hospital, 29 XinQuan Rd, Fuzhou, 350001, Fujian, China.ORCID 0009-0002-6608-8263
Wen-Yu Huang *Department of Thyroid Surgery, Fujian Medical University Union Hospital, 29 XinQuan Rd, Fuzhou, 350001, Fujian, China.ORCID 0009-0005-9236-9941
Xuan LinDepartment of Thyroid Surgery, Fujian Medical University Union Hospital, 29 XinQuan Rd, Fuzhou, 350001, Fujian, China.ORCID 0009-0001-7045-4265
Shao-Feng HeDepartment of Thyroid Surgery, Fujian Medical University Union Hospital, 29 XinQuan Rd, Fuzhou, 350001, Fujian, China.ORCID 0009-0006-9931-9522
Meng-Ting LinDepartment of Thyroid Surgery, Fujian Medical University Union Hospital, 29 XinQuan Rd, Fuzhou, 350001, Fujian, China.ORCID 0009-0000-6621-1108
Nan Xu *Department of Thyroid Surgery, Shenzhen People's Hospital, Shenzhen, Guangdong, China.ORCID 0000-0003-0531-7958
Bin HanDepartment of Thyroid and Breast Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China.
ZhiHong WangDepartment of Thyroid Surgery, First Affiliated Hospital of China Medical University, Shenyang, Liaoning, China.ORCID 0000-0002-4465-1441
Sean HuaDepartment of General Surgery, Beijing United Family Hospital, Beijing, China.ORCID 0000-0003-3630-3954
Amr H Abdelhamid AhmedDivision of Thyroid & Parathyroid Endocrine Surgery, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, MA, USA.ORCID 0000-0001-5611-5833
Gregory W RandolphDivision of Thyroid & Parathyroid Endocrine Surgery, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, MA, USA.ORCID 0000-0001-5373-9181
Wen-Xin ZhaoDepartment of Thyroid Surgery, Fujian Medical University Union Hospital, 29 XinQuan Rd, Fuzhou, 350001, Fujian, China. Zhaowx@fjmu.edu.cn.ORCID 0000-0003-2025-4246
Bo WangDepartment of Thyroid Surgery, Fujian Medical University Union Hospital, 29 XinQuan Rd, Fuzhou, 350001, Fujian, China. WangBo@fjmu.edu.cn.ORCID 0000-0003-1029-3954

Funding

Clinical Research Center for Precision Management of Thyroid Cancer of Fujian Province 2022Y2006Clinical Research Center for Precision Management of Thyroid Cancer of Fujian Province 2024YGPT003Fujian Provincial Finance Project 2023CZ008Fujian Provincial Health Technology Project PendingJoint Funds for the Innovation of Science and Technology, Fujian Province 2023Y9119Joint Funds for the Innovation of Science and Technology, Fujian Province 2023Y9135Joint Funds for the Innovation of Science and Technology, Fujian Province 2023Y9190
6 · The paper itself

Abstract

aimRobotic thyroidectomy via the bilateral axillo-breast approach (BABA) provides excellent cosmetic outcomes, but its adoption is limited by a steep learning curve and concerns about functional safety. This study aimed to define the learning curve trajectory and evaluate functional safety outcomes-with the primary endpoint of intraoperative RLN adverse events and secondary endpoints of inadvertent parathyroidectomy and PTH recovery.

methodsA prospective cohort study was conducted at a high-volume endocrine surgery center from March 2018 to March 2024. A total of 537 consecutive patients with differentiated thyroid carcinoma underwent robotic BABA thyroidectomy with central neck dissection. Intraoperative refinements included real-time recurrent laryngeal nerve (RLN) monitoring, intraoperative parathyroid-hormone (PTH) testing, and nanocarbon lymph node mapping. Learning phases were defined by cumulative sum analysis. Primary outcomes were intraoperative RLN adverse events and inadvertent parathyroidectomy; secondary outcomes included operative time, lymph node yield, PTH recovery, complication rates, and tracheal injury.

resultsAmong 537 patients (401 women, 74.7%; median age 43 years), operative time decreased from 189.9 to 129.3 min (P < 0.001), with plateaus at 152 and 352 cases. RLN adverse events declined from 16.7% (95% CI 7.9-30.2%) to 1.6% (95% CI 0.3-4.8%), and inadvertent parathyroidectomy decreased from 23.8% (95% CI 12.0-39.5%) to 1.6% (95% CI 0.3-4.8%). Six-month PTH levels improved from 3.15 to 4.14 pmol/L, and lymph node yield increased from 9.9 to 13.3 (P = 0.019). Three patients (0.6%) developed tracheal fistula.

conclusionsRobotic BABA thyroidectomy demonstrates a structured learning curve in which functional safety improves with surgical experience and intraoperative standardization. These data-driven milestones may inform structured training and credentialing frameworks for robotic thyroid surgery.

Indexed as

Learning CurveRobotic Surgical ProceduresThyroidectomyThyroid NeoplasmsAdultAxillaBreastFemaleHumansIntraoperative ComplicationsMaleMiddle AgedNeck DissectionOperative TimeParathyroidectomyPostoperative ComplicationsBilateral axillo-breast approachLearning curveOperative safetyParathyroid preservationRecurrent laryngeal nerveRobotic thyroidectomySurgical trainingTracheal injury

Identifiers

PMID41152529
PMCPMC12823686

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.